Empirical Findings

physiological data

Primary empirical findings from physiological recordings of drivers: heart rate and heart-rate variability, EEG and event-related potentials, electrodermal activity, pupillometry, fNIRS, respiration, cortisol. New psychophysiological data linking bodily signals to driver state such as workload, fatigue, stress, or drowsiness. Reporting measured physiological outcomes, distinct from validating the sensor or index itself (validation_psychometrics).

4740 paper(s) · newest first · see also all information types

1. Assessing drivers’ psychophysiological states using heart rate, electrodermal activity, and pupillometry in real-world driving ↗ · 2025 · Bosurgi, Gaetano et al. · indexed
2. A Review of Psychophysiological Measures to Assess Cognitive States in Real-World Driving · 2019 · Strayer, David L. · archived
3. Individual differences in peripheral physiology and implications for the real-time assessment of driver state (phase I & II). · 2013 · Reimer, Bryan · archived
4. Measuring neurophysiological signals in aircraft pilots and car drivers for the assessment of mental workload, fatigue and drowsiness ↗ · 2012 · Borghini, Gianluca et al. · indexed
5. Systematic review of cognitive impairment in drivers through mental workload using physiological measures of heart rate variability · 2024 · Raza, Mansoor S. et al. · archived
6. Detecting Stress During Real-World Driving Tasks Using Physiological Sensors ↗ · 2005 · Healey, J.A. et al. · indexed
7. Impact of Incremental Increases in Cognitive Workload on Physiological Arousal and Performance in Young Adult Drivers ↗ · 2009 · Mehler, Bruce et al. · indexed
8. Physiological-based Driver Monitoring Systems: A Scoping Review · 2022 · Abdul Razak, Siti Fatimah et al. · archived
9. An on-road assessment of the impact of cognitive workload on physiological arousal in young adult drivers · 2009 · Reimer, Bryan et al. · archived
10. Sensitivity of Physiological Measures of Acute Driver Stress: A Meta-Analytic Review · 2021 · Kerautret, Laora et al. · archived
11. Change in Heart Rate Variability Indexes due to high driving workload in turning left at the intersection in real road environment ↗ · 2016 · Guo, Weiwei et al. · indexed
12. A Systematic Review of In-Vehicle Physiological Indices and Sensor Technology for Driver Mental Workload Monitoring · 2023 · Sriranga, Ashwini Kanakapura et al. · archived
13. Classification of Drivers' Workload Using Physiological Signals in Conditional Automation · 2021 · Meteier, Quentin et al. · archived
14. Investigating the impact of driving workload on fatigue and performance for the purpose of road safety · 2026 · Serra, Patrizia et al. · archived
15. MEASUREMENT OF HEART RATE TO DETERMINE CAR DRIVERS' PERFORMANCE IMPAIRMENT IN SIMULATED DRIVING: AN OVERVIEW ↗ · 2016 · Ismail, Faizul Rizal et al. · indexed
16. Detecting driver fatigue using heart rate variability: A systematic review · 2022 · Lu, Ke et al. · archived
17. Exploring Neuro-Physiological Correlates of Drivers' Mental Fatigue Caused by Sleep Deprivation Using Simultaneous EEG, ECG, and fNIRS Data · 2016 · Ahn, Sangtae et al. · archived
18. Multimodal Features for Detection of Driver Stress and Fatigue: Review · 2020 · Němcová, Andrea et al. · archived
19. Analysis of the Relationship Between Physiological Signals and Vehicle Maneuvers During a Naturalistic Driving Study ↗ · 2019 · Qiu, Yuning et al. · indexed
20. Let Complexity Bring Clarity: A Multidimensional Assessment of Cognitive Load Using Physiological Measures · 2022 · Nilsson, Emma J. et al. · archived
21. Electrophysiological and performance variations following driving events involving an increase in mental workload · 2019 · Loeches De La Fuente, Hugo et al. · archived
22. SUITABILITY OF HEART RATE RECORDING AS PHYSIOLOGICAL MEASURES TOOL TO DETERMINE DRIVERS' PERFORMANCE IMPAIRMENT: A PRELIMINARY STUDY · 2016 · Khamis, Nor Kamaliana et al. · archived
23. Evaluation of the workload and drowsiness during car driving by using high resolution EEG activity and neurophysiologic indices ↗ · 2014 · Maglione, A. et al. · indexed
24. A Comparison of Heart Rate and Heart Rate Variability Indices in Distinguishing Single-Task Driving and Driving Under Secondary Cognitive Workload ↗ · 2011 · Mehler, Bruce et al. · indexed
25. Assessing the Impact of Secondary Tasks on Heart Rate Variability and Mental Workload in Driving ↗ · 2024 · Lubay, Mary Grace et al. · indexed
26. Driver's mental workload estimation based on empirical physiological indicators ↗ · 2016 · Guo, Weiwei et al. · indexed
27. Driver fatigue: Electroencephalography and psychological assessment ↗ · 2002 · Lal, Saroj K.L. et al. · indexed
28. Heart rate measures reflect the interaction of low mental workload and fatigue during driving simulation ↗ · 2012 · Trutschel, Udo et al. · indexed
29. Investigation of Train Driver Physiological Responses ↗ · 2018 · Crowley, Katie et al. · indexed
30. Assessment of Combination of Automated Pupillometry and Heart Rate Variability to Detect Driving Fatigue · 2022 · Shi, Lin et al. · archived
31. Deconstructing Driver State in Smart Cockpits: Physiological Validation of Perceived Risk, Trust, and Fatigue during Automated Driving ↗ · 2025 · Wang, Zhenyuan et al. · indexed
32. Investigating Driver Sympathetic Arousal under Short-term Loads and Acute Stress Events ↗ · 2016 · Yang, Shiyan et al. · indexed
33. Physiological responses related to moderate mental load during car driving in field conditions ↗ · 2015 · Wiberg, Henrik et al. · indexed
34. Enhancing Driver Stress Detection through Multimodal Integration of Eye Tracking and Physiological Signals · 2025 · Widayat, Tri Agung et al. · archived
35. A Comparative Study on Different Measures to Identify Driver States ↗ · 2019 · Kumar, S. Pradeep et al. · indexed
36. Monitoring Driver Physiological Parameters for Improved Safety ↗ · 2006 · Partin, Dale L. et al. · indexed
37. Drivers’ Psycho-Physiology Characteristics and Workload Identification in Prairie Highway Work Zones ↗ · 2026 · Lyu, Zhen et al. · indexed
38. Predicting Driver's mental workload using physiological signals: A functional data analysis approach ↗ · 2024 · Lee, Chaeyoung et al. · indexed
39. Stress influence on real-world driving identified by monitoring heart rate variability and morphologic variability of electrocardiogram signals: the case of intercity roads ↗ · 2024 · Rostamzadeh, Sajjad et al. · indexed
40. Driver Attention Assessment Using Physiological Measures from EEG, ECG, and EDA Signals ↗ · 2023 · Aminosharieh Najafi, Taraneh et al. · indexed
41. A Hybrid Approach to Detect Driver Drowsiness Utilizing Physiological Signals to Improve System Performance and Wearability · 2017 · Awais, Muhammad et al. · archived
42. Physiological Methods and Measurements in Driving Simulation ↗ · 2004 · Rizzo, Matthew · indexed
43. Concurrent Model for Three Negative Emotions Using Heart Rate Variability in a Driving Simulator Environment ↗ · 2020 · Adha, Muhammad Shaufil et al. · indexed
44. Physiological Signal Monitoring System to Analyze Driver Attentiveness ↗ · 2021 · Dolezalek, Emily et al. · indexed
45. Assessment of Driving Fatigue using HRV Analysis Method ↗ · 2003 · Park, Se Jin et al. · indexed
46. Towards Generalizable Drowsiness Monitoring with Physiological Sensors: A Preliminary Study ↗ · 2025 · Wang, Jiyao et al. · indexed
47. Driving Fatigue Identification Method Based on Physiological Signals ↗ · 2008 · Mao, Zhe et al. · indexed
48. Assessment of mental fatigue during car driving by using high resolution EEG activity and neurophysiologic indices ↗ · 2012 · Borghini, G. et al. · indexed
49. Assessing Drivers’ Physiological Responses Using Consumer Grade Devices ↗ · 2019 · Gruden, Timotej et al. · indexed
50. How the Autonomic Nervous System and Driving Style Change With Incremental Stressing Conditions During Simulated Driving · 2014 · Lanatà, Antonio et al. · archived
51. Spectral Analysis of Heart Rate Variability as a Quantitative Indicator of Driver Mental Fatigue ↗ · 2002 · Li, Zengyong et al. · indexed
52. A biomedical approach to retrieve information on driver's fatigue by integrating EEG, ECG and blood biomarkers during simulated driving session ↗ · 2012 · Nayak, Bibhukalyan Prasad et al. · indexed
53. Electroencephalogram and electrocardiograph assessment of mental fatigue in a driving simulator ↗ · 2012 · Zhao, Chunlin et al. · indexed
54. Real-World Evaluation of Driver Cognitive Load Across Traffic Conditions Using Biometric Signals ↗ · 2025 · Nava, Alicia et al. · indexed
55. Heart Rate Variability: A New Index of Driver Alertness/Fatigue ↗ · 1972 · O'Hanlon, James F. · indexed
56. Variations in Road Conditions on Driver Stress ↗ · 2013 · Miller, Erika E. et al. · indexed
57. Respiration and Heart Rate Modulation Due to Competing Cognitive Tasks While Driving ↗ · 2019 · Hidalgo-Muñoz, Antonio R. et al. · indexed
58. Beyond the time-on-task: an EEG-driven approach for effective physiological assessment of mental fatigue in simulated and real driving · 2025 · Giorgi, Andrea et al. · archived
59. Analysis of Neurophysiological Correlates of Mental Fatigue in Both Monotonous and Demanding Driving Conditions · 2025 · Dello Iacono, Francesca et al. · archived
60. How Demanding is "Just Driving?" A Cognitive Workload - Psychophysiological Reference Evaluation · 2019 · Mehler, Bruce et al. · archived
61. Comparing heart rate and pupil size as objective measures of workload in the driving context ↗ · 2015 · Gable, Thomas M. et al. · indexed
62. JLR heart: Employing wearable technology in non-intrusive driver state monitoring. Preliminary study ↗ · 2016 · Melnicuk, Vadim et al. · indexed
63. Deriving workload from driving behavior and psycho-physiology in work zones ↗ · 2025 · Zhao, Chi et al. · indexed
64. Study of driving skill level discrimination based on human physiological signal characteristics ↗ · 2018 · Wang, Fuwang et al. · indexed
65. An Initial Assessment of the Significance of Task Pacing on Self-Report and Physiological Measures of Workload While Driving ↗ · 2013 · Mehler, Bruce et al. · indexed
66. Driver State Classification: Identifying High Cognitive Load and Drowsiness Through Driver Performance · 2026 · Ayas, Suzan et al. · archived
67. Heart Rate Variability-Based Driver Drowsiness Detection and Its Validation With EEG · 2018 · Fujiwara, Koichi et al. · archived
68. A comparative study on the effects of mind-wandering, distraction, and fatigue on driving performance and physiological responses ↗ · 2026 · Chen, Jingrui et al. · indexed
69. The effect of prolonged conditionally automated driving on fatigue, physiological activity, and takeover performance: a driving simulator experiment ↗ · 2026 · Coyne, Rory et al. · indexed
70. Spectral analysis of heart rate variability as an indicator of driver fatigue ↗ · 1982 · Egelund, Niels · indexed
71. A Study of the Identification Method of Driving Fatigue Based on Physiological Signals ↗ · 2011 · Xu, Shili et al. · indexed
72. Towards Driver's State Recognition on Real Driving Conditions ↗ · 2011 · Rigas, George et al. · indexed
73. Analysis Of The Relation Between Vehicle And Physiological Data ↗ · 2025 · Sándor, Ágoston Pál · indexed
74. Assessment of early onset of driver fatigue using multimodal fatigue measures in a static simulator ↗ · 2014 · Jagannath, M. et al. · indexed
75. Controlled inducement and measurement of drowsiness in a driving simulator ↗ · 2010 · De Rosario, H. et al. · indexed
76. Driver Fatigue Detection Using Measures of Heart Rate Variability and Electrodermal Activity ↗ · 2024 · Jiao, Yubo et al. · indexed
77. Physiological indicators of driver workload during car-following scenarios and takeovers in highly automated driving ↗ · 2022 · Radhakrishnan, Vishnu et al. · indexed
78. A Study on the Correlation Between Driving Behavior and ECG Data in Driving Fatigue. ↗ · 2026 · Wang J et al. · indexed
79. Identifying the Causes of Drivers’ Hazardous States Using Driver Characteristics, Vehicle Kinematics, and Physiological Measurements · 2018 · Darzi, Ali et al. · archived
80. A multimodal physiological dataset for driving behaviour analysis · 2024 · Tao, Xiaoming et al. · archived
81. Real-Time ECG-Based Detection of Fatigue Driving Using Sample Entropy ↗ · 2018 · Wang, Fuwang et al. · indexed
82. Impact of Cognitive Workload on Physiological Arousal and Performance in Younger and Older Drivers · 2011 · Son, Joonwoo et al. · archived
83. The circadian effect on psychophysiological driver state monitoring ↗ · 2020 · Kaduk, Sylwia I. et al. · indexed
84. Driver Drowsiness Detection Study using Heart Rate Variability analysis in Virtual Reality Environment ↗ · 2018 · Chowdhury, Muhammad E.H. et al. · indexed
85. Systematic review of neurophysiological assessment techniques and metrics for mental workload evaluation in real-world settings · 2025 · Diarra, Moussa et al. · archived
86. The association between physiological and eye-tracking metrics and cognitive load in drivers: A meta-analysis · 2024 · Wang, Ange et al. · archived
87. Employing consumer electronic devices in physiological and emotional evaluation of common driving activities ↗ · 2017 · Melnicuk, Vadim et al. · indexed
88. Exploring the Brain Responses to Driving Fatigue Through Simultaneous EEG and fNIRS Measurements · 2019 · Lin, Chin-Teng et al. · archived
89. Detecting Driver Sleepiness Using Consumer Wearable Devices in Manual and Partial Automated Real-Road Driving · 2022 · Lu, Ke et al. · archived
90. Smart Shirt Respiratory Monitoring to Detect Car Driver Drowsiness ↗ · 2021 · YUDA, Emi et al. · indexed
91. Collection and Analysis of Physiological Measures in Driving Research ↗ · 2015 · Gable, Thomas M. et al. · indexed
92. Detection and analysis: driver state with electrocardiogram (ECG) ↗ · 2020 · Murugan, Suganiya et al. · indexed
93. EEG and HRV markers of sleepiness and loss of control during car driving ↗ · 2008 · Michail, Emmanouil et al. · indexed
94. Analysis of Driver Workload on Different Types of Optical Tunnels ↗ · 2019 · Luo, Jie et al. · indexed
95. Measurement of pilots’ fatigue, attention and vigilance using EEG, ECG and EYE tracking in the simulated environment · 2025 · RUSU, Victoria et al. · archived
96. Classification and Prediction of Driver’s Mental Workload Based on Long Time Sequences and Multiple Physiological Factors ↗ · 2023 · Wei, Wanyu et al. · indexed
97. A review of driver cognitive load detection using ECG signals ↗ · 2024 · Tjolleng, Amir et al. · indexed
98. Automatic stress detection in car drivers based on non-invasive physiological signals using machine learning techniques · 2023 · Siam, Ali I. et al. · archived
99. Monitoring driver drowsiness in partially automated vehicles: Added value from combining postural and physiological indicators · 2024 · Perrotte, Gaëtan et al. · archived
100. Relevant Physiological Indicators for Assessing Workload in Conditionally Automated Driving, Through Three-Class Classification and Regression · 2022 · Meteier, Quentin et al. · archived
101. Driver arousal and workload under partial vehicle automation: A pilot study · 2020 · Lohani, M et al. · archived
102. Driving simulator for performance monitoring with physiological sensors ↗ · 2018 · Raimundo, Diogo et al. · indexed
103. The impact of cognitive workload on physiological arousal in young adult drivers: a field study and simulation validation ↗ · 2011 · Reimer, Bryan et al. · indexed
104. Intelligent Driver Monitoring Based on Physiological Sensor Signals: Application Using Camera ↗ · 2015 · Rahman, Hamidur et al. · indexed
105. A Field Study Assessing Driving Performance, Visual Attention, Heart Rate and Subjective Ratings in Response to Two Types of Cognitive Workload · 2013 · Yang, Yan et al. · archived
106. Evaluation of drivers' mental workload based on multi-modal physiological signals ↗ · 2022 · ZHANG, Qiliang et al. · indexed
107. Predicting driver fatigue using HRV measures and machine learning. · 2026 · Puspasari, MA et al. · archived
108. Multimodal Recognition of Cognitive Workload for Multitasking in the Car ↗ · 2010 · Putze, Felix et al. · indexed
109. Physiological measurements for driving drowsiness: A comparative study of multi-modality feature fusion and selection ↗ · 2023 · Wu, Yonglin et al. · indexed
110. Detecting Drivers’ Stress in Emergency Using Physiological Sensors ↗ · 2015 · Chen, Ying · indexed
111. Psychophysiological responses to takeover requests in conditionally automated driving · 2020 · Du, Na et al. · archived
112. Intelligent driver monitoring systems based on physiological sensor signals: A review ↗ · 2013 · Begum, Shahina · indexed
113. A psychophysiological investigation of the effects of driving longer-combination vehicles ↗ · 1998 · APPARIES, ROSS J. et al. · indexed
114. Poincaré Plot Indices of Heart Rate Variability for Monitoring Driving Fatigue ↗ · 2019 · Zeng, Chao et al. · indexed
115. On-Road Detection of Driver Fatigue and Drowsiness during Medium-Distance Journeys ↗ · 2021 · Salvati, Luca et al. · indexed
116. Investigating the Feasibility of Vehicle Telemetry Data as a Means of Predicting Driver Workload · 2017 · Taylor, Phillip et al. · archived
117. Driver Cognitive Load Classification Based on Physiological Data—Case Study 7 · 2021 · He, Dengbo et al. · archived
118. Utilizing HRV-Derived Respiration Measures for Driver Drowsiness Detection ↗ · 2019 · Kim, Jinwoo et al. · indexed
119. Detection of Drivers’ Anxiety Invoked by Driving Situations Using Multimodal Biosignals ↗ · 2020 · Lee, Seungji et al. · indexed
120. Vehicle Integrated Non-Intrusive Monitoring of Driver Biological Signals ↗ · 2011 · Watson, Todd et al. · indexed
121. A non-invasive approach to detect drowsiness in a monotonous driving environment ↗ · 2014 · Awais, Muhammad et al. · indexed
122. Recherche d’indicateurs électrodermaux pour l’analyse de la charge mentale en conduite automobile ↗ · 2009 · Clarion, Antoine · indexed
123. Psychophysiological responses to takeover requests in conditionally automated driving · 2020 · Du, Na et al. · archived
124. Multimodal Fusion of Heart Rate and Gaze Data For Real-Time Driver Monitoring in Naturalistic Driving ↗ · 2025 · Alhumaily, Basim et al. · indexed
125. Multimodal characterization of mental fatigue on professional drivers · 2023 · Giorgi, Andrea et al. · archived
126. Survey and Synthesis of State of the Art in Driver Monitoring · 2021 · Halin, Anaïs et al. · archived
127. Unravelling the Physiological Correlates of Mental Workload · 2022 · John, Alka Rachel et al. · archived
128. Fit for Duty Assessment of Driver Fatigue based on Statistical Modelling of Cardiovascular Parameters ↗ · 2023 · Picher, Ciara et al. · indexed
129. Monitoring sleepiness with on-board electrophysiological recordings for preventing sleep-deprived traffic accidents ↗ · 2007 · Papadelis, Christos et al. · indexed
130. Assessment of driver fatigue-related brain responses and causal factors during driving under different traffic conditions · 2024 · Adachi, Masataka et al. · archived
131. Validity Analysis of Vehicle and Physiological Data for Detecting Driver Drowsiness, Distraction, and Workload ↗ · 2015 · Yang, Ji Hyun et al. · indexed
132. Nonintrusive Biological Signal Monitoring in a Car to Evaluate a Driver’s Stress and Health State ↗ · 2009 · Baek, Hyun Jae et al. · indexed
133. An Analysis of Mental Workload in Pilots During Flight Using Multiple Psychophysiological Measures ↗ · 2002 · Wilson, Glenn F. · indexed
134. Research on Distracted Driving State Recognition and Its Impact Using an Ensemble Learning Model Based on Multimodal Information Fusion ↗ · 2026 · Ma, Dezhong et al. · indexed
135. Can Frequency Domain Heart Rate Measures Detect Impaired Driver Performance? ↗ · 2013 · Heinze, C et al. · indexed
136. Psychophysiological Measures of Driver State ↗ · 2019 · Wilschut, Ellen et al. · indexed
137. Monitoring drivers’ mental workload in driving simulators using physiological measures ↗ · 2010 · Brookhuis, Karel A. et al. · indexed
138. Analysis of Driver Drowsiness Detection using EEG and EOG · 2018 · K Firke, Omprakash et al. · archived
139. Electrophysiological Brain-Cardiac Coupling in Train Drivers during Monotonous Driving ↗ · 2021 · Lees, Ty et al. · indexed
140. Short-term cardiovascular measures for driver support: Increasing sensitivity for detecting changes in mental workload ↗ · 2014 · Stuiver, Arjan et al. · indexed
141. Deriving heart rate variability indices from cardiac monitoring—An indicator of driver sleepiness ↗ · 2019 · Buendia, Ruben et al. · indexed
142. Physiological Measures of Risk Perception in Highly Automated Driving · 2022 · Perello-March, Jaume R. et al. · archived
143. Monitoring driver stress during highway driving using wearable bio-signal sensors ↗ · 2022 · Song, Donghyun et al. · indexed
144. A Real-Time Case Study in Driver Science: Physiological Strain and Related Variables ↗ · 2015 · Potkanowicz, Edward S. · indexed
145. Early detection of falling asleep at the wheel: A Heart Rate Variability approach ↗ · 2008 · Furman, G. Dorfman et al. · indexed
146. Drivers’ Workload Electroencephalogram Characteristics in Cognitive Tasks Based on Improved Multiscale Sample Entropy ↗ · 2023 · Liu, Ruiwei et al. · indexed
147. A critical review of the psychophysiology of driver fatigue ↗ · 2001 · Lal S et al. · indexed
148. Assessing Drivers’ Vigilance State During Monotonous Driving · 2007 · Schmidt, Eike A et al. · archived
149. The Evolution of Autonomic Space as a Method of Mental Workload Assessment for Driving · 2003 · Lenneman, John K et al. · archived
150. An EEG dataset for understanding driving expertise from naturalistic urban road experiments. · 2026 · Gong J et al. · archived
151. How are drivers' stress levels and emotions associated with the driving context? A naturalistic study · 2023 · Tavakoli, Arash et al. · archived
152. Evaluation of Drowsiness During Driving using Electrocardiogram - A Driving Simulation Study ↗ · 2010 · Tasaki, Masaru et al. · indexed
153. Comparing the Relative Strengths of EEG and Low-Cost Physiological Devices in Modeling Attention Allocation in Semiautonomous Vehicles ↗ · 2019 · Cisler, Dean et al. · indexed
154. Detection of driver stress in real-world driving environment using physiological signals ↗ · 2019 · Wang, Ke et al. · indexed
155. Evaluation of Fatigue in Older Drivers Using a Multimodal Medical Sensor and Driving Simulator ↗ · 2024 · Yoshida, Yutaka et al. · indexed
156. Classification of Driver Cognitive Load: Exploring the Benefits of Fusing Eye-Tracking and Physiological Measures ↗ · 2022 · He, Dengbo et al. · indexed
157. Heart rate dynamics for cognitive load estimation in a driving simulation task · 2024 · Arutyunova, Karina Rollandovna et al. · archived
158. Assessment of Driver Stress from Physiological Signals collected under Real-Time Semi-Urban Driving Scenarios ↗ · 2014 · Singh, Rajiv Ranjan et al. · indexed
159. Cardiac Measures of Driver Workload during Simulated Driving with and without Visual Occlusion ↗ · 2003 · Backs, Richard W et al. · indexed
160. Differential Neurophysiological and Autonomic Responses to Electric, Hybrid, and Internal Combustion Engine Vehicles During Real-World Driving Testing: A Multimodal Psychophysiological Study ↗ · 2026 · Georgiev, Stiliyan et al. · indexed
161. An analysis of physiological responses as indicators of driver takeover readiness in conditionally automated driving ↗ · 2023 · Deng, Min et al. · indexed
162. Impact of Repeated Exposure to a Multilevel Working Memory Task on Physiological Arousal and Driving Performance ↗ · 2015 · Belyusar, Daniel et al. · indexed
163. Tracking drivers’ minds: Continuous evaluation of mental load and cognitive processing in a realistic driving simulator scenario by means of the EEG ↗ · 2023 · Wascher, Edmund et al. · indexed
164. Non-Intrusive ECG Measurement on Vehicle Steering Wheel and Driver Seat ↗ · 2008 · Hu, Shan et al. · indexed
165. Exploring Physiological Markers of Driver Workload in Response to Road Geometry: A Preliminary Investigation ↗ · 2025 · Bosurgi, Gaetano et al. · indexed
166. Time-Resolved In-Vehicle Drowsiness Monitoring Using Multimodal Electrophysiological Data ↗ · 2019 · Bernarding, Corinna et al. · indexed
167. Assessment of Drivers’ Mental Workload by Multimodal Measures during Auditory-Based Dual-Task Driving Scenarios ↗ · 2024 · Huang, Jiaqi et al. · indexed
168. Utilization of a combined EEG/NIRS system to predict driver drowsiness · 2017 · Nguyen, Thien et al. · archived
169. In-Vehicle Stress Monitoring Based on EEG Signal · 2017 · Begum, Shahina et al. · archived
170. Evaluation on Diversity of Drivers’ Cognitive Stress Response using EEG and ECG Signals during Real-Traffic Experiment with an Electric Vehicle ↗ · 2019 · Noh, Yuna et al. · indexed
171. Average heart rate for driver monitoring systems · 2016 · Biondi, F et al. · archived
172. Physiological Indicators of Driver Workload During Car-Following Scenarios and Takeovers in Highly Automated Driving · 2021 · Radhakrishnan, Vishnu et al. · archived
173. Variation of the Heartbeat and Activity as an Indicator of Drowsiness at the Wheel Using a Smartwatch ↗ · 2015 · Aguilar, Sergio Rios et al. · indexed
174. Driver Drowsiness Warning Based on Electrocardiosignals Analysis ↗ · 2021 · Mardanov, R. R. et al. · indexed
175. Age Related Changes in Cognitive Response Style in the Driving Task: Part II · 2013 · Reimer, Bryan · archived
176. Electrocardiographic features for the measurement of drivers' mental workload ↗ · 2017 · Heine, Tobias et al. · indexed
177. Unobtrusive Measurement of Physiological Features Under Simulated and Real Driving Conditions ↗ · 2022 · Leicht, Lennart et al. · indexed
178. SmartCar: detecting driver stress ↗ · 2002 · Healey, J. et al. · indexed
179. Using electroencephalography to analyse drivers’ different cognitive workload characteristics based on on-road experiment · 2023 · Liu, Ruiwei et al. · archived
180. Measuring Correlates of Mental Workload During Simulated Driving Using cEEGrid Electrodes: A Test–Retest Reliability Analysis · 2021 · Getzmann, Stephan et al. · archived
181. Possibilities of using commercial electronics to measure driver physiological functions in a vehicle simulator ↗ · 2023 · Lehet, David · indexed
182. Physiological signal analysis for fatigue level of experienced and inexperienced drivers ↗ · 2016 · Li, Rui et al. · indexed
183. A feature selection method for driver stress detection using heart rate variability and breathing rate ↗ · 2023 · Parsi, Ashkan et al. · indexed
184. Validation of a Light EEG-Based Measure for Real-Time Stress Monitoring during Realistic Driving · 2022 · Sciaraffa, Nicolina et al. · archived
185. Mental workload is reflected in driver behaviour, physiology, eye movements and prefrontal cortex activation ↗ · 2018 · Foy, Hannah J. et al. · indexed
186. Impact of Situation Awareness Variations on Multimodal Physiological Responses in High-Speed Train Driving ↗ · 2024 · Dong, Wenli et al. · indexed
187. Driver State Modeling through Latent Variable State Space Framework in the Wild · 2022 · Tavakoli, Arash et al. · archived
188. Mind the road: attention related neuromarkers during automated and manual simulated driving captured with a new mobile EEG sensor system · 2025 · Scanlon, Joanna Elizabeth Mary et al. · archived
189. Fatigue during Prolonged Simulated Driving: An Electroencephalogram Study · 2022 · Zuraida, Rida et al. · archived
190. Increase in regularity and decrease in variability seen in electroencephalography (EEG) signals from alert to fatigue during a driving simulated task · 2008 · Tran, Y. et al. · archived
191. Multimodal Phenotyping Dataset of Driving Fatigue ↗ · 2026 · Li, Jiayi et al. · indexed
192. Literature Review on Driver’s Drowsiness and Fatigue Detection ↗ · 2020 · Laouz, Hamed et al. · indexed
193. Driver Workload Characteristics Analysis Using EEG Data From an Urban Road ↗ · 2014 · Kim, Hyun Suk et al. · indexed
194. Multimodal driver state modeling through unsupervised learning ↗ · 2022 · Tavakoli, Arash et al. · indexed
195. Prediction of Driver's Workload from Slow Fluctuations of Pupil Diameter ↗ · 2018 · Yokoyama, Hiroshi et al. · indexed
196. Comparative Prefrontal Multimodal Physiological Signatures Under Active- and Passive-Fatigue-Inducing Simulated Driving Paradigms. ↗ · 2026 · Zhang, F et al. · indexed
197. Examining physiological parameters of mental workload in the cockpit: a multimethod approach · 2026 · Hamann, Anneke et al. · archived
198. Tracking drivers’ minds: Continuous evaluation of mental load and cognitive processing in a realistic driving simulator scenario by means of the EEG · 2023 · Wascher, Edmund et al. · archived
199. Neuroimaging and Physiological Data-driven Autonomous Vehicle Driving Simulation System in Extended Reality ↗ · 2025 · Lynch, Curt et al. · indexed
200. Feature Extraction and Evaluation for Driver Drowsiness Detection Based on Thermoregulation ↗ · 2019 · Gielen, Jasper et al. · indexed
201. Exploiting heart rate variability for driver drowsiness detection using wearable sensors and machine learning · 2025 · AlArnaout, Zakwan et al. · archived
202. Real-Time Driver's Stress Event Detection ↗ · 2011 · Rigas, George et al. · indexed
203. Driver Fatigue Detection Using Heart Rate Variability Features from 2-Minute Electrocardiogram Signals While Accounting for Sex Differences ↗ · 2024 · Zeng, Chao et al. · indexed
204. Driver Mental Stress in Response to Thermal Stress Change during Highway Driving ↗ · 2023 · Song, Donghyun et al. · indexed
205. Batch processing of 10000 h of truck driver EEG data ↗ · 1995 · Miller, James C. · indexed
206. The impact of mind wandering on physiological measures in delegated driving · 2025 · Mazeres, Florence et al. · archived
207. Driver body condition monitoring system based on human-computer interaction · 2024 · Hou, Zhenyang et al. · archived
208. Revealing driver psychophysiological response to emergency braking in distracted driving based on field experiments ↗ · 2022 · Li, Ying et al. · indexed
209. Changes in Respiration Pattern Preceding Drowsiness During Driving ↗ · 2020 · YUDA, Emi et al. · indexed
210. Identification of Driving Workload in Plateau Environment: A Naturalistic Driving Study ↗ · 2026 · Yu, Aolin et al. · indexed
211. Predicting Driver Stress Levels with a Sensor-Equipped Steering Wheel and a Quality-Aware Heart Rate Measurement Algorithm ↗ · 2021 · Cassani, Raymundo et al. · indexed
212. Statistical sensor fusion of ECG data using automotive-grade sensors ↗ · 2015 · Koenig, A. et al. · indexed
213. Effects of mental workload on physiological and subjective responses during traffic density monitoring: A field study ↗ · 2015 · Fallahi, Majid et al. · indexed
214. Heart Rate Variability for Driver Sleepiness Classification in Real Road Driving Conditions ↗ · 2019 · Persson, Anna et al. · indexed
215. Detection of microsleep events in a car driving simulation study using electrocardiographic features ↗ · 2016 · Lenis, Gustavo et al. · indexed
216. Analysis on Biosignal Characteristics to Evaluate Road Rage of Younger Drivers: A Driving Simulator Study ↗ · 2018 · Hu, Hongyu et al. · indexed
217. Qualitative Standard of Driver Workload ↗ · 2011 · Hu, Jiang-bi et al. · indexed
218. Influence of Task Combination on EEG Spectrum Modulation for Driver Workload Estimation ↗ · 2011 · Lei, Shengguang et al. · indexed
219. Analyzing Cognitive Load Measurements of the Truck Drivers to Determine Transportation Routes and Improve Safety Driving: A Review Study · 2023 · Sudiarno, Adithya et al. · archived
220. EEG-Based Index for Timely Detecting User’s Drowsiness Occurrence in Automotive Applications ↗ · 2022 · Di Flumeri, Gianluca et al. · indexed
221. A Comparative Study of Mental Workload among Truck Drivers: The Effects of Truck Type and Age Using HRV Metrics · 2025 · Siti Hidayanti Mutiara Kurnia et al. · archived
222. Evaluating Drivers’ States in Sleepiness Countermeasures Experiments Using Physiological and Eye Data – Hybrid Logistic and Linear Regression Model ↗ · 2017 · Schmidt, Elisabeth et al. · indexed
223. Utilising raw psycho-physiological data and functional data analysis for estimating mental workload in human drivers ↗ · 2024 · Eniyandunmo, David et al. · indexed
224. No difference in arousal or cognitive demands between manual and partially automated driving: A multi-method on-road study · 2021 · Lohani, M et al. · archived
225. Assessment models for driving comfort and fatigue status based on heart rate variability ↗ · 2026 · Jiang, Weisheng et al. · indexed
226. Evaluation of driver drowsiness based on respiratory metrics ↗ · 2024 · Khanehshenas, Farin et al. · indexed
227. Wrist-Worn Sensor Validation for Heart Rate Variability and Electrodermal Activity Detection in a Stressful Driving Environment ↗ · 2023 · Costantini, Simone et al. · indexed
228. Design and Development of EEG Signal based Driver Activity Recognition and Monitoring System ↗ · 2023 · R, Ramachandran. et al. · indexed
229. Neurophysiological Mechanisms and Mitigation Strategies of Driver Fatigue in Human-Artificial Intelligence Cooperative Driving Using EEG · 2026 · Lu, Huoping et al. · archived
230. Brief review on physiological and biochemical evaluations of human mental workload ↗ · 2011 · Lean, Ying et al. · indexed
231. Real-time Driver Cognitive Strain Evaluation System Based on Multivariate Biosignal Analysis · 2022 · Shimizu, Takeshi et al. · archived
232. An Experimental Setup for Collecting Physiological Data from Vehicle Drivers ↗ · 2026 · Radev, Hristo et al. · indexed
233. Physical, mental, emotional, and subjective workload components in train drivers ↗ · 1994 · MYRTEK, M. et al. · indexed
234. 80 MPH and out-of-the-loop: Effects of real-world semi-automated driving on driver workload and arousal · 2018 · Biondi, FN et al. · archived
235. Fatigue Driving Detection and Early Warning System based on EEG Signals · 2024 · Wang, Luoluo et al. · archived
236. Optimizing Driver Vigilance Recognition: Examining the Characterization and Cumulative Effect of Physiological Signals Across Manual and Automated Driving and Durations ↗ · 2024 · Guo, Mingyang et al. · indexed
237. Toward Minimum Startle After Take-Over Request: A Preliminary Study of Physiological Data ↗ · 2020 · Pakdamanian, Erfan et al. · indexed
238. Psychophysiology of Monotonous Driving, Fatigue and Sleepiness in Train and Non-Professional Drivers: Driver Safety Implications ↗ · 2023 · Lees, Ty et al. · indexed
239. A Physiological Evaluation of Driver Workload in the Lead Vehicle of an Autonomous Truck Platoon Using Bio-Signal Analysis ↗ · 2025 · Yuda, Emi et al. · indexed
240. Sensor Applications and Physiological Features in Drivers’ Drowsiness Detection: A Review ↗ · 2018 · Chowdhury, Anuva et al. · indexed
241. Evaluating the Measurement of Driver Heart and Breathing Rates from a Sensor-Equipped Steering Wheel using Spectrotemporal Signal Processing ↗ · 2019 · Cassani, Raymundo et al. · indexed
242. Evaluating Pro- and Re-Active Driving Behavior by Means of the EEG · 2018 · Wascher, Edmund et al. · archived
243. Physiological Signals as Predictors of Cognitive Load Induced by the Type of Automotive Head-Up Display ↗ · 2023 · Strle, Gregor et al. · indexed
244. Physiological and Response Measurements in Driving Tasks ↗ · 1972 · Weir, David H. et al. · indexed
245. Mental workload and driving · 2014 · Paxion, Julie et al. · archived
246. HARMONY: A Human-Centered Multimodal Driving Study in the Wild · 2021 · Tavakoli, Arash et al. · archived
247. Detecting sleep in drivers during highly automated driving: the potential of physiological parameters ↗ · 2019 · Wörle, Johanna et al. · indexed
248. Deep Physiological Arousal Detection in a Driving Simulator Using Wearable Sensors ↗ · 2017 · Saeed, Aaqib et al. · indexed
249. Heart Rate Variability for Classification of Alert Versus Sleep Deprived Drivers in Real Road Driving Conditions ↗ · 2021 · Persson, Anna et al. · indexed
250. Combining EEG and eye-tracking for cognitive and physiological states monitoring: a systematic review · 2026 · Rivas-Vidal, Maria et al. · archived
251. Effects of Distracting Behaviors on Driving Workload and Driving Performance in a City Scenario ↗ · 2022 · Luo, Shuang et al. · indexed
252. Physiological Effects of Adaptive Cruise Control Behaviour in Real Driving ↗ · 2017 · Brouwer, Anne-Marie et al. · indexed
253. Driver physiological parameters monitoring–initial study in real-road driving ↗ · 2024 · Radev, Hristo et al. · indexed
254. Classification of driver fatigue in conditionally automated driving using physiological signals and machine learning ↗ · 2024 · Meteier, Quentin et al. · indexed
255. Multi-channel EEG recordings during a sustained-attention driving task · 2019 · Cao, Zehong et al. · archived
256. Drowsiness estimation under driving environment by heart rate variability and/or breathing rate variability with logistic regression analysis ↗ · 2015 · Igasaki, Tomohiko et al. · indexed
257. Multiple Measures of Driver Workload according to Takeover Request Lead Time in Conditionally Autonomous Driving ↗ · 2020 · Yun, Yong Deok et al. · indexed
258. Vehicle Control and Driving Experience a Psychophysiological Approach ↗ · 1976 · Helander, Martin · indexed
259. Passenger Trust and Driver Workload Evaluation via Heart Rate Variability in Bus Services ↗ · 2025 · Ando, Hiroyasu et al. · indexed
260. Driver Drowsiness Detection with Commercial EEG Headsets · 2023 · Delrobaei, Mehdi et al. · archived
261. Driver Drowsiness Detection with Commercial EEG Headsets · 2022 · Rezaee, Qazal et al. · archived
262. Deciphering Psychological-Physiological Mappings While Driving and Performing a Secondary Memory Task ↗ · 2005 · Lenneman, John K et al. · indexed
263. Heart Rate Variability Signal Processing for Safety Driving Using Hilbert-Huang Transform ↗ · 2014 · Hsu, Chih Ming et al. · indexed
264. An Analysis of EEG Changes during Prolonged Simulated Driving for the Assessment of Driver Fatigue · 2019 · Zuraida, Rida et al. · archived
265. The Impacts of Temporal Variation and Individual Differences in Driver Cognitive Workload on ECG-Based Detection ↗ · 2021 · Yang, Shiyan et al. · indexed
266. EEG Alpha Spindles as Indicators for Prolonged Brake Reaction Time During Auditory Secondary Tasks in a Real Road Driving Study ↗ · 2011 · Schrauf, M. et al. · indexed
267. EEG Features for Driver’s Mental Fatigue Detection: A Preliminary Work · 2023 · Kamaruzzaman, Muhammad ‘Afiq Ammar et al. · archived
268. Multimodal Physiological Assessment of the Task-related Attentional States in a VR Driving Environment ↗ · 2022 · Zhu, Wenchao et al. · indexed
269. Biosignals Monitoring for Driver Drowsiness Detection Using Deep Neural Networks ↗ · 2024 · Alguindigue, Jose et al. · indexed
270. The Heart Rate Variability Correlates of Spontaneous Drowsiness Onset ↗ · 1973 · Volow, M. R. et al. · indexed
271. Multimodal Psychophysiological Signatures of Mental Workload ↗ · 2026 · Schindler, Hanna et al. · indexed
272. Development of a Real-Time Driver Health Detection System Using a Smart Steering Wheel · 2020 · Lee, Jae-Cheon et al. · archived
273. Electroencephalography Activity Associated with Driver Fatigue: Implications for a Fatigue Countermeasure Device ↗ · 2001 · Lal, Saroj K.L. et al. · indexed
274. Sleepiness on the job: continuously measured EEG changes in train drivers ↗ · 1987 · Torsvall, Lars et al. · indexed
275. Utilization of Psychophysiological Measurement for Determination of Human State of Mind during Brake Performance Test ↗ · 2019 · Devarajan, Pranab et al. · indexed
276. Research on young drivers’ workload based on simulated distracted driving test ↗ · 2026 · Zhao, Xiaoping et al. · indexed
277. The Measurement of Driver's Mental Workload: A Simulation-Based Study ↗ · 2007 · Liu, Ning et al. · indexed
278. Driving Behavior Recognition Based on Multimodal Physiological Signals under Negative Emotion ↗ · 2026 · shao, shuyu et al. · indexed
279. Commonly Used Assessment Method to Evaluate Mental Work-load for Multiple Driving Distractions: A Systematic Review ↗ · 2022 · Kabilmiharbi, Nurainaa et al. · indexed
280. Review of Eye-related Measures of Drivers’ Mental Workload ↗ · 2015 · Marquart, Gerhard et al. · indexed
281. Unobtrusive in-car measurement of physiological signals on the road ↗ · 2024 · Teichmann, Daniel et al. · indexed
282. Correlation between subjective driver state measures and psychophysiological and vehicular data in simulated driving ↗ · 2016 · Schmidt, Elisabeth et al. · indexed
283. Changes in Physiological Parameters Induced by Indoor Simulated Driving: Effect of Lower Body Exercise at Mid-Term Break ↗ · 2009 · Liang, Wen Chieh et al. · indexed
284. Cardiac indices of driver fatigue across in-lab and on-road studies ↗ · 2024 · Musicant, Oren et al. · indexed
285. Using Smartbands, Pupillometry and Body Motion to Detect Discomfort in Automated Driving · 2018 · Beggiato, Matthias et al. · archived
286. An investigation into physiological responses in driving simulators: An objective measurement of presence ↗ · 2015 · Deniaud, Christophe et al. · indexed
287. A Survey and Tutorial of EEG-Based Brain Monitoring for Driver State Analysis · 2021 · Zhang, Ce et al. · archived
288. Electroencephalography as a predictor of self-report fatigue/sleepiness during monotonous driving in train drivers ↗ · 2018 · Lees, Ty et al. · indexed
289. Multimodal Assessment of Mental Workload During Automated Vehicle Remote Assistance: Modeling of Eye-Tracking-Related, Skin Conductance, and Cardiovascular Indicators · 2025 · Walocha, Fabian et al. · archived
290. Can cECG be an unobtrusive surrogate to determine cognitive state of driver? ↗ · 2018 · Balasubramanian, Venkatesh et al. · indexed
291. Multi-sensor driver monitoring for drowsiness prediction ↗ · 2023 · Schwarz, Chris et al. · indexed
292. Fatigue Measurement in Car Driving Activity using Physiological, Cognitive, and Subjective Approaches ↗ · 2015 · Arlini Puspasari, Maya et al. · indexed
293. Classifying driver workload using physiological and driving performance data ↗ · 2014 · Solovey, Erin T. et al. · indexed
294. EEG-Based Mental Workload Neurometric to Evaluate the Impact of Different Traffic and Road Conditions in Real Driving Settings ↗ · 2018 · Di Flumeri, Gianluca et al. · indexed
295. Measuring Driver’s Perceived Workload Using Fractal Dimension of Pupil Dilation ↗ · 2020 · Kim, Jung Hyup et al. · indexed
296. Reliable but multi-dimensional cognitive demand in operating partially automated vehicles · 2024 · Lohani, M et al. · archived
297. Drivers Awareness Evaluation using Physiological Measurement in a Driving Simulator ↗ · 2019 · Koohestani, Afsaneh et al. · indexed
298. An In-Vehicle Digital Representation Model for Identifying the Channel and Level of Driver Workload Based on EEG Signals ↗ · 2025 · Liu, Tiancheng et al. · indexed
299. ECG-Based Driving Fatigue Detection Using Heart Rate Variability Analysis with Mutual Information ↗ · 2023 · Halomoan, Junartho et al. · indexed
300. Effect Of Driving Duration On Eeg Fluctuations · 2017 · Puspasari, Maya Arlini et al. · archived
301. Investigation of electrophysiological features during mental workload paradigm ↗ · 2016 · Duru, Dilek Göksel et al. · indexed
302. Assessing Drivers’ Fatigue State Under Real Traffic Conditions Using EEG Alpha Spindles · 2011 · Schrauf, Michael et al. · archived
303. Monitoring driver fatigue using a single-channel electroencephalographic device: A validation study by gaze-based, driving performance, and subjective data ↗ · 2017 · Morales, José M. et al. · indexed
304. Integrated Multimodal System for Real-Time Driver Fatigue Detection and Cognitive Load Assessment ↗ · 2025 · Jirjees, Abdullah et al. · indexed
305. Modeling Driver Behavior and Aggressiveness Using Biobehavioral Methods – Phase II · 2020 · Kondyli, Alexandra et al. · archived
306. Validation of Vigilance Decline Capability in A Simulated Test Environment: A Preliminary Step Towards Neuroadaptive Control · 2024 · Mahu, Andra et al. · archived
307. Evaluating Driving Safety of Road Alignment Conditions by Predicted Driver’s Psychophysiological Workload Using Vehicle Maneuvering Data ↗ · 2023 · Jang, Jiyong et al. · indexed
308. A novel EEG-driven multidimensional modelling of the Driver Performance Envelope for a user-centred human-vehicle interaction · 2026 · Giorgi, Andrea et al. · archived
309. Robust and Efficient Driver Monitoring System Using a Synthesis of Facial Features and Biosignals ↗ · 2015 · Kumar, S.P et al. · indexed
310. FATCM: Frequency-Aware Temporal Convolution Model for Driver Risk Responsiveness Detection Based on EEG ↗ · 2024 · Zhang, Wenqi et al. · indexed
311. Prediction of the time when a driver reaches critical drowsiness level based on driver monitoring before and while driving ↗ · 2013 · Hayata, Yuto et al. · indexed
312. The Relationship Between Drivers’ Cognitive Fatigue and Speed Variability During Monotonous Daytime Driving ↗ · 2018 · Ma, Jinfei et al. · indexed
313. A mobile lifelogging platform to measure anxiety and anger during real-life driving · 2017 · Dobbins, Chelsea et al. · archived
314. Assessment of mental workload based on multi-physiological signals · 2020 · Fan, Xiaoli et al. · archived
315. Psychophysiological analysis of mental load during driving on rural roads-a quasi-experimental field study ↗ · 1998 · RICHTER, PETER et al. · indexed
316. Drivers' fatigue studies ↗ · 1997 · Milošević, Špiro · indexed
317. Real-time monitoring of driver cognitive states: linking driving behavior to neural oscillations ↗ · 2026 · Alyan, Emad et al. · indexed
318. What's on your mind? A Mental and Perceptual Load Estimation Framework towards Adaptive In-vehicle Interaction while Driving · 2022 · Gomaa, Amr et al. · archived
319. Physiological Measurements for Real-Time Fatigue Monitoring in Train Drivers: Review of the State of the Art and Reframing the Problem ↗ · 2021 · Bjegojević, Bojana et al. · indexed
320. Heart Rate and Pupil Dilation As Reliable Measures of Neuro-Cognitive Load Classification ↗ · 2022 · Abdurrahman, Usman Alhaji et al. · indexed
321. EEG based analysis of cognitive fatigue during simulated driving ↗ · 2011 · Balasubramanian, Venkatesh et al. · indexed
322. Correlation of Heavy-Truck Driver Fatigue with Vehicle-Based Control Measures ↗ · 1995 · Siegmund, Gunter P. et al. · indexed
323. A dataset on the physiological state and behavior of drivers in conditionally automated driving ↗ · 2023 · Meteier, Quentin et al. · indexed
324. The use of psychophysiology to assess driver status ↗ · 1993 · Brookhuis, Karel et al. · indexed
325. Detecting fatigue in car drivers and aircraft pilots by using non-invasive measures: The value of differentiation of sleepiness and mental fatigue ↗ · 2020 · Hu, Xinyun et al. · indexed
326. Circadian effect on physiology and driving performance in semi-automated vehicles ↗ · 2022 · Kaduk, S. I. et al. · indexed
327. Exploratory ECG analysis of driving events using wavelet band metrics ↗ · 2017 · Wachowiak-Smolikova, Renata et al. · indexed
328. Viability of Cardiac Parameters Measured Unobtrusively Using Capacitive Coupled Electrocardiography (cECG) to Estimate Driver Performance ↗ · 2019 · Bhardwaj, Rahul et al. · indexed
329. Effective Indices for Monitoring Mental Workload While Performing Multiple Tasks ↗ · 2015 · Hsu, Bin-Wei et al. · indexed
330. Neurophysiological mental fatigue assessment for developing user-centered Artificial Intelligence as a solution for autonomous driving ↗ · 2023 · Giorgi, Andrea et al. · indexed
331. The Driver’s Steering Feel Assessment Using EEG and EMG signals ↗ · 2018 · Zhenhai, Gao · indexed
332. Event-related potentials as indices of mental workload while using an in-vehicle information system · 2018 · Solís-Marcos, I. et al. · archived
333. Effects of partially automated driving on the development of driver sleepiness · 2021 · Ahlström, Christer et al. · archived
334. Non-Invasive Stress-Related Hormone Estimation from Vital Signals in Driving Environments ↗ · 2026 · Taniguchi, Nobuhito et al. · indexed
335. Wearable Device-Based System to Monitor a Driver’s Stress, Fatigue, and Drowsiness ↗ · 2018 · Choi, Minho et al. · indexed
336. Driving-Induced Neurological Biomarkers in an Advanced Driver-Assistance System ↗ · 2021 · Hussain, Iqram et al. · indexed
337. Detecting driver mental fatigue based on Electroencephalogram (EEG) signals during simulated driving ↗ · 2021 · Pradeep Kumar, S et al. · indexed
338. Physiological correlates of mental effort as manipulated through lane width during simulated driving ↗ · 2015 · Brouwer, Anne-Marie et al. · indexed
339. Wireless and Wearable EEG System for Evaluating Driver Vigilance ↗ · 2014 · Lin, Chin‐Teng et al. · indexed
340. The relationship between HRV parameters and stressful driving situation in the real road ↗ · 2007 · Lee, Haet Bit et al. · indexed
341. Detection of the Driver’s Mental Workload Level in Smart and Autonomous Systems Using Physiological Signals ↗ · 2022 · Wang, Dan et al. · indexed
342. Physiological and Biochemical Measures of Mental Workload of Air Traffic Controllers: A Systematic Literature Review · 2021 · Wiediartini et al. · archived
343. The Impact of Surrounding Road Objects and Conditions on Drivers Abrupt Heart Rate Changes · 2022 · Tavakoli, Arash et al. · archived
344. Multimodal Brain–Computer Interface for In-Vehicle Driver Cognitive Load Measurement: Dataset and Baselines · 2024 · Angkan, Prithila et al. · archived
345. Detecting driver stress and hazard anticipation using real‐time cardiac measurement: A simulator study ↗ · 2022 · Kerautret, Laora et al. · indexed
346. Detection of a Drowsy state of the Driver on road using wearable sensors: A survey ↗ · 2018 · Mashru, Dishita et al. · indexed
347. The use of cardiac-based metrics to assess secondary task engagement during automated and manual driving: An experimental simulation study · 2023 · Luigi Di Stasi, Leandro et al. · archived
348. Combining and comparing EEG, peripheral physiology and eye-related measures for the assessment of mental workload ↗ · 2014 · Hogervorst, Maarten A. et al. · indexed
349. Stress Detection Through Electrodermal Activity (EDA) and Electrocardiogram (ECG) Analysis in Car Drivers ↗ · 2019 · Zontone, Pamela et al. · indexed
350. Statistical validation of physiological indicators for non-invasive and hybrid driver drowsiness detection system ↗ · 2009 · Zilberg, Eugene et al. · indexed
351. Electrocardiographic Investigations During Car Driving on Road ↗ · 1970 · Wyss, V. · indexed
352. Stress Level Detection Based on the Capacitive Electrocardiogram Signals of Driving Subjects ↗ · 2023 · Škorić, Tamara · indexed
353. Development of a Physiological Measuring System for the Evaluation of Drowsiness during Driving Vehicle ↗ · 2001 · NISHIO, Yasuyuki et al. · indexed
354. In a heart beat: Using driver’s physiological changes to determine the quality of a takeover in highly automated vehicles ↗ · 2019 · Alrefaie, Mohamed Taher et al. · indexed
355. Driving Fatigue and Performance among Occupational Drivers in Simulated Prolonged Driving · 2010 · Seen, Kee Sze et al. · archived
356. The impact of secondary tasks on drivers during naturalistic driving: Analysis of EEG dynamics ↗ · 2016 · Alizadeh, Vahid et al. · indexed
357. Wearable biosensor monitoring of driver fatigue in intelligent transport systems: A systematic review and IoT framework · 2026 · Vovk, Yaroslav et al. · archived
358. Age-Related Differences in Pro-active Driving Behavior Revealed by EEG Measures · 2018 · Getzmann, Stephan et al. · archived
359. Classifying experienced male drivers’ mental workload on freeway ramps based on heart rate and speed measurements: A real-vehicle experiment ↗ · 2026 · Wang, Jie et al. · indexed
360. Real-driving-implementable drowsy driving detection method using heart rate variability based on long short-term memory and autoencoder ↗ · 2021 · Iwamoto, Hiroki et al. · indexed
361. Estimation of driver mental states using autonomic indices ↗ · 2016 · Kuriyagawa, Yukiyo et al. · indexed
362. Assessment of Driver Stress using Multimodal wereable Signals and Self-Attention Networks ↗ · 2024 · Pavan, Kaveti et al. · indexed
363. Multisubject “Learning” for Mental Workload Classification Using Concurrent EEG, fNIRS, and Physiological Measures · 2017 · Liu, Yichuan et al. · archived
364. The Effect of Secondary Task on Driving Performance, Physiological Indices, and Mental Workload: A Study Based on Simulated Driving ↗ · 2007 · Ge, Yan et al. · indexed
365. Development of Detection System Using EEG and ECG To Determine an Onset of Driver Drowsiness Due to Sleep Deprivation ↗ · 2023 · Yaakop, Muhyi et al. · indexed
366. Physiological Data Used to Measure Pilot Workload in Actual Flight and Simulator Conditions ↗ · 1987 · Wilson, Glenn F. et al. · indexed
367. Sensing Cognitive Responses Through a Non-Invasive Brain–Computer Interface ↗ · 2026 · Hristov, Hristo et al. · indexed
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369. Development of an Evaluation Method for a Driver's Cognitive Workload Using ECG Signal ↗ · 2014 · Hong, Wongi et al. · indexed
370. Characterizing fatigue-related neural signatures via multi-band EEG features and a three-stage feature optimization strategy for driver fatigue detection ↗ · 2026 · Chen, Jichi et al. · indexed
371. Driver Fatigue: An Experimental Investigation ↗ · 2020 · Richardson, John et al. · indexed
372. Advanced Motion-Tracking System with Multi-Layers Deep Learning Framework for Innovative Car-Driver Drowsiness Monitoring ↗ · 2019 · Trenta, Francesca et al. · indexed
373. Comprehensive Modeling and Evaluation of Workload in Driving Simulation Using the VACP Paradigm · 2026 · Aygun, Ayca et al. · archived
374. A simulator based study to evaluate driver drowsiness using electroencephalogram ↗ · 2014 · Awais, Muhammad et al. · indexed
375. A Taxonomy of Methods, Techniques and Sensors for Acquisition of Physiological Signals in Driver Monitoring Systems ↗ · 2025 · Petrova, Galidiya et al. · indexed
376. Driver Drowsiness Detection Using R-R Interval of Electrocardiogram and Self-Attention Autoencoder ↗ · 2024 · Fujiwara, Koichi et al. · indexed
377. Driving Simulator System to Evaluate Driver’s Workload Using ADAS in Different Driving Contexts ↗ · 2017 · Caruso, Giandomenico et al. · indexed
378. Modeling Driver Physiological State Using EEG Under Auditory Real-time Travel Information Provision · 2019 · Agrawal, Shubham et al. · archived
379. Predicting the EEG Level of a Driver Based on Driving Information ↗ · 2019 · Kim, Hyun Suk et al. · indexed
380. Comparison of a smartwatch and an ECG probe as options for monitoring the driver's HRV to determine overall pre-driving status ↗ · 2023 · Lehet, David et al. · indexed
381. Predicting Driver Takeover Performance in Conditional Automation (Level 3) through Physiological Sensing · 2024 · Deng, Min et al. · archived
382. Physiological markers of vigilance variation in a supervisory task · 2022 · Maille, Nicolas et al. · archived
383. Identifying neural correlates of cognitive workload in high-performance motorsport simulation: an integrated EEG and telemetry analysis of driver performance ↗ · 2026 · Terapaptommakol, Wasinee et al. · indexed
384. Driver Distraction Detection in Conditionally Automated Driving Using Multimodal Physiological and Ocular Signals ↗ · 2025 · Zhou, Yang et al. · indexed
385. A Portable Multi-Modal Cushion for Continuous Monitoring of a Driver’s Vital Signs · 2023 · Linschmann, Onno et al. · archived
386. This is your brain on autopilot: Neural indices of driver workload and engagement during partial vehicle automation · 2023 · McDonnell, AS et al. · archived
387. EEG Information Transfer Changes in Different Daily Fatigue Levels During Drowsy Driving · 2024 · Huang, Kuan-Chih et al. · archived
388. Development of an EEG Headband for Stress Measurement on Driving Simulators · 2022 · Affanni, Antonio et al. · archived
389. Electroencephalography Sample Entropy of Driver Passive Fatigue Threshold in Automated Driving · 2021 · Zhang, Yijing et al. · archived
390. The acute physiological stress response to driving: A systematic review ↗ · 2017 · Antoun, Michael et al. · indexed
391. Enhancing the Vigilance of Car Drivers:a Review on Fatigue Caused by the Driving Task and Possible Countermeasures · 2020 · van Veen, Sigrid et al. · archived
392. Multimodal Car Driver Stress Recognition ↗ · 2019 · Bianco, Simone et al. · indexed
393. What's on your mind? A Mental and Perceptual Load Estimation Framework towards Adaptive In-vehicle Interaction while Driving · 2022 · Gomaa, Amr et al. · archived
394. A New Method to Detect Driver Fatigue Based on EMG and ECG Collected by Portable Non-Contact Sensors ↗ · 2017 · Wang, Lin et al. · indexed
395. ECG, Respiration, fNIRS, and Eye Tracking for Stress and Mental Workload Monitoring in Human-Machine Interaction ↗ · 2025 · Luzzani, Gabriele et al. · indexed
396. Electrophysiological frequency domain analysis of driver passive fatigue under automated driving conditions · 2021 · Zhang, Yijing et al. · archived
397. Driver drowsiness detection methods using EEG signals: a systematic review ↗ · 2022 · Hussein, Raed Mohammed et al. · indexed
398. Blink-related EEG activity measures cognitive load during proactive and reactive driving · 2023 · Alyan, Emad et al. · archived
399. The Relationship between Real-Time EEG Engagement, Distraction and Workload Estimates and Simulator-Based Driving Performance · 2013 · Marcotte, Thomas D et al. · archived
400. Workload Assessment of Human-Machine Interface: A Simulator Study with Psychophysiological Measures · 2023 · Liu, Yuan-cheng et al. · archived
401. Investigating established EEG parameter during real-world driving · 2018 · Protzak, Janna et al. · archived
402. Detection of Cognitive Load Modulation by EDA and HRV · 2025 · Boffet, Alexis et al. · archived
403. Measures of Cognitive and Psycho-Physiological Response to a Virtual Driving Assistance ↗ · 2024 · Isiaka, Fatima et al. · indexed
404. Early Detection of Driver Drowsiness Utilizing Machine Learning based on Physiological Signals, Behavioral Measures, and Driving Performance ↗ · 2018 · Gwak, Jongseong et al. · indexed
405. Multimodal Assessment of Pilot Cognitive Workload Using ECG and Eye-Tracking Features in Simulated Flight Tasks · 2026 · Guan, Yixuan et al. · archived
406. Monitoring Driver Drowsiness and Stress in a Driving Simulator ↗ · 2001 · Rimini-Doering, Maria et al. · indexed
407. Driver fatigue and drowsiness monitoring system with embedded electrocardiogram sensor on steering wheel ↗ · 2014 · Jung, Sang‐Joong et al. · indexed
408. Evaluation of driver fatigue with EEG signal ↗ · 2013 · Li, Wei et al. · indexed
409. Analysis and identification of physiological profiles for cognitive load modeling in conditioned autonomous driving using unsupervised analysis and clustering ↗ · 2025 · Vásquez, Evelyn et al. · indexed
410. Mental Workload in Truck Driving: A NASA-TLX and HRV-Based Comparison Across Day-Night and Rural-Urban Conditions · 2025 · Hastiya Annisa Fitri et al. · archived
411. A Neuroergonomic Approach Fostered by Wearable EEG for the Multimodal Assessment of Drivers Trainees · 2023 · Di Flumeri, Gianluca et al. · archived
412. Assessing the Driver’s Current Level of Working Memory Load with High Density Functional Near-infrared Spectroscopy: A Realistic Driving Simulator Study · 2017 · Unni, Anirudh et al. · archived
413. An innovative nonintrusive driver assistance system for vital signal monitoring ↗ · 2014 · Sun, Ye et al. · indexed
414. Physiological Parameter Response to Variation of Mental Workload ↗ · 2017 · Marinescu, Adrian Cornelius et al. · indexed
415. Power Analysis of EEG Data in Multiple Brain Regions during Fatigue Driving ↗ · 2019 · Yang, Yaru et al. · indexed
416. Strengthening association between driver drowsiness and its physiological predictors by combining EEG with measures of body movement ↗ · 2011 · Pritchett, S. et al. · indexed
417. Driver Workload in an Autonomous Vehicle ↗ · 2019 · Murphey, Yi et al. · indexed
418. Feasibility of smart wearables for driver drowsiness detection and its potential among different age groups ↗ · 2020 · Kundinger, Thomas et al. · indexed
419. Heart Rate Variability in Response to Task Automation in Agricultural Semi-Autonomous Vehicles ↗ · 2014 · Danny D., Mann et al. · indexed
420. Multimodal Study of the Effects of Varying Task Load Utilizing EEG, GSR and Eye-Tracking · 2019 · Born, Jannis et al. · archived
421. Mental Stress Evaluation of Car Driver in Different Road Complexity Using Heart Rate Variability (HRV) Analysis ↗ · 2018 · Sugiono, Sugiono et al. · indexed
422. Assessment of Driver Cognitive Load in Autonomous Driving Using Extended Reality Simulation ↗ · 2026 · Hatchett, Seth et al. · indexed
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425. Correlation of Steering Behavior with Heavy-Truck Driver Fatigue ↗ · 1996 · Siegmund, Gunter P. et al. · indexed
426. Estimating Driving Performance Based on EEG Spectrum Analysis · 2005 · Lin, Chin-Teng et al. · archived
427. EEG-signals based cognitive workload detection of vehicle driver using deep learning ↗ · 2018 · Almogbel, Mohammad A. et al. · indexed
428. Indicators of Sleepiness in an ambulatory EEG study of night driving ↗ · 2006 · Papadelis, Christos et al. · indexed
429. Research On Vehicle-Based Driver Status/Performance Monitoring; Development, Validation, And Refinement Of Algorithms For Detection Of Driver Drowsiness, Final Report · 1994 · NHTSA · archived
430. Reduction in Arousal Level of a Driver ↗ · 1992 · Kamiya, Koichi et al. · indexed
431. Physiologically Grounded Driver Behavior Classification: SHAP-Driven Elite Feature Selection and Hybrid Gradient Boosting for Multimodal Physiological Signals ↗ · 2026 · Askari, Sahar et al. · indexed
432. Applying HRV Based Online Clustering Method to Identify Driver Drowsiness ↗ · 2021 · Babaeian, Mohsen et al. · indexed
433. Measurement and identification of mental workload during simulated computer tasks with multimodal methods and machine learning ↗ · 2020 · Ding, Yi et al. · indexed
434. A multimodal driver monitoring benchmark dataset for driver modeling in assisted driving automation · 2024 · Nobari, Khazar Dargahi et al. · archived
435. Multimodal Driver State Modeling through Unsupervised Learning · 2021 · Tavakoli, Arash et al. · archived
436. Brain Network Changes in Fatigued Drivers: A Longitudinal Study in a Real-World Environment Based on the Effective Connectivity Analysis and Actigraphy Data ↗ · 2018 · Fonseca, André et al. · indexed
437. Development of sleepiness in professional truck drivers: Real‐road testing for driver drowsiness and attention warning (<scp>DDAW</scp>) system evaluation · 2024 · Ahlström, Christer et al. · archived
438. Improving pilot mental workload evaluation with combined measures ↗ · 2014 · Wanyan, Xiaoru et al. · indexed
439. Driver impairment monitoring by physiological measures ↗ · 2019 · Brookhuis, Karel · indexed
440. Driving Fatigue Onset and Visual Attention: An Electroencephalography-Driven Analysis of Ocular Behavior in a Driving Simulation Task · 2024 · Giorgi, Andrea et al. · archived
441. Deep Learning for Detecting Multi-Level Driver Fatigue Using Physiological Signals: A Comprehensive Approach ↗ · 2023 · Peivandi, Mohammad et al. · indexed
442. Measuring Cognitive Workload of Novice Law Enforcement Officers in a Naturalistic Driving Study ↗ · 2022 · Wozniak, David et al. · indexed
443. Comparing Pupil Dilation, Head Movement, and EEG for Distraction Detection of Drivers ↗ · 2018 · Prabhakar, Gowdham et al. · indexed
444. Personalized Driver Workload Estimation Using Deep Neural Network Learning From Physiological and Vehicle Signals ↗ · 2020 · Xie, Yongquan et al. · indexed
445. DrowsyDG-Phys: Generalizable driver drowsiness estimation in conditional automated vehicles using physiological signals ↗ · 2026 · Wang, Jiyao et al. · indexed
446. Review on Driver Fatigue Detection Technology ↗ · 2007 · Shi, Xiu-jian et al. · indexed
447. Classification of Driver Cognitive Load in Conditionally Automated Driving: Utilizing Electrocardiography and Eye Tracking · 2024 · Shi, Wenxin et al. · archived
448. Drivers’ Attention Assessment by Blink Rate Measurement from EEG Signals ↗ · 2022 · Affanni, Antonio et al. · indexed
449. An Assessment of Driver Drowsiness, Distraction, and Performance in a Naturalistic Setting · 2011 · Barr, Lawrence et al. · archived
450. Development of a Monitoring System for Driver Readiness in Prolonged Automated Driving · 2024 · Deb, Shuchisnigdha et al. · archived
451. Driver's arousal and workload under partial vehicle automation · 2020 · Strayer, DL et al. · archived
452. Driver's arousal and workload under partial vehicle automation · 2020 · Cooper, JM et al. · archived
453. Driving performance impairments due to hypovigilance on monotonous roads · 2011 · Larue, Grégoire S. et al. · archived
454. Sensitivity and specificity of the driver sleepiness detection methods using physiological signals: A systematic review ↗ · 2021 · Watling, Christopher N. et al. · indexed
455. Classification of a Driver's cognitive workload levels using artificial neural network on ECG signals ↗ · 2017 · Tjolleng, Amir et al. · indexed
456. Physiological Indices to Predict Driver Situation Awareness in VR ↗ · 2023 · Kim, Gwangbin et al. · indexed
457. Driver fatigue detection through multiple entropy fusion analysis in an EEG-based system ↗ · 2017 · Min, Jianliang et al. · indexed
458. Attenuated cardiovascular reactivity is related to higher anxiety and fatigue symptoms in truck drivers · 2021 · Guest, Amber et al. · archived
459. Acclimatizing to automation: Driver workload and stress during partially automated car following in real traffic · 2019 · Heikoop, Daniël D. et al. · archived
460. A multimodal dataset for various forms of distracted driving ↗ · 2017 · Taamneh, Salah et al. · indexed
461. Mental Workload as a Function of Traffic Density: Comparison of Physiological, Behavioral, and Subjective Indices · 2003 · Baldwin, Carryl L et al. · archived
462. Ageing drivers’ mental workload in real-time driving tasks based on subjective and objective measures · 2021 · Rahman, Nurul Izzah Abd et al. · archived
463. A data set of real world driving to assess driver workload ↗ · 2013 · Schneegass, Stefan et al. · indexed
464. Fatigue at the wheel: A non-visual approach to truck driver fatigue detection by multi-feature fusion ↗ · 2024 · He, Chen et al. · indexed
465. Measuring mental workload and physiological reactions in marine pilots: Building bridges towards redlines of performance ↗ · 2018 · Orlandi, Luca et al. · indexed
466. Mental workload classification using EEG in drivers: A personalized approach to occupational risk reduction ↗ · 2026 · Atici-Ulusu, Hilal et al. · indexed
467. Towards hybrid driver state monitoring: Review, future perspectives and the role of consumer electronics · 2016 · Melnicuk, Vadim et al. · archived
468. Driver stress level detection using HRV analysis ↗ · 2015 · Munla, Nermine et al. · indexed
469. Predicting driver distraction using a single channel ear EEG · 2026 · Popov, Tzvetan et al. · archived
470. Study to Determine the Effectiveness of Deep Learning Classifiers for ECG Based Driver Fatigue Classification ↗ · 2018 · Bhardwaj, Rahul et al. · indexed
471. Development of Drowsiness Detection Method by Integrating Heart Rate Variability Analysis and Multivariate Statistical Process Control ↗ · 2016 · Abe, Erika et al. · indexed
472. Toward practical driving fatigue detection using three frontal EEG channels: a proof-of-concept study ↗ · 2021 · Liu, Xucheng et al. · indexed
473. Evaluation of a video-based measure of driver heart rate ↗ · 2015 · Kuo, Jonny et al. · indexed
474. AI-Driven EEG-Based Driver Drowsiness Detection: A Narrative Review of Biosignals and Wearable Devices ↗ · 2026 · Khaghani Asl Toloun, Mahsa et al. · indexed
475. Recognition of drivers' mental workload in simulated driving using EEG signals from different brain regions and machine learning algorithms ↗ · 2025 · Huang, Jiaqi et al. · indexed
476. Classifying Driving Fatigue Based on Combined Entropy Measure Using EEG Signals · 2016 · Xiong, Yijun et al. · archived
477. Diagnostic tools for identifying sleepy drivers in the field. · 2013 · Rizzo, Matthew et al. · archived
478. Finding Workload in the Wild: Recovering Latent Cognitive Dynamics Jointly from Eye Metrics and Driving Telemetry ↗ · 2026 · Yamashita, Jumpei et al. · indexed
479. An Experimental Study Using EEG to Detect Driver Drowsiness ↗ · 2008 · Leng, Hongjie et al. · indexed
480. Tracing the physiological response and behavioral performance of drivers at different levels of mental workload using driving simulators ↗ · 2020 · Zokaei, Mojtaba et al. · indexed
481. Detection of Real-World Driving-Induced Affective State Using Physiological Signals and Multi-View Multi-Task Machine Learning ↗ · 2019 · Lopez-Martinez, Daniel et al. · indexed
482. EEG-based Driver Fatigue Detection with Eye-tracking Guided Weak Supervision · 2026 · Xu, Fenglin et al. · archived
483. Wristband-Type Driver Vigilance Monitoring System Using Smartwatch ↗ · 2015 · Lee, Boon-Giin et al. · indexed
484. Heart rate variability, recovery and stress analysis of an elite rally driver and co-driver during a competition period ↗ · 2024 · Di Credico, Andrea et al. · indexed
485. A New ECG Data Processing Approach to Developing an Accurate Driving Fatigue Detection Framework with Heart Rate Variability Analysis and Ensemble Learning ↗ · 2023 · Halomoan, Junartho et al. · indexed
486. Pupillometry in Driver Workload Assessment: Opportunities and Challenges ↗ · 2025 · Bosurgi, Gaetano et al. · indexed
487. Heart Rate Variability-Based Driver Drowsiness Detection Using Recurrent Neural Networks ↗ · 2025 · Rabbi, Riadul Islam et al. · indexed
488. Driver fatigue Assessment Based on the Feature Fusion and Transfer Learning of EEG and EMG ↗ · 2018 · Qi, Meng-Song et al. · indexed
489. Estimation of Subjective Mental Work Load Level with Heart Rate Variability by Tolerance to Driver's Mental Load ↗ · 2011 · Yokoi, Toshiyuki et al. · indexed
490. A Multi-Modality Attention Network for Driver Fatigue Detection Based on Frontal EEG, EDA and PPG Signals ↗ · 2025 · Guo, Yuanru et al. · indexed
491. Classification of Drivers’ Mental Workload Levels: Comparison of Machine Learning Methods Based on ECG and Infrared Thermal Signals ↗ · 2022 · Cardone, Daniela et al. · indexed
492. Detection of Driver Fatigue Caused by Sleep Deprivation · 2009 · Yang, Ji Hyun et al. · archived
493. Classification of Driver Cognitive Load based on Physiological Data: Exploring Recurrent Neural Networks · 2022 · Kumar, Shekhar et al. · archived
494. Functional near-infrared spectroscopy in the evaluation of urban rail transit drivers’ mental workload under simulated driving conditions ↗ · 2019 · Li, Lan-peng et al. · indexed
495. fNIRS, EEG, ECG, and GSR reveal an effect of complex, dynamically changing environments on cognitive load, affective state, and performance, but not physiological stress · 2025 · Dybvik, Henrikke et al. · archived
496. Influences of On-Road Driving Fatigue, Mental Workload on Drivers' Performance ↗ · 2009 · Xu, Xianggang et al. · indexed
497. Driver Stress Detection Using Ultra-Short-Term HRV Analysis under Real World Driving Conditions ↗ · 2023 · Liu, Kun et al. · indexed
498. Mind over motor mapping: Driver response to changing vehicle dynamics ↗ · 2018 · Bruno, Jennifer L. et al. · indexed
499. Effect of Freeway Level of Service and Driver Education on Truck Driver Stress: Phase 1 · 2012 · Sharma, Anuj et al. · archived
500. Are Electrodermal Activity-Based Indicators of Driver Cognitive Distraction Robust to Varying Traffic Conditions and Adaptive Cruise Control Use? · 2025 · Halin, Anaïs et al. · archived
501. Mental workload of young drivers during curve negotiation ↗ · 2014 · Li, Cheng-Xi et al. · indexed
502. Physiological responses to simulated and on-road driving ↗ · 2011 · Johnson, Michel J. et al. · indexed
503. On the concept and measurement of driver drowsiness, fatigue and inattention: implications for countermeasures ↗ · 2006 · Gimeno, Pilar Tejero et al. · indexed
504. Driving through the Mind: Investigating Driver Cognitive Impairment with Physiological Measures of Mental Workload ↗ · 2024 · Raza, Mansoor et al. · indexed
505. Psychophysiological Metrics for Workload are Demand-Sensitive but Multifactorial ↗ · 2014 · Reinerman-Jones, Lauren E. et al. · indexed
506. Fatigue in Simulated Car Driving ↗ · 1972 · DUREMAN, By E. I. et al. · indexed
507. Cognitive load during driving: EEG microstate metrics are sensitive to task difficulty and predict safety outcomes · 2024 · Ma, Siwei et al. · archived
508. Using physiological signals to measure operator’s mental workload in shipping – an engine room simulator study ↗ · 2017 · Wu, Yanbin et al. · indexed
509. Advanced Driver Fatigue Research · 2008 · NHTSA · archived
510. Stress State of Driver: Mobile Phone Use While Driving ↗ · 2013 · Chen, Ying · indexed
511. Fatigue Driving State Detection Based on Spatial Characteristics of EEG Signals ↗ · 2024 · Chang, Wenwen et al. · indexed
512. A Review of EEG Signal Features and Their Application in Driver Drowsiness Detection Systems ↗ · 2021 · Stancin, Igor et al. · indexed
513. Multivariate Multiscale Entropy: An Approach to Estimating Vigilance of Driver · 2021 · Ahammed, Kawser et al. · archived
514. Analysis of the driver's stress level while driving in Truck Platooning ↗ · 2025 · Gandini, Paolo et al. · indexed
515. Preliminary study of pilot stress and mental workload monitoring through physiological signals ↗ · 2024 · Luzzani, G et al. · indexed
516. Driver State Monitoring: Manipulating Reliability Expectations in Simulated Automated Driving Scenarios · 2022 · Perello-March, Jaume R. et al. · archived
517. Self-Regulation Phenomenon Emerged During Prolonged Fatigue Driving: An EEG Connectivity Study · 2023 · Li, Gang et al. · archived
518. Exploring the Effects of Emotional Sensory Stimuli on Modulating Driver Fatigue via EEG-based Spatial-Temporal Dynamic Analysis ↗ · 2026 · Hu, Fo et al. · indexed
519. Physiological Driver Monitoring Using Capacitively Coupled and Radar Sensors ↗ · 2019 · Castro, Ivan D. et al. · indexed
520. Intelligent Physiological Monitoring and Feedback System for Driver Safety ↗ · 2011 · Lin, Yuan-Hsiang et al. · indexed
521. Correlation between Vigilance Level and Driving Performance: Influence of the Driving Duration and Circadian Rhythm ↗ · 2019 · Wang, Lian-Zhen et al. · indexed
522. Assessment of Driver Inattention State using Multimodal Attentive Feature Fusion ↗ · 2025 · Pavan, Kaveti et al. · indexed
523. Classifying Features of Electroencephalography Signal to Detect Driver Drowsiness in the Early Drowsy Stage · 2022 · Houshmand, Sara et al. · archived
524. Wearable Sensors for Evaluating Driver Drowsiness and High Stress ↗ · 2019 · Becerra-Sánchez, Enriqueta Patricia et al. · indexed
525. Driver Drowsiness Detection Using ECG Signals and Machine Learning Models ↗ · 2022 · Mansour Alnasheet, Meshal · indexed
526. On Assessing Driver Awareness of Situational Criticalities: Multi-modal Bio-Sensing and Vision-Based Analysis, Evaluations, and Insights · 2020 · Siddharth, Siddharth et al. · archived
527. Real-time Alarm Monitoring System for Detecting Driver Fatigue in Wireless Areas · 2017 · Fu, Rongrong et al. · archived
528. Stress and Simulated Environments: Insights From Physiological Marker · 2021 · Liebherr, Magnus et al. · archived
529. Towards multi-modal wearable driver monitoring: Impact of road condition on driver distraction ↗ · 2015 · Dehzangi, Omid et al. · indexed
530. Physiological investigation of automobile driver's activation index using simulated monotonous driving ↗ · 2005 · Yamakoshi, T. et al. · indexed
531. Multimodal Wearable-Based Automated Driver Inattention State Assessment Using Multidevices and Novel Cross-Modal Attention Framework ↗ · 2025 · Pavan, Kaveti et al. · indexed
532. Development of 4K driving simulator and Measurement of eye movement and physiological data during the driving ↗ · 2015 · Iizuka, Gaku et al. · indexed
533. Cardiac Autonomic Control During Simulated Driving With a Concurrent Verbal Working Memory Task ↗ · 2009 · Lenneman, John K. et al. · indexed
534. An Efficient Approach for Driver Drowsiness Detection at Moderate Drowsiness Level Based on Electroencephalography Signal and Vehicle Dynamics Data ↗ · 2022 · Houshmand, Sara et al. · indexed
535. Development of a Real-time System for Detecting Driver"s Cognitive Load using Multi-Layer Artificial Neural Network on ECG Signals ↗ · 2020 · Tjolleng, Amir et al. · indexed
536. Behaviour of Pupil Diameter during Authoritative Control Interventions in Driving Automation ↗ · 2024 · Sivakumar, Lalitha et al. · indexed
537. RETRACTED ARTICLE: Application of music in relief of driving fatigue based on EEG signals · 2021 · Wang, Qingjun et al. · archived
538. The Effects of Driving Environment on the Mental Workload of Train Drivers · 2013 · Abd Rahman, Nurul Izzah et al. · archived
539. Monitoring and Analyzing Driver Physiological States Based on Automotive Electronic Identification and Multimodal Biometric Recognition Methods ↗ · 2024 · Zhou, Shengpei et al. · indexed
540. Data-Driven Detection and Assessment for Urban Railway Transit Driver Fatigue in Real Work Conditions ↗ · 2022 · Jiao, Yubo et al. · indexed
541. Driving Simulator Based Interactive Experiments : Understanding Driver Behavior, Cognition and Technology Uptake under Information and Communication Technologies · 2018 · Agrawal, Shubham et al. · archived
542. EEG characteristic analysis of coach bus drivers based on brain connectivity as revealed <i>via</i> a graph theoretical network ↗ · 2018 · Wang, Fuwang et al. · indexed
543. Drowsiness monitoring based on driver and driving data fusion · 2011 · Daza, Iván García et al. · archived
544. High Cognitive Load Assessment in Drivers Through Wireless Electroencephalography and the Validation of a Modified <i>N</i>-Back Task ↗ · 2019 · He, Dengbo et al. · indexed
545. Sensing Technologies and Physiological Parameters for Real-Time Driver Drowsiness Detection: A Comprehensive Review. ↗ · 2026 · El Sahmarany, L et al. · indexed
546. Modeling Driver Behavior and Aggressiveness Using Biobehavioral Methods - Phase I · 2018 · Kondyli, Alexandra et al. · archived
547. Estimation of driver's mental workload using visual information and heart rate variability ↗ · 2010 · Kawakita, Eiji et al. · indexed
548. Are Electrodermal Activity-Based Indicators of Driver Cognitive Distraction Robust to Varying Traffic Conditions and Adaptive Cruise Control Use? ↗ · 2025 · Halin, Anaïs et al. · indexed
549. Mobile Healthcare for Automatic Driving Sleep-Onset Detection Using Wavelet-Based EEG and Respiration Signals ↗ · 2014 · Lee, Boon-Giin et al. · indexed
550. Sensitivity of Electrodermal Activity Features for Driver Arousal Measurement in Cognitive Load: The Application in Automated Driving Systems ↗ · 2022 · Li, Penghui et al. · indexed
551. Improving Driving Safety by Detecting Negative Emotions with Biological Signals: Which Is the Best? ↗ · 2022 · Habibifar, Naser et al. · indexed
552. Fatigue driving monitoring system based on the EEG · 2020 · Zhu, Yuxuan et al. · archived
553. Brain Electrodynamic and Hemodynamic Signatures Against Fatigue During Driving ↗ · 2018 · Chuang, Chun-Hsiang et al. · indexed
554. Understanding Drivers’ Emotion Variations During NDRTs in Conditional Automated Driving Using EEG Data ↗ · 2023 · Guo, Wenhui et al. · indexed
555. Empirical stress prediction among drivers utilizing wearable sensors and psychometric signals: Towards smart health ↗ · 2023 · Kaur, Karandeep · indexed
556. Using pupillometry and gaze-based metrics for understanding drivers’ mental workload during automated driving · 2023 · Radhakrishnan, Vishnu et al. · archived
557. Cardiovascular Biomarkers’ Inherent Timescales in Mental Workload Assessment During Simulated Air Traffic Control Tasks · 2020 · Radüntz, Thea et al. · archived
558. The impact of driver sleepiness on fixation‐related brain potentials · 2019 · Ahlström, Christer et al. · archived
559. NeuralPOS: Physiological Measurement via Remote Photoplethysmography for Driver Monitoring ↗ · 2024 · Jiang, Titong et al. · indexed
560. Analysis of Alpha and Theta Band to Detect Driver Drowsiness Using Electroencephalogram (EEG) Signals · 2021 · Sivakumar, Pradeep Kumar et al. · archived
561. Evaluation of driver fatigue on two channels of EEG data ↗ · 2012 · Li, Wei et al. · indexed
562. Multi-Modal Biological Driver Monitoring via Ubiquitous Wearable Body Sensor Network ↗ · 2015 · Dehzangi, Omid et al. · indexed
563. A novel real-time driving fatigue detection system based on wireless dry EEG · 2018 · Wang, Hongtao et al. · archived
564. The Effects of Semi-Autonomous Driving on Heart Rate Variability and Anxiety ↗ · 2026 · Göçer, Hakan et al. · indexed
565. ANN based Joint Time and frequency analysis of EEG for detection of driver drowsiness · 2017 · Dabbu, Suman et al. · archived
566. Noninvasive Heart Rate Variability Detection Device for Fatigue Driving Detection System ↗ · 2012 · Ye, Ning et al. · indexed
567. Heart Rate Variability Can Be Used to Estimate Sleepiness-related Decrements in Psychomotor Vigilance during Total Sleep Deprivation ↗ · 2012 · Chua, Eric Chern-Pin et al. · indexed
568. Evaluating mental workload during multitasking in simulated flight ↗ · 2022 · Li, Wenbin et al. · indexed
569. Measuring Drivers’ Physiological Response to Different Vehicle Controllers in Highly Automated Driving (HAD): Opportunities for Establishing Real-Time Values of Driver Discomfort ↗ · 2020 · Radhakrishnan, Vishnu et al. · indexed
570. Driver Drowsiness Detection Using Multi-Channel Second Order Blind Identifications ↗ · 2019 · Zhang, Chao et al. · indexed
571. Effects of Experience of the Driver on Heart-rate, Respiration-rate, and Subsidiary Reaction Time in a Three Hours Continuous Driving Task ↗ · 1973 · LISPER, H.-O. et al. · indexed
572. Measuring Mental Workload and Heart Rate Variability of Officers During Different Navigation Conditions ↗ · 2021 · ÖZSEVER, Barış et al. · indexed
573. Recognizing and explaining driving stress using a Shapley additive explanation model by fusing EEG and behavior signals ↗ · 2025 · Yang, Liu et al. · indexed
574. Evaluating the Effect of Fatigue on Driver’s Performance · 2024 · Jirgl, Miroslav et al. · archived
575. Driver drowsiness estimation using EEG signals with a dynamical encoder–decoder modeling framework · 2022 · Arefnezhad, Sadegh et al. · archived
576. Driver state examination—Treading new paths ↗ · 2016 · Wascher, Edmund et al. · indexed
577. Convergent validity of video-based observer rating of drowsiness, against subjective, behavioral, and physiological measures · 2023 · Uchiyama, Yuji et al. · archived
578. Driving Stress Detection Using Multimodal Convolutional Neural Networks with Nonlinear Representation of Short-Term Physiological Signals ↗ · 2021 · Lee, Jaewon et al. · indexed
579. EEG Theta Power Activity Reflects Workload among Army Combat Drivers: An Experimental Study · 2020 · Diaz-Piedra, Carolina et al. · archived
580. Prediction of Automobile Driver Sleepiness. 1st Report. Rating of Sleepiness Based on Facial Expression and Examination of Effective Predictor Indexes of Sleepiness. ↗ · 1997 · KITAJIMA, Hiroki et al. · indexed
581. Heart rate variability-based detection of driver drowsiness and its validation using EEG ↗ · 2024 · Rajkumar, V. P. et al. · indexed
582. Real-time EEG-based detection of ship driving fatigue using sample entropy ↗ · 2023 · Liu, Yu et al. · indexed
583. Analyzing Driver Drowsiness: From Causes to Effects · 2020 · Soares, Sónia et al. · archived
584. Driver Drowsiness Immediately before Crashes – A Comparative Investigation of EEG Pattern Recognition · 2013 · Golz, M et al. · archived
585. Driver fatigue monitoring system using video face images &amp;amp; physiological information ↗ · 2012 · Anumas, Sasiporn et al. · indexed
586. Multivariate Multiscale Entropy: An Approach to Estimating Vigilance of Driver · 2023 · Ahammed, Kawser et al. · archived
587. Mental Workload Classification during simulated flight operations based on cardiac and neural dynamics recorded using the MUSE 2 low-cost system · 2023 · Dehais, Frederic et al. · archived
588. Cross-modal cognitive workload estimation in driving simulation: CCI–pupil coherence, vestibular mediation, and a multimodal workload index across five washout algorithm conditions ↗ · 2026 · Aykent, Baris · indexed
589. Autonomic Nervous System Responses to Whole-Body Vibration and Mental Workload: A Pilot Study · 2019 · Jalilian, Hamed et al. · archived
590. Drowsiness discrimination in an overnight driving simulation on the basis of RR and QT intervals ↗ · 2017 · Heinze, Christian et al. · indexed
591. Characteristics of fatigued commercial motor vehicle drivers : a preliminary investigation. · 2012 · Khattak, Aemal et al. · archived
592. Functional network changes associated with sleep deprivation and fatigue during simulated driving: Validation using blood biomarkers ↗ · 2011 · Kar, Sibsambhu et al. · indexed
593. Reproducibility of the spectral components of the electroencephalogram during driver fatigue ↗ · 2004 · Lal, Saroj K.L. et al. · indexed
594. Validity of Mental Workload Measures in a Driving Simulation Environment · 2018 · Galante, Francesco et al. · archived
595. Modelling and Detection of Driver's Fatigue using Ontology · 2022 · Lambert, Alexandre et al. · archived
596. Predictive Analysis of Driver Drowsiness Progression: Multi-Level Drowsiness Classification Using Physiological Signals ↗ · 2024 · Dachoponchai, Natchira et al. · indexed
597. Using Pre-stimulus EEG to Predict Driver Reaction Time To Road Events · 2022 · Rahman, Shams Ur et al. · archived
598. Non-contact driver cardiac physiological monitoring using video data ↗ · 2015 · Qi, Huan et al. · indexed
599. Research on Heart Rate Variability to Driver Fatigue Detection of Dangerous Chemicals Vehicles Based on Simulation Analysis ↗ · 2014 · He, Wang · indexed
600. Exploring the fatigue affecting electroencephalography based functional brain networks during real driving in young males ↗ · 2019 · Chen, Jichi et al. · indexed
601. Effects of platooning on signal-detection performance, workload, and stress: A driving simulator study ↗ · 2016 · Heikoop, Daniël D. et al. · indexed
602. Advanced Driver Fatigue Research · 2007 · Eskandarian, Azim et al. · archived
603. Feature Selection Model based on EEG signals to Assess the Cognitive Workload in Drivers ↗ · 2020 · Becerra-Sánchez, E. Patricia et al. · indexed
604. Driving in States of Fatigue or Stress ↗ · 2011 · Matthews, Gerald et al. · indexed
605. EWMA based classification of driver state ↗ · 2011 · Naumov, Valeriy · indexed
606. EEG-based fatigue driving detection using correlation dimension · 2014 · Wang, Jing et al. · archived
607. Exploring the Role of Driver Emotions and Physiology in Driving Risk Inference: A Multimodal Explainable AI Approach Using Instrumented Vehicle Data ↗ · 2026 · Vullapu, Sai Sesidhar et al. · indexed
608. Driver Drowsiness Detection Using Deep Learning ↗ · 2023 · Ojha, Dhiren et al. · indexed
609. Driver Sleepiness Assessed by Electroencephalography - Different Methods Applied to One Single Data Set ↗ · 2015 · Golz, Martin et al. · indexed
610. The driver vigilance telemetric control system (DVTCS): Investigating sensitivity to experimentally induced sleep loss and fatigue ↗ · 2008 · Dorrian, Jillian et al. · indexed
611. Psychophysiological Responses Reflecting Driver's Emotional Reaction to Interior Noise during Sumulated Driving ↗ · 2000 · Kim, Jung-Yong et al. · indexed
612. Exploring the Relationship between Mental Workload, Variation in Performance and Physiological Parameters ↗ · 2016 · Marinescu, A. et al. · indexed
613. Risk assessment and observation of driver with pedestrian using instantaneous heart rate and HRV · 2023 · Kikuta, Riku et al. · archived
614. Hypoglycemia Vehicle Detection System Using Non-Invasive Sensors Applying Both EEG And HRV Real Time Measures: Neuroergonomics Theoretical Design · 2022 · Aljuaid, Awad · archived
615. Reliability Analysis of Driving Behaviour in Road Traffic System Considering Synchronization of Neural Activity ↗ · 2018 · He, Shouhui et al. · indexed
616. An EEG-based perceptual function integration network for application to drowsy driving · 2015 · Chuang, Chun-Hsiang et al. · archived
617. Assessing the Impact of an Assistive Driving Device on Mental Workload and Stress During Simulated Driving: A Multivariate Approach ↗ · 2026 · Costantini, Simone et al. · indexed
618. Unobtrusive Multimodal Monitoring of Physiological Signals for Driver State Analysis ↗ · 2025 · Amidei, Andrea et al. · indexed
619. Reliability of low electrocardiogram sampling frequencies for short-term heart rate variability analysis to estimate transient psychophysiological stress induced by car driving ↗ · 2020 · Brisinda, D et al. · indexed
620. EEG arousal and cardiovascular reactivity in professional drivers: the glare pressor test ↗ · 1992 · BELKIĆ, K. et al. · indexed
621. Impact of Missing Inter-Beat Intervals on Heart Rate Variability Features and Driver Drowsiness Detection ↗ · 2025 · Styanidis, Aristotelis et al. · indexed
622. Functional near-infrared spectroscopy (fNIRS) and Eye tracking for Cognitive Load classification in a Driving Simulator Using Deep Learning · 2024 · Khan, Mehshan Ahmed et al. · archived
623. Identifying Negative Driver States that Share Commonalities for Interventions ↗ · 2025 · Seaman, Sean et al. · indexed
624. A new system for detecting fatigue and sleepiness using brain connectivity: EEG based estimation of fatigue, vigilance and sleepiness for drivers ↗ · 2017 · Cynthia, Azzi et al. · indexed
625. Assessment of Driver’s Driving Performance and Alertness Using EEG-based Fuzzy Neural Networks ↗ · 2005 · Chin-Teng Lin et al. · indexed
626. STUDY OF EEG OF BUS DRIVERS WHILE DRIVING AND AT REST · 1967 · SUENAGA, KAZUO et al. · archived
627. Collection of multimodal data in real-world driving ↗ · 2006 · Kusakawa, Takashi et al. · indexed
628. Measuring workload with electrodermal activity during common braking actions ↗ · 2014 · Collet, C. et al. · indexed
629. A Noninvasive System for Evaluating Driver Vigilance Level Examining Both Physiological and Mechanical Data ↗ · 2009 · Giusti, A. et al. · indexed
630. Individual Susceptibility to Vigilance Decrement in Prolonged Assisted Driving Revealed by Alert-State Wearable EEG Assessment ↗ · 2023 · Seet, Manuel et al. · indexed
631. Driving drowsiness detection using spectral signatures of EEG-based neurophysiology · 2023 · Arif, Saad et al. · archived
632. Detection of Driver Drowsiness Using Wavelet Analysis of Heart Rate Variability and a Support Vector Machine Classifier ↗ · 2013 · Li, Gang et al. · indexed
633. EEG-Based Assessment of Driver Cognitive Responses in a Dynamic Virtual-Reality Driving Environment ↗ · 2007 · Chin-Teng Lin et al. · indexed
634. Potential for driver attention monitoring system development · 1985 · Bishop, H. et al. · archived
635. Signal Processing of Multimodal Mobile Lifelogging Data Towards Detecting Stress in Real-World Driving ↗ · 2019 · Dobbins, Chelsea et al. · indexed
636. Drivers Performance Evaluation using Physiological Measurement in a Driving Simulator ↗ · 2018 · Koohestani, Afsaneh et al. · indexed
637. Using psychophysiological metrics for understanding drivers’ mental workload and visual attention when overtaking automated truck platoons ↗ · 2026 · Lin, Zijian et al. · indexed
638. Driver Drowsiness Detection Using Real-Time Heart Rate Variability Data ↗ · 2025 · Rabbi, Riadul Islam et al. · indexed
639. Driver State Analysis for ADAS using EEG Signals ↗ · 2019 · Kulkarni, Aishwarya M. et al. · indexed
640. Driver Fatigue Detection System Using Electroencephalography Signals Based on Combined Entropy Features ↗ · 2017 · Mu, Zhendong et al. · indexed
641. Driver Vigilance Detection Based on Limited EEG Signals ↗ · 2023 · Li, Guofa et al. · indexed
642. Preliminary investigation of sleep-related driving fatigue experiment in Indonesia · 2018 · Sanjaya, Kadek Heri et al. · archived
643. Effect of Mental Workload Related Stress on Physiological Signals ↗ · 2021 · Riaz, Roha et al. · indexed
644. Driver Drowsiness Detection Using Subsidiary Task and Driving Performance Measures ↗ · 1986 · Hardee, H. Lenora et al. · indexed
645. Comparative Analysis of Driving Performance and Visual and Physiological Responses Between Professional and Civilian Drivers in Simulated Environments · 2025 · Nagy, Viktor et al. · archived
646. Behavior Evaluation Based on Electroencephalograph and Personality in a Simulated Driving Experiment · 2019 · Ding, Changhao et al. · archived
647. Cerebral haemodynamics during simulated driving: Changes in workload are detectable with functional near infrared spectroscopy · 2021 · Bloomfield, Peter M. et al. · archived
648. Non-intrusive Driver Fatigue and Stress Monitoring Using Ambient Vibration Sensing · 2017 · Noh, Hae Young et al. · archived
649. Using driver's head movements evolution as a drowsiness indicator ↗ · 2004 · Popieul, Jean‐Christophe et al. · indexed
650. Measures of Driver Behavior and Cognitive Workload in a Driving Simulator and in a Real Traffic Environment - Experiences from Two Experimental Studies in Sweden · 2001 · Cici, Ruggero et al. · archived
651. Aircraft Pilots Workload Analysis: Heart Rate Variability Objective Measures and NASA-Task Load Index Subjective Evaluation ↗ · 2020 · Alaimo, Andrea et al. · indexed
652. Evaluating the Impacts of Driver Cognitive and Physiological State on Decision Making Behavior under Real Time Travel Information · 2018 · Agrawal, Shubham et al. · archived
653. Exploring the Relationship between Electroencephalography (EEG) and Ordinary Driving Behavior: A Simulated Driving Study ↗ · 2018 · Yang, Liu et al. · indexed
654. Automatic Driver Fatigue Detection using EEG Microstate Features ↗ · 2024 · Yaddasht, Zahra et al. · indexed
655. Driving Fatigue Classification Based on Fusion Entropy Analysis Combining EOG and EEG · 2019 · Wang, Hongtao et al. · archived
656. Multiplex Limited Penetrable Horizontal Visibility Graph from EEG Signals for Driver Fatigue Detection · 2019 · Cai, Qing et al. · archived
657. The sensitivity of psychophysiological measures to changes in mental workload ↗ · 2025 · Büchli, Adrian et al. · indexed
658. Cognitive Workload Estimation in Conditionally Automated Vehicles Using Transformer Networks Based on Physiological Data · 2024 · Wang, Ange et al. · archived
659. Unraveling the interplay between mental workload, occupational fatigue, physiological responses and cognitive performance in office workers ↗ · 2024 · Mahdavi, Neda et al. · indexed
660. A Study on the Effects of Fatigue Driving and Drunk Driving on Drivers’ Physical Characteristics ↗ · 2014 · Zhang, Xingjian et al. · indexed
661. Analysing the Mental Workload of Ship Navigators during Emergencies Based on Physiological Detection Methods ↗ · 2023 · Lyu, Wenchen et al. · indexed
662. Automation Detection of Driver Fatigue Using Visual Behavior Variables · 2018 · Yonggang, Wang et al. · archived
663. Study on Driver Distraction Indexes Using Biological Signals Applying Assessment of Information Display ↗ · 2013 · Ohkura, Michiko et al. · indexed
664. Driver Drowsiness Detection Algorithms Using Electrocardiogram Data Analysis ↗ · 2019 · Babaeian, Mohsen et al. · indexed
665. Biosignal Analysis to Assess Mental Stress in Automatic Driving of Trucks: Palmar Perspiration and Masseter Electromyography ↗ · 2015 · Zheng, Rencheng et al. · indexed
666. Assessment of Pilot Mental Workload Based on Physiological Signals: A Real Helicopter Cross-country Flight Study ↗ · 2023 · Zhu, Wenbing et al. · indexed
667. Feature extraction of EEG signals based on functional data analysis and its application to recognition of driver fatigue state ↗ · 2020 · Shangguan, Pengpeng et al. · indexed
668. Driver Distraction through Conversation Measured with Pupillometry ↗ · 2013 · Dlugosch, Carsten et al. · indexed
669. Dataset of physiological signals in the use of advanced driver assistance systems (ADAS) ↗ · 2026 · de Castro, Gabriel Martins et al. · indexed
670. Cognitive Aspect of Emotion Estimation of a Driver · 2024 · Luo, Jinshan et al. · archived
671. A Window Into the Tired Brain: Neurophysiological Dynamics of Visuospatial Working Memory Under Fatigue ↗ · 2022 · Karthikeyan, Rohith et al. · indexed
672. EEG-Based Multiple Entropy Analysis for Assessing Driver Fatigue ↗ · 2019 · Hu, Jianfeng et al. · indexed
673. An Intelligent Camera-Based Contactless Driver Stress State Monitoring Using Multimodality Fusion ↗ · 2025 · J, Swarubini P et al. · indexed
674. EDA, PPG and Skin Temperature as Predictive Signals for Mental Failure by a Statistical Analysis on Stress and Mental Workload ↗ · 2025 · Luzzani, G. et al. · indexed
675. Fatigue Among Indonesian Commercial Vehicle Drivers: A Study Examining Changes in Subjective Responses and Ocular Indicators · 2023 · Zainy, Muhammad Lutfi Shadiq et al. · archived
676. The activity of different brain regions in fatigued and drowsy drivers: A systematic review based on EEG findings ↗ · 2024 · Ghojazadeh, Morteza et al. · indexed
677. Pupil dilation as indicative of cognitive workload while driving a car: effects of cell phone use and driver experience in young adults · 2021 · Carizio, Bethânya G. et al. · archived
678. The EEG changes during night-time driver fatigue ↗ · 2009 · Xiaoli, Xie et al. · indexed
679. Analysis of Causal Factor of Driver Fatigue in the Driving in Different Driving Conditions ↗ · 2024 · Adachi, Masataka et al. · indexed
680. Development of an fMRI-compatible driving simulator with simultaneous measurement of physiological and kinematic signals: The multi-biosignal measurement system for driving (MMSD) · 2020 · Kim, Hyung-Sik et al. · archived
681. Sensitivity of Physiological Measures for Detecting Systematic Variations in Cognitive Demand From a Working Memory Task ↗ · 2012 · Mehler, Bruce et al. · indexed
682. An Evaluation of Emerging Driver Fatigue Detection Measures and Technologies [Final report] · 2009 · Barr, Lawrence et al. · archived
683. Detecting sources of anger in automated driving: driving-related and external factor · 2025 · Maillant, Jordan et al. · archived
684. Evaluation of Electrodermal Activity during Distracted Driving ↗ · 2022 · Gomero, Luis et al. · indexed
685. Detection of Driver Vigilance Level Using EEG Signals and Driving Contexts ↗ · 2018 · Guo, Zizheng et al. · indexed
686. Analysis of Physiological Parameters and Driver Posture for Prevention of Road Accidents: A Review ↗ · 2025 · Babur, Alparslan et al. · indexed
687. Recording of Psychophysiological Data During Aerobatic Training ↗ · 2011 · Dahlström, Nicklas et al. · indexed
688. EEG-based drowsiness detection for safe driving using chaotic features and statistical tests · 2011 · Mikaili, Mohammad et al. · archived
689. EEG alpha spindle measures as indicators of driver fatigue under real traffic conditions ↗ · 2011 · Simon, Michael et al. · indexed
690. Detecting drowsy driver using photoplethysmography sensor ↗ · 2020 · Lotfy, Nur Eleena Binti Mohamed et al. · indexed
691. Evaluation of Driving-Assistance Systems Based on Drivers' Workload · 2001 · Takada, Yuji et al. · archived
692. Corrigendum: Assessing the Driver's Current Level of Working Memory Load With High Density Functional Near-infrared Spectroscopy: A Realistic Driving Simulator Study · 2018 · Unni, Anirudh et al. · archived
693. The Psychometrics of Mental Workload ↗ · 2014 · Matthews, Gerald et al. · indexed
694. Importance of subject‐dependent classification and imbalanced distributions in driver sleepiness detection in realistic conditions ↗ · 2018 · Silveira, Cláudia Sofia et al. · indexed
695. The dynamics of driving performance in non-optimal human states: Drowsiness, high cognitive load, and acute stress ↗ · 2026 · Bakhchina, Anastasiia Vladimirovna et al. · indexed
696. Current status and challenges in electroencephalography (EEG)-based driver fatigue detection: a comprehensive survey ↗ · 2025 · Hassan, Jahid et al. · indexed
697. Car driving temporal cognitive workload estimation using features of eye tracking ↗ · 2024 · Nakayama, Minoru et al. · indexed
698. Editorial: Cognitive Mechanisms for Safe Road Traffic Systems · 2022 · Vecchiato, Giovanni et al. · archived
699. Drowsy driver detection by EEG analysis using Fast Fourier Transform · 2015 · Ben Dkhil, Mejdi et al. · archived
700. Correlation of reaction time and EEG log bandpower from dry frontal electrodes in a passive fatigue driving simulation experiment ↗ · 2017 · Foong, Ruyi et al. · indexed
701. Evaluation of driver fatigue with multi‐indicators based on artificial neural network ↗ · 2016 · He, Qichang et al. · indexed
702. Robust Prediction of Lane Departure Based on Driver Physiological Signals ↗ · 2016 · Kochhar, Dev S. et al. · indexed
703. Reliability of EEG Measures in Driving Fatigue ↗ · 2022 · Harvy, Jonathan et al. · indexed
704. Fatigue driving detection system based on EEG Signal ↗ · 2021 · Jingwei, Feng · indexed
705. Driver drowsiness detection using EEG power spectrum analysis ↗ · 2014 · Awais, Muhammad et al. · indexed
706. EEG-based drowsiness estimation for safety driving using independent component analysis · 2005 · Chin-Teng Lin et al. · archived
707. Development of Game-Like System Using Active Behavior Input for Wakefulness-Keeping Support in Driving · 2020 · Ibe, Tatsuro et al. · archived
708. 2C3-3　Real-Time Estimation of Mental-WorkLoad for Drivers Based on Multidimensional Biosignal Analysis · 2019 · SHIMIZU, Takeshi et al. · archived
709. Detection of Driver Workload Using Wrist-Worn Wearable Sensors: A Feasibility Study ↗ · 2020 · Tanaka, Ryuto et al. · indexed
710. Multimodal System to Detect Driver Fatigue Using EEG, Gyroscope, and Image Processing · 2020 · Karuppusamy, Naveen Senniappan et al. · archived
711. EEG-Driven Classification of Driver Mental Workload in Diverse Environments: A Dual-Branch Network for Efficient In-Vehicle Applications ↗ · 2025 · Liu, Tianqi et al. · indexed
712. Physiological responses and stress levels of high-speed rail train drivers under various operating conditions - a simulator study in China ↗ · 2022 · Jiao, Yubo et al. · indexed
713. A Review of Driver Mental Workload in Driver-Vehicle-Environment System · 2011 · Ba, Yutao et al. · archived
714. Real-time and Efficient EEG Based Driver Drowsiness Detection System with VANET for Safe Driving · 2023 · Mohammedi, Mohamed et al. · archived
715. The Electroencephalographic Response during a Driving Process: Normal Driving, Turning and Collision ↗ · 2013 · Sun, Ye et al. · indexed
716. Time domain EEG analysis for evaluating the effects of driver's mental work load during simulated driving ↗ · 2017 · Kim, Jong-Pil et al. · indexed
717. Estimation of drivers' emotional states based on neuroergonmic equipment ↗ · 2015 · FakhrHosseini, Maryam et al. · indexed
718. Driver State and Behavior Detection Through Smart Wearables · 2021 · Tavakoli, Arash et al. · archived
719. Monitoring Driver's Alertness Based on the Driving Performance Estimation and the EEG Power Spectrum Analysis ↗ · 2005 · Liang, S.F. et al. · indexed
720. Neurophysiological Markers of Cognitive Failures in Drivers: An Electroencephalography Study. ↗ · 2025 · Sharifi Z et al. · indexed
721. Validating Photoplethysmography (PPG) data for driver drowsiness detection ↗ · 2021 · Amidei, Andrea et al. · indexed
722. Evaluating Mental State of Drivers in Automated Driving Using Heart Rate Variability towards Feasible Request-to-Intervene ↗ · 2020 · Garcia, Felan Carlo et al. · indexed
723. Driving Conditions Recognition Using Heart Rate Variability Indexes ↗ · 2010 · Wang, Jeen-Shin et al. · indexed
724. Assessing cardiovascular associations to affective states in Australian truck drivers ↗ · 2014 · Chalmers, Taryn et al. · indexed
725. The Role of Physiological Monitoring in the Implementation of Vehicle Automation ↗ · 2015 · Whitmore, Antony et al. · indexed
726. EEG-Based Driver Fatigue Detection Using P300 Dynamics and Deep Learning in Real-World Bus Operations ↗ · 2026 · Turnip, Arjon et al. · indexed
727. Development of drowsy driving accident prediction by heart rate variability analysis ↗ · 2014 · Abe, Erika et al. · indexed
728. Flow or Distraction? Exploring Multimodal Patterns of Driver States in Automated Driving ↗ · 2025 · Chen, Pei-Ru et al. · indexed
729. Driver Workload Estimation Using Driver Physiological-Performance-Subjective Reaction ↗ · 2022 · IWASAKI, Haruma et al. · indexed
730. The Study of Driving Simulator Validation for Physiological Signal Measures ↗ · 2013 · Li, Jiahui et al. · indexed
731. Drowsiness Detection and Alarming System · 2025 · Girijannavar, Laxmi R et al. · archived
732. Predicting Driver Readiness in Conditional Autonomous Driving: Analyzing Driver Characteristics and Heart Rate Variability ↗ · 2024 · Jang, Eun-Hye et al. · indexed
733. Modulating Driver Alertness via Ambient Olfactory Stimulation: A Wearable Electroencephalography Study ↗ · 2024 · Jiang, Mengting et al. · indexed
734. Measuring driving simulator adaptation using EDA · 2022 · Pungu Mwange, Marie-Anne et al. · archived
735. Potential of Driver Physiological Measures for Assessing Non-Urban Highway Geometry ↗ · 2021 · Jacob, Anitha et al. · indexed
736. Shedding light on the prefrontal correlates of mental workload in simulated driving: a functional near-infrared spectroscopy study · 2021 · Geissler, Christoph F. et al. · archived
737. Physiological correlates of discomfort in automated driving ↗ · 2019 · Beggiato, Matthias et al. · indexed
738. Driver Adaptive Task Allocation: A Field Driving Study · 2017 · Lei, S. et al. · archived
739. Multimodal Data Fusion Architecture for Real-Time Physiological and Vehicular Signal Processing in Driving Contexts ↗ · 2025 · Jiménez Aguilar, Bryan Alexis et al. · indexed
740. Quantitative Analysis of Eye-Tracking Data Based on Information-Theoretic Tools for Measuring Driver Drowsiness ↗ · 2024 · Zhu, Yueming et al. · indexed
741. Contactless Vital Sign Monitoring System for In-Vehicle Driver Monitoring Using a Near-Infrared Time-of-Flight Camera ↗ · 2022 · Guo, Kaiwen et al. · indexed
742. Driver Drowsiness Detection Based on Respiratory Signal Analysis ↗ · 2019 · Guede-Fernandez, Federico et al. · indexed
743. Driver emotion recognition framework based on electrodermal activity measurements during simulated driving conditions · 2016 · Ooi, Jonathan Shi Khai et al. · archived
744. Physiological and Behavioral Changes of Passive Fatigue on Drivers during On-Road Driving ↗ · 2023 · He, Jibo et al. · indexed
745. Physiological Correlates of Objective Situation Awareness Measurements ↗ · 2023 · Smith, Kieran et al. · indexed
746. Exploring Driver Physiological Response During Level 3 Conditional Driving Automation ↗ · 2022 · Gluck, Aaron et al. · indexed
747. Auditive beta stimulation as a countermeasure against driver fatigue · 2021 · Moessinger, Michèle et al. · archived
748. Evaluation of Physiological and Psychological Stress in Head Driver Leading Self-Driving Truck ↗ · 2021 · YUDA, Emi et al. · indexed
749. Fatigue and Stress Due to Prolonged Driving and Changing Task Demands ↗ · 1977 · Riemersma, Johan B. J. et al. · indexed
750. 2205 A basic study for the evaluation of the state of the driver using NIRS ↗ · 2013 · Yanagisawa, Kazuki et al. · indexed
751. Driver drowsiness in automated and manual driving ↗ · 2020 · Kundinger, Thomas et al. · indexed
752. Use of wearable physiological sensors to predict cognitive workload in a visuospatial learning task ↗ · 2022 · Fine, Michael S. et al. · indexed
753. Application Heart Rate Variability to Driver Fatigue Detection of Dangerous Chemicals Vehicles ↗ · 2014 · He, Wang · indexed
754. Driver Distraction From the EEG Perspective: A Review ↗ · 2024 · Li, Guofa et al. · indexed
755. Driver Drowsiness Detection with Commercial EEG Headsets ↗ · 2023 · Rezaee, Qazal et al. · indexed
756. On Driver's Workload in Dangerous Scenes Based on EEG Data ↗ · 2020 · Tan, Jiyuan et al. · indexed
757. Psychophysiological evidence of mental workload and subjective anxiety from in-vehicle voice message complexity ↗ · 2026 · Restuputri, Dian Palupi et al. · indexed
758. Assessment of Attentional Workload while Driving by Eye-fixation-related Potentials ↗ · 2012 · TAKEDA, Yuji et al. · indexed
759. A Multivariate Weighted Ordinal Pattern Transition Network for Characterizing Driver Fatigue Behavior from EEG Signals ↗ · 2020 · Yang, Yu-Xuan et al. · indexed
760. A Critical Review of Proactive Detection of Driver Stress Levels Based on Multimodal Measurements ↗ · 2018 · RASTGOO, Mohammad Naim et al. · indexed
761. Comparing Eye-Tracking Metrics with the Driver Activity Load Index ↗ · 2026 · Bend, Julia et al. · indexed
762. EEG-Based Driver Fatigue Detection Using Spatio-Temporal Fusion Network With Brain Region Partitioning Strategy ↗ · 2024 · Hu, Fo et al. · indexed
763. Real-Time Driver Cognitive Workload Recognition: Attention-Enabled Learning With Multimodal Information Fusion ↗ · 2024 · Yang, Haohan et al. · indexed
764. Drowsiness measures for commercial motor vehicle operations ↗ · 2019 · Sparrow, Amy R. et al. · indexed
765. Driver drowsiness detection using the in-ear EEG ↗ · 2016 · Hwang, Taeho et al. · indexed
766. An analysis of driver's workload in the lane change behavior ↗ · 2013 · Kim, HyunSuk et al. · indexed
767. Driver Drowsiness Detection System by Monitoring Blink Duration and Heart Rate Variability ↗ · 2025 · Jiman, Ahmad A. et al. · indexed
768. Compact Vehicle Driver Fatigue Recognition Technology Based on EEG Signal ↗ · 2022 · Lv, Chao et al. · indexed
769. A Review of <scp>EEG</scp> ‐Based Driver Fatigue Detection: Nonlinear Dynamics, Brain Networks, and Deep Learning Advances ↗ · 2026 · Chen, Jichi et al. · indexed
770. Multiple entropy fusion predicts driver fatigue using forehead EEG ↗ · 2025 · Yang, Renyu et al. · indexed
771. Fusion of ECG, PPG, and GSR Using Attention Based Machine Learning for Mental Workload Assessment ↗ · 2026 · Khan, Zafar et al. · indexed
772. Measurement of Physical and Mental Workload in Onlline Ojek Drivers: A Case Study in Serang City · 2024 · Kusmasari, Wyke et al. · archived
773. The short-time fractal scaling of heart rate variability to estimate the mental stress of driver ↗ · 2004 · Shing-Hong Liu et al. · indexed
774. Fatigue and mental underload further pronounced in L3 conditionally automated driving: Results from an EEG experiment on a test track · 2024 · Figalova, Nikol et al. · archived
775. Development of Heart Rate Monitoring System to Estimate Driver’s Mental Workload Level ↗ · 2020 · Makhtar, Ahmad Khushairy et al. · indexed
776. A Novel EEG-Based Assessment of Distraction in Simulated Driving under Different Road and Traffic Conditions · 2024 · Ronca, Vincenzo et al. · archived
777. Assessment of the Potential of Wrist-Worn Wearable Sensors for Driver Drowsiness Detection ↗ · 2020 · Kundinger, Thomas et al. · indexed
778. Fatigue and mental underload further pronounced in L3 conditionally automated driving: Results from an EEG experiment on a test track · 2023 · Figalová, Nikol et al. · archived
779. A Multimodal Fusion Fatigue Driving Detection Method Based on Heart Rate and PERCLOS ↗ · 2022 · Du, Guanglong et al. · indexed
780. Driving performance and EEG fluctuations during on-the-road driving following sleep deprivation ↗ · 2016 · Perrier, J. et al. · indexed
781. EEG and Forehead EOG-Based Driver Fatigue Classification Using Sparse-Deep Belief Networks ↗ · 2021 · Zhang, Jie et al. · indexed
782. A Study of Ergonomic Workload Evaluation on Driving and Working of Excavator using Virtual Reality Motion Simulator ↗ · 2025 · Kim, Jong-Hyun et al. · indexed
783. An investigation on mental stress-profiling of race car drivers during a race ↗ · 2015 · Joosen, Pieter et al. · indexed
784. Spatial and temporal EEG dynamics of dual-task driving performance · 2011 · Lin, Chin-Teng et al. · archived
785. Investigating the impact of cognitive load on drivers using virtual environments and EEG testing ↗ · 2026 · Wang, Chunhao et al. · indexed
786. Driver Drowsiness Classification using Machine Learning and Heart Rate Variability ↗ · 2023 · Meneses, Miguel V. P. R. et al. · indexed
787. Driver Drowsiness Detection Using Wearable Brain Sensing Headband and Three-Level Voting Model ↗ · 2023 · Rezaee, Qazal et al. · indexed
788. Event-related driver stress detection with smartphones in an urban environment: a naturalistic driving study ↗ · 2024 · Zhou, Xin et al. · indexed
789. On the Physiological Measures based Driver's Drowsiness Detection ↗ · 2021 · Srivastava, Swati · indexed
790. Driver’s mental workload prediction model based on physiological indices ↗ · 2017 · Yan, Shengyuan et al. · indexed
791. Indices of Mental Workload in a Complex Task Environment ↗ · 2008 · Veltman, J.A. et al. · indexed
792. Real-Time Cognitive State Monitoring via Physiological Signals in Commercial Aviation: A Systematic Literature Review with Reasoned Snowballing Expansion ↗ · 2026 · Belloni, Giacomo et al. · indexed
793. Multiclass Classification of Driver Perceived Workload Using Long Short-Term Memory based Recurrent Neural Network ↗ · 2018 · Manawadu, Udara E. et al. · indexed
794. Exploring differences between self-report and electrophysiological indices of drowsy driving: A usability examination of a personal brain-computer interface device ↗ · 2020 · Dunbar, Jerone et al. · indexed
795. Active and passive fatigue in simulated driving: Discriminating styles of workload regulation and their safety impacts. · 2013 · Saxby, Dyani et al. · archived
796. Toward Nonintrusive Camera-Based Heart Rate Variability Estimation in the Car Under Naturalistic Condition ↗ · 2022 · Liu, Shu et al. · indexed
797. Assessing the Impact of AR-Assisted Warnings on Roadway Worker Stress Under Different Workload Conditions · 2024 · Banani Ardecani, Fatemeh et al. · archived
798. Cognitive Load Prediction From Multimodal Physiological Signals Using Multiview Learning ↗ · 2025 · Liu, Yingxin et al. · indexed
799. A Multi-Model Analysis for Driving Fatigue Detection using EEG Signals ↗ · 2022 · Jantan, Sadiah et al. · indexed
800. Unraveling the Physiological Correlates of Mental Workload Variations in Tracking and Collision Prediction Tasks ↗ · 2022 · John, Alka Rachel et al. · indexed
801. Cognitive Workload Assessment via Eye Gaze and EEG in an Interactive Multi-Modal Driving Task ↗ · 2022 · Aygun, Ayca et al. · indexed
802. Drowsiness assessment using electroencephalogram in driving simulator environment ↗ · 2015 · Akbar, Izzat Aulia et al. · indexed
803. FFTNet: fNIRS-based frequency-enhanced patch network for driving fatigue detection ↗ · 2026 · Li, Yu et al. · indexed
804. Comparing eye-tracking metrics of mental workload caused by NDRTs in semi-autonomous driving ↗ · 2022 · Chen, Weiya et al. · indexed
805. Sample-Entropy-Based Method for Real Driving Fatigue Detection with Multichannel Electroencephalogram ↗ · 2021 · Zhang, Tao et al. · indexed
806. Cognitive Workload Detection from Raw EEG-Signals of Vehicle Driver using Deep Learning ↗ · 2019 · Almogbel, Mohammad A. et al. · indexed
807. A Strategically Timed Verbal Task Improves Performance and Neurophysiological Alertness During Fatiguing Drives · 2013 · Atchley, Paul et al. · archived
808. Driver Vigilance State Estimation Based on Multisource Data ↗ · 2023 · Guo, Zizheng et al. · indexed
809. A Hybrid Approach Based on Behavioural and Physiological Data for Driver Monitoring Systems ↗ · 2022 · Montanaro, Salvatore et al. · indexed
810. Warwick-JLR driver monitoring dataset (DMD) ↗ · 2015 · Taylor, Phillip et al. · indexed
811. Heavy vehicle driver workload assessment. Task 4, review of workload and related research · 1996 · Wierwille, W. et al. · archived
812. Measuring Driver Electrodermal Activity when Exposed to HMIs Conveying Uncertainty in Conditional Automated Driving ↗ · 2025 · Pardo, Jorge et al. · indexed
813. EEG Correlates of Driving Performance ↗ · 2022 · Simpson, Thomas G. et al. · indexed
814. Classifying Drivers' Cognitive Load Using EEG Signals ↗ · 2017 · Barua Shaibal et al. · indexed
815. A Research on Analytical Method of Driver-Vehicle-Environment System for Construction of Intelligent Driver Support System ↗ · 2002 · Kuriyagawa, Yukiyo et al. · indexed
816. EEG-based assessment in novice and experienced drivers' braking behaviour during simulated driving ↗ · 2020 · Zhang, Jie et al. · indexed
817. Simulation-Based Research on the Comprehensive Indexes for Highway Hypnosis Evaluation ↗ · 2018 · Wang, Shu-yi et al. · indexed
818. MMDrive: Multi-Modal Remote Physiological Signal Measurement Dataset for Driver Status Monitoring ↗ · 2025 · Choi, Jiho et al. · indexed
819. This is your brain on autopilot 2.0: The influence of practice on driver workload and engagement during on-road, partially automated driving · 2024 · McDonnell, AS et al. · archived
820. The Application of Electroencephalogram in Driving Safety: Current Status and Future Prospects ↗ · 2022 · Peng, Yong et al. · indexed
821. Real-time driver drowsiness detection using wearable technology ↗ · 2019 · Misbhauddin, Mohammed et al. · indexed
822. Real-time evaluation of driver’s alertness on highways ↗ · 2011 · Larue, G. S. et al. · indexed
823. Assessing cognitive distraction in the automobile · 2015 · Strayer, DL et al. · archived
824. CVO driver fatigue and complex in-vehicle systems · 1997 · Lee, Jacsik et al. · archived
825. Analysis of Autonomic Indexes on Drivers' Workload to Assess the Effect of Visual ADAS on User Experience and Driving Performance in Different Driving Conditions ↗ · 2018 · Ariansyah, Dedy et al. · indexed
826. Towards a multimodal bioelectrical framework for the online mental workload evaluation ↗ · 2014 · Arico, Pietro et al. · indexed
827. Evolvable Block-based Neural Networks for classification of driver drowsiness based on heart rate variability ↗ · 2012 · Nambiar, Vishnu P. et al. · indexed
828. Review on the application of physiological and biomechanical measurement methods in driving fatigue detection ↗ · 2016 · Sanjaya, Kadek Heri et al. · indexed
829. Vocal Instability as a Sensitive Biomarker for Driving Stress: Decoupling Cognitive Load and Environmental Friction in a Real-World Dual-Task Protocol · 2026 · Doğan, Dağhan · archived
830. Leading Indicators of Drowsiness in Simulated Driving ↗ · 2005 · Kozak, Ksenia et al. · indexed
831. Grasping the sporadic nature of electrodermal activity provides robust assessment of different cognitive load even in a perturbated status induced by sleep debt ↗ · 2025 · Boffet, Alexis et al. · indexed
832. Automated Driver Health Monitoring System in Automobile Industry Using WOA-DBN Using ECG Waveform ↗ · 2024 · Arif, M. K. et al. · indexed
833. Physiological synchrony in electrodermal activity predicts decreased vigilant attention induced by sleep deprivation ↗ · 2023 · Stuldreher, Ivo V. et al. · indexed
834. Validation of an EEG-based Neurometric for online monitoring and detection of mental drowsiness while driving ↗ · 2022 · Ronca, Vincenzo et al. · indexed
835. Driver Cognitive Architecture Based on EEG Signals: A Review ↗ · 2024 · Mi, Peiwen et al. · indexed
836. Driving Behavior Recognition Based on EEG Data From a Driver Taking Over Experiment on a Simulated Autonomous Vehicle ↗ · 2020 · Zou, Bin et al. · indexed
837. Recognition Algorithm of Driving Fatigue Related Problems Based on EEG Signals ↗ · 2018 · Li, Yun · indexed
838. Driver’s Attention Allocation and Mental Workload at Different Random Hazard Points on Prairie Highway ↗ · 2022 · Lyu, Zhen et al. · indexed
839. EEG Brain Connectivity Analysis to Detect Driver Drowsiness Using Coherence ↗ · 2017 · Awais, Muhammad et al. · indexed
840. Psychophysiological responses to short-term cooling during a simulated monotonous driving task ↗ · 2017 · Schmidt, Elisabeth et al. · indexed
841. Operator Effort and the Measurement of Heart-Rate Variability ↗ · 1987 · Aasman, Jans et al. · indexed
842. EEG-Based Driver Fatigue Detection Using FAWT and Multiboosting Approaches · 2022 · Subasi, Abdulhamit et al. · archived
843. Detecting driver distraction using stimuli-response EEG analysis · 2019 · Bajwa, Garima et al. · archived
844. Mobile-based wearable-type of driver fatigue detection by GSR and EMG ↗ · 2015 · Boon-Leng, Lee et al. · indexed
845. The diagnosticity of psychophysiological signatures: Can we disentangle mental workload from acute stress with ECG and fNIRS? ↗ · 2019 · Parent, Mark et al. · indexed
846. Reduced Attention Allocation during Short Periods of Partially Automated Driving: An Event-Related Potentials Study · 2017 · Solís-Marcos, Ignacio et al. · archived
847. Assessment of cyclists' cognitive workload through eye tracker and EEG sensors: Sensitivity to individual and external factors in a real-world experiment ↗ · 2026 · Kchour, Fatima et al. · indexed
848. A Novel Mutual Information Based Feature Set for Drivers’ Mental Workload Evaluation Using Machine Learning ↗ · 2020 · Islam, Mir Riyanul et al. · indexed
849. Using Wearable ECG/PPG Sensors for Driver Drowsiness Detection Based on Distinguishable Pattern of Recurrence Plots ↗ · 2019 · Lee, Hyeonjeong et al. · indexed
850. Eliciting Driver Stress Using Naturalistic Driving Scenarios on Real Roads ↗ · 2018 · Baltodano, Sonia et al. · indexed
851. Optimized EEG–fNIRS Based Mental Workload Detection Method for Practical Applications · 2021 · Chu, Hongzuo et al. · archived
852. Non intrusive physiological measurement for driver cognitive distraction detection: Eye and mouth movements ↗ · 2010 · Azman, Afizan et al. · indexed
853. Drivers’ misjudgement of vigilance state during prolonged monotonous daytime driving ↗ · 2009 · Schmidt, Eike A. et al. · indexed
854. Development of an algorithm for an EEG-based driver fatigue countermeasure ↗ · 2003 · Lal S et al. · indexed
855. Driving Cognitive Alertness Detecting Using Evoked Multimodal Physiological Signals Based on Uncertain Self-Supervised Learning ↗ · 2024 · Zhao, Pengbo et al. · indexed
856. Drowsiness Detection System Based on PERCLOS and Facial Physiological Signal ↗ · 2022 · Chang, Robert Chen-Hao et al. · indexed
857. Study of Driver's Perception in Driving Tasks Based on Naturalistic Driving Experiments and fNIRS Measurement ↗ · 2025 · Li, Bilu et al. · indexed
858. Assessing the Mental States of Fallback-Ready Drivers in Automated Driving by Electrooculography ↗ · 2019 · Wu, Yanbin et al. · indexed
859. Synchronising Physiological and Behavioural Sensors in a Driving Simulator ↗ · 2014 · Taib, Ronnie et al. · indexed
860. Driver's cognitive distraction detection using physiological features by the adaboost ↗ · 2009 · Miyaji, Masahiro et al. · indexed
861. Towards Modelling Distracted Human Driving: Sensor Fusion and Driver Status Monitoring in a VR Simulator ↗ · 2024 · Liu, Jiacheng et al. · indexed
862. Analysis of Naturalistic Driving Data to Assess Distraction and Drowsiness in Drivers of Commercial Motor Vehicles [Research Brief] · 2021 · NHTSA · archived
863. Driving Fatigue Detection Based on EEG Signal ↗ · 2015 · Wang, Yuan et al. · indexed
864. Optimized driver fatigue detection method using multimodal neural networks · 2025 · Cao, Shengli et al. · archived
865. Biosignal-Based Driving Experience Analysis between Automated Mode and Manual Mode ↗ · 2024 · Hu, Hongyu et al. · indexed
866. DEMONSTRATING THE FEASIBILITY OF MULTIMODAL NEUROIMAGING DATA CAPTURE WITH A WEARABLE ELECTOENCEPHALOGRAPHY + FUNCTIONAL NEAR-INFRARED SPECTROSCOPY (EEG+FNIRS) IN SITU · 2021 · Dybvik, Henrikke et al. · archived
867. Applications of brain imaging methods in driving behaviour research · 2021 · Haghani, Milad et al. · archived
868. The psychobiology of using automated driving systems: A systematic review and integrative model ↗ · 2019 · Meinlschmidt, Gunther et al. · indexed
869. Blink Rate as a Measure of Driver Workload during Simulated Driving ↗ · 2020 · Yahoodik, Sarah et al. · indexed
870. Searching for Street Parking: Effects on Driver Vehicle Control, Workload, Physiology, and Glances ↗ · 2020 · Ponnambalam, Canmanie Teresa et al. · indexed
871. Final report on the portable computerized assessments of sleepy drivers in operational environments. · 2011 · Rizzo, Matthew et al. · archived
872. Driving the locus coeruleus: relating pupil diameter to performance on a naturalistic highway driving task · 2018 · Reid, Andrew T. et al. · archived
873. Driver Fatigue Detection Through Chaotic Entropy Analysis of Cortical Sources Obtained From Scalp EEG Signals ↗ · 2020 · Chaudhuri, Aritra et al. · indexed
874. Vehicle-Based Drowsy Driver Detection: Current Status And Future Prospects · 1994 · NHTSA · archived
875. Applying Adaptive Gain Theory to Pupillary Dynamics During Hands-Off L2 Driving Under High Cognitive Load ↗ · 2026 · Goodridge, Courtney Michael et al. · indexed
876. The arousal paradox in critical task performance in automated driving during sleep inertia using a quasi experimental approach · 2025 · Tomzig, Markus et al. · archived
877. Measuring Mental Workload with EEG+fNIRS · 2017 · Aghajani, Haleh et al. · archived
878. Driver fatigue detection system ↗ · 2016 · Chellappa, Yogesh et al. · indexed
879. Vehicle-Based Drowsy Driver Detection: Current Status and Future Prospects · 1994 · Knipling, Ronald R. et al. · archived
880. Designing Non contact based ECG System for Driver Drowsiness Detection ↗ · 2018 · Jujhavarapu et. al., Srihitha · indexed
881. Exploring how physio-psychological states affect drivers’ takeover performance in conditional automated vehicles ↗ · 2025 · Wang, Ange et al. · indexed
882. Classifying Features of Electroencephalography Signal to Detect Driver Drowsiness in the Early Drowsy Stage ↗ · 2022 · Houshmand, Sara et al. · indexed
883. Individualized stress detection using an unmodified car steering wheel · 2021 · Balters, Stephanie et al. · archived
884. Vehicle control and drowsiness ↗ · 2002 · Kircher, Albert et al. · indexed
885. A non-intrusive multivariate analysis for monitoring inattentive driving based on physiological signals, driver inputs and visual features: A hybrid deep learning approach ↗ · 2023 · Elassad, Dauha Elamrani Abou et al. · indexed
886. Detecting driving fatigue with multimodal deep learning ↗ · 2017 · Du, Li-Huan et al. · indexed
887. Changes in Subsidiary Reaction Time and Heart-Rate During Car Driving, Passenger Travel and Stationary Conditions* ↗ · 1976 · LAURELL, H. et al. · indexed
888. Study on Handling Design Parameters Based on Real-Vehicle Experiments Considering Vehicle Data, Driver Physiological Data, and Subjective Assessment ↗ · 2019 · Jeong, Sanghun et al. · indexed
889. Driving in an urban environment, the stress response and effects of exercise ↗ · 2018 · Antoun, Michael et al. · indexed
890. The Thresholds of Greening Unit Serving Set as an Arousal Task Based on EEG and Eye Movement · 2021 · ZHANG, Yu-Le et al. · archived
891. EEG-Based Detection of Braking Intention Under Different Car Driving Conditions · 2018 · Hernández, Luis G. et al. · archived
892. Smart Driver Monitoring: When Signal Processing Meets Human Factors: In the driver's seat ↗ · 2016 · S. Aghaei, Amirhossein et al. · indexed
893. Driver impairment at night and its relation to physiological sleepiness ↗ · 2008 · Anund, Anna et al. · indexed
894. Level of Operator Control and Changes in Heart Rate Variability during Simulated Flight Maintenance ↗ · 1995 · Tattersall, Andrew J. et al. · indexed
895. Evaluation on induction of driver fatigue in driving different traffic condition: An EEG study ^* ↗ · 2023 · Adachi, Masataka et al. · indexed
896. Comparison of Multiple Physiological Sensors to Classify Operator State in Adaptive Automation Systems ↗ · 2010 · Taylor, Grant et al. · indexed
897. Validation of a one-item acute stress scale for driving tasks · 2024 · Dahlman, Anna Sjörs et al. · archived
898. A hybrid approach for driver drowsiness detection utilizing practical data to improve performance system and applicability ↗ · 2023 · Khanehshenas, Farin et al. · indexed
899. Detecting Driver Sleepiness From Physiological Indicators Using a CNN-LSTM Self-Attention Model ↗ · 2026 · Jiao, Yingying et al. · indexed
900. Improved drowsiness detection in drivers through optimum pairing of EEG features using an optimal EEG channel comparable to a multichannel EEG system · 2025 · Minhas, Riaz et al. · archived
901. Automated detection of driver fatigue from electroencephalography through wavelet-based connectivity ↗ · 2021 · Ahmadi, Amirmasoud et al. · indexed
902. Application of Fully Adaptive Symbolic Representation to Driver Mental Fatigue Detection Based on Body Posture ↗ · 2021 · Ansari, Shahzeb et al. · indexed
903. Non-contact-based driver’s cognitive load classification using physiological and vehicular parameters ↗ · 2020 · Rahman, Hamidur et al. · indexed
904. Research on the Prediction of Driver Fatigue State Based on EEG Signals ↗ · 2025 · Wang, Zhanyang et al. · indexed
905. An analysis on driver drowsiness based on reaction time and EEG band power ↗ · 2015 · Foong, Ruyi et al. · indexed
906. Development of Drowsy Driving Detection System Using EEG · 2026 · Seo, Ssang-Hee · archived
907. Analysis of Differences in Driver Emergency Braking Behavior by Integrating EEG and EMG Signals ↗ · 2025 · Liu, Pengjing et al. · indexed
908. HEART RATE VARIABILITY BASED DRIVER DROWSINESS DETECTION ↗ · 2024 · Maktouf, Naba Ali et al. · indexed
909. A Multimodal Approach for Monitoring Driving Behavior and Emotions ↗ · 2020 · Tavakoli, Arash et al. · indexed
910. Estimating cognitive load using remote eye tracking in a driving simulator ↗ · 2010 · Palinko, Oskar et al. · indexed
911. Driver Behaviour Detection Using Multimodal Physiological Signals and Regularized Deep Kernel Learning ↗ · 2025 · Kaveti, Pavan et al. · indexed
912. Driver behavior event detection for manual annotation by clustering of the driver physiological signals ↗ · 2016 · Li, Nanxiang et al. · indexed
913. Assessment of heart rate and electrodermal activity during sustained attention to response tests ↗ · 2005 · Ward, S. et al. · indexed
914. Mapping Mental Load in Car Driving ↗ · 1978 · WILDERVANCK, C. et al. · indexed
915. Experimental fatigue detection of high-speed train drivers using dual-modal PPG and EEG signals under noise exposure ↗ · 2026 · Liu, Jiahao et al. · indexed
916. EEG Characteristics During Driving Simulator Performance in Older Adults: A Systematic Review and Meta-Analysis ↗ · 2025 · Choi, Jae-Won et al. · indexed
917. Research on Driver KSS Rating Prediction Model Based on EU 2021/1341 DDAW ↗ · 2023 · Li, Bing et al. · indexed
918. Identifying changes in EEG information transfer during drowsy driving by transfer entropy · 2015 · Huang, Chih-Sheng et al. · archived
919. Proposal for Driver Distraction Indexes Using Biological Signals ↗ · 2012 · Ohkura, Michiko et al. · indexed
920. Study on Comprehensive Evaluation Method of Pilot Mental Workload ↗ · 2014 · Zhang, Huan et al. · indexed
921. Using Multimodal Methods and Machine Learning to Recognize Mental Workload: Distinguishing Between Underload, Moderate Load, and Overload ↗ · 2024 · Jiang, Zebin et al. · indexed
922. Predicting Reduced Driver Alertness on Monotonous Highways · 2015 · Larue, Gregoire S. et al. · archived
923. Phase Fluctuation Analysis in Functional Brain Networks of Scaling EEG for Driver Fatigue Detection · 2020 · Fu, Rongrong et al. · archived
924. Driving maneuver prediction using car sensor and driver physiological signals ↗ · 2016 · Li, Nanxiang et al. · indexed
925. Detection of Fine-grained Driver Cognitive Responses for Cross-subject Deep Learning Framework ↗ · 2026 · Kim, Ah-Hyun et al. · indexed
926. Driver Drowsiness Detection Considering Individual Specifics: A Simulator Study ↗ · 2020 · Li, Shiwu et al. · indexed
927. Using Psychophysiological Sensors to Assess Mental Workload in Web Browsing ↗ · 2017 · Jimenez-Molina, Angel et al. · indexed
928. Efficient driver drowsiness detection at moderate levels of drowsiness ↗ · 2013 · Forsman, Pia M. et al. · indexed
929. Cross-Subject Driver Fatigue Detection Based on Attention-Guided Multi-Scale Convolutional Neural Networks Using EEG Signals ↗ · 2024 · Wu, Junze et al. · indexed
930. Smartwatch-based driver alertness monitoring with wearable motion and physiological sensor ↗ · 2015 · Boon-Giin Lee et al. · indexed
931. Investigating effects of temperature and CO ₂ on driver drowsiness in the context of conditional automated driving ↗ · 2025 · Wang, Zhenyu et al. · indexed
932. Vision-Based Fatigue Driving Recognition Method Integrating Heart Rate and Facial Features ↗ · 2020 · Du, Guanglong et al. · indexed
933. Classifying Driving Fatigue by Using EEG Signals ↗ · 2022 · Zeng, Changqing et al. · indexed
934. Comparison on driving fatigue related hemodynamics activated by auditory and visual stimulus ↗ · 2018 · Li, Ting et al. · indexed
935. An EEG-Based Fatigue Detection and Mitigation System · 2016 · Huang, Kuan-Chih et al. · archived
936. Estimation of Older Driver's Cognitive Performance and Workload Using Features of Eye movement and Pupil Response on Test Routes ↗ · 2022 · Nakayama, Minoru et al. · indexed
937. Driver’s Mental Workload Measurement Concerning Cognitive Channels ↗ · 2020 · Chen, Weiya et al. · indexed
938. EEG-Based Driving Fatigue Alleviation Using Multi-Acupoint Electrical Stimulation Combine Music Conditioning Method · 2021 · Wang, Fuwang et al. · archived
939. Measuring Cognitive Load: Heart-rate Variability and Pupillometry Assessment ↗ · 2020 · Urrestilla, Nerea et al. · indexed
940. Driver performance in the moments surrounding a microsleep · 2008 · Boyle, LN et al. · archived
941. Effects of cabin thermal conditions and road type on driver workload and performance: A driving simulator study ↗ · 2026 · Lu, Biao et al. · indexed
942. Advancing Cognitive Load Detection in Simulated Driving Scenarios Through Deep Learning and fNIRS Data · 2025 · Khan, Mehshan Ahmed et al. · archived
943. Advancing Cognitive Load Detection in Simulated Driving Scenarios Through Deep Learning and fNIRS Data · 2025 · Khan, Mehshan Ahmed et al. · archived
944. Automatic Detection of Driver Fatigue Based on EEG Signals Using a Developed Deep Neural Network · 2022 · Sheykhivand, Sobhan et al. · archived
945. Effective Connectivity Analysis of the Brain Network in Drivers during Actual Driving Using Near-Infrared Spectroscopy · 2017 · Liu, Zhian et al. · archived
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947. From Driver to Supervisor: Comparing Cognitive Load and EEG-Based Attentional Resource Allocation Across Automation Levels · 2023 · Figalova, Nikol et al. · archived
948. Design of a low cost EEG sensor for the measurement of stress-related brain activity during driving ↗ · 2021 · Affanni, Antonio et al. · indexed
949. Fusion of EEG and Eye Blink Analysis for Detection of Driver Fatigue ↗ · 2023 · Shahbakhti, Mohammad et al. · indexed
950. Evaluation of physiological responses to mental workload in n-back and arithmetic tasks ↗ · 2023 · Wiediartini et al. · indexed
951. Automatic removal of ocular artifacts in EEG signals for driver’s drowsiness detection: A survey ↗ · 2018 · Mohammedi, Mohamed et al. · indexed
952. Robust analysis and spectral-based deep learning to detect driving fatigue from EEG signals · 2022 · Quintero-Rincón, Antonio et al. · archived
953. An EEG Predictor of Driving Fatigue ↗ · 2009 · Xie, Xiaoli et al. · indexed
954. Coupling mechanism of nighttime lighting glare and driver cognitive load based on visual-physiological parameters ↗ · 2025 · Xu, Mingwei et al. · indexed
955. Technologies for detecting and monitoring drivers' states: A systematic review ↗ · 2024 · AL-Quraishi, Maged S. et al. · indexed
956. A Context-Aware EEG Headset System for Early Detection of Driver Drowsiness ↗ · 2015 · Li, Gang et al. · indexed
957. Research on driving fatigue detection model in plateau based on steering wheel indicators ↗ · 2025 · Guo, Xinyi et al. · indexed
958. From Driver to Supervisor: Comparing Cognitive Load and EEG-based Attentional Resource Allocation across Automation Levels · 2023 · Figalova, Nikol et al. · archived
959. Underload on the Road: Measuring Vigilance Decrements During Partially Automated Driving · 2021 · McWilliams, Thomas et al. · archived
960. Assessing Driver Engagement Through Machine Learning Classification of Physiological Measures ↗ · 2023 · Lochbihler, Aidan et al. · indexed
961. A Review Study on the Use of Oculometry in the Assessment of Driver Cognitive States ↗ · 2021 · Dang, Thomas et al. · indexed
962. Monitoring driver cognitive load using functional near infrared spectroscopy in partially autonomous cars ↗ · 2016 · Sibi, Srinath et al. · indexed
963. Investigating Driver Fatigue versus Alertness Using the Granger Causality Network · 2015 · Kong, Wanzeng et al. · archived
964. How is the Driver's Workload Influenced by the Road Environment? ↗ · 2017 · Bongiorno, Nicola et al. · indexed
965. Effects of daylight and darkness at daytime versus nighttime on driver sleepiness: A driving simulator study · 2024 · Meyerson, Amanda et al. · archived
966. Design of driving fatigue detection system based on hybrid measures using wavelet-packets transform ↗ · 2014 · Wang, Fei et al. · indexed
967. A Novel Approach for Automatic Detection of Driver Fatigue Using EEG Signals Based on Graph Convolutional Networks · 2024 · Ardabili, Sevda Zafarmandi et al. · archived
968. Driver Fatigue Classification With Independent Component by Entropy Rate Bound Minimization Analysis in an EEG-Based System · 2017 · Chai, Rifai et al. · archived
969. Driver Fatigue Detection: A Survey ↗ · 2006 · Qiong Wang et al. · indexed
970. Driver Fatigue Eeg Fuzzy Entropy Feature Analysis Based on Sliding Window · 2017 · Mu, Zhendong · archived
971. Longitudinal Classification of Mental Effort Using Electrodermal Activity, Heart Rate, and Skin Temperature Data from a Wearable Sensor ↗ · 2021 · Romine, William et al. · indexed
972. Drowsiness Monitoring By Steering And Lane Data Based Features Under Real Driving Conditions · 2010 · Friedrichs, Fabian · archived
973. What determines drivers’ speed? A replication of three behavioural adaptation experiments in a single driving simulator study · 2018 · Melman, Timo et al. · archived
974. Sound Strategies for Safe Driving: Exploring Auditory Interventions to Counteract Passive Driver Fatigue · 2024 · Papachristos, Eleftherios et al. · archived
975. Detecting and Quantifying Mind Wandering during Simulated Driving · 2017 · Baldwin, Carryl L. et al. · archived
976. EEG and ECG-Based Multi-Sensor Fusion Computing for Real-Time Fatigue Driving Recognition Based on Feedback Mechanism ↗ · 2023 · Wang, Ling et al. · indexed
977. Optimized electroencephalogram and functional near-infrared spectroscopy-based mental workload detection method for practical applications · 2022 · Chu, Hongzuo et al. · archived
978. Preventing the risks of monotony related fatigue while driving through gamification · 2019 · Bier, Lukas et al. · archived
979. Psycho Physiological and Subjective Responses to Mental Workload Levels during N-Back Task ↗ · 2016 · Fallahi, Majid et al. · indexed
980. Inter-hemispheric electroencephalography coherence analysis: Assessing brain activity during monotonous driving ↗ · 2010 · Jap, Budi Thomas et al. · indexed
981. EEG-Based Drivers Mental Fatigue Detection Using ERD/ERS and Hurst Exponent ↗ · 2022 · González-Rodríguez, Diana Guadalupe et al. · indexed
982. ROStopbox: A Human-Centered Vehicle Environment Data Acquisition System ↗ · 2024 · Schneider, Daniel et al. · indexed
983. Driver Emotion Recognition for Intelligent Vehicles ↗ · 2020 · Zepf, Sebastian et al. · indexed
984. Assessment of driver drowsiness using electroencephalogram signals based on multiple functional brain networks ↗ · 2018 · Chen, Jichi et al. · indexed
985. Automated detection of driver fatigue based on EEG signals using gradient boosting decision tree model ↗ · 2018 · Hu, Jianfeng et al. · indexed
986. Pilot mental workload analysis in the A320 traffic pattern based on HRV features ↗ · 2025 · Yuan, Jiajun et al. · indexed
987. Multivariate Multiscale Entropy: An Approach to Estimating Vigilance of Driver ↗ · 2020 · Ahammed, Kawser et al. · indexed
988. EEG-based Safety Driving Performance Estimation and Alertness Using Support Vector Machine · 2015 · Sun, Hongyu et al. · archived
989. Study on EEG-based carelessness warnings to bus driver ↗ · 2022 · Hong, Sara et al. · indexed
990. Retracted: Analysis of Driving Workload in Mountain City Tunnel Portal Based on Naturally Driving Test ↗ · 2018 · Luo, Jie et al. · indexed
991. Heterogeneous overtaking and learning styles with varied EEG patterns in a reinforced driving task ↗ · 2022 · Zhao, Shuo et al. · indexed
992. Driver drowsiness detection based on classification of surface electromyography features in a driving simulator ↗ · 2019 · Mahmoodi, Mohammad et al. · indexed
993. Editorial: Detection and Estimation of Working Memory States and Cognitive Functions Based on Neurophysiological Measures ↗ · 2018 · Putze, Felix et al. · indexed
994. Driving behavior recognition using EEG data from a simulated car-following experiment ↗ · 2018 · Yang, Liu et al. · indexed
995. Hypo-Driver: A Multiview Driver Fatigue and Distraction Level Detection System ↗ · 2022 · Riquelme, Fabi醤 et al. · indexed
996. Measuring mental workload using physiological measures: A systematic review ↗ · 2019 · Charles, Rebecca L. et al. · indexed
997. Heart Rate Extraction Based on Near-Infrared Camera: Towards Driver State Monitoring ↗ · 2018 · Zhang, Qi et al. · indexed
998. DriveAware: Multimodal Wearable Sensing–Based Machine Learning Approaches to Detect Driver Distraction ↗ · 2026 · Montaser, Heba et al. · indexed
999. The effect of heart rate variability biofeedback on cortical arousal and its subsequent influence on vigilance: a randomized controlled study · 2026 · Saito, Ryuji et al. · archived
1000. Research on Mental Workload of Deep-Sea Oceanauts Driving Operation Tasks from EEG Data ↗ · 2023 · Liu, Xiaoguang et al. · indexed
1001. Cognitive state monitoring for neuroadaptive information visualization · 2026 · Idesis, Sebastian et al. · archived
1002. Effects of Searching for Street Parking on Driver Behaviour and Physiology: Results From an On-Road Instrumented Vehicle Study ↗ · 2018 · Ponnambalam, Canmanie Teresa et al. · indexed
1003. Driver-vehicle interfacial dynamics: a robust cue for driver fatigue ↗ · 2011 · Haque, M.A. et al. · indexed
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1009. A Novel Semi-Dry Electrode Suitable for Collecting EEG Data for Detecting Driving Fatigue in Long-Period Driving Case ↗ · 2023 · Wang, Fuwang et al. · indexed
1010. Vision-Based Instant Measurement System for Driver Fatigue Monitoring ↗ · 2020 · Tsai, Yin-Cheng et al. · indexed
1011. Trends, relationship, and model of selected service sector workers in Malaysia: Physiological responses of mental workload and mental fatigue during performing real-time tasks · 2023 · Malaysia, Universiti Putra et al. · archived
1012. Sequence Analysis of Monitored Drowsy Driving ↗ · 2023 · Schwarz, Chris et al. · indexed
1013. Preliminary analysis of full-scale driving simulator data for unmasked sleepiness detection ↗ · 2014 · Yang, Ji Hyun et al. · indexed
1014. Mental Workload Assessment: The Relationship Between Physiological Heart Rate Variability and Subjective NASA-TLX Measures ↗ · 2024 · Sutarto, Auditya Purwandini et al. · indexed
1015. Short-term Heart Rate Variability Analysis during Driving a Powered Wheelchair ↗ · 2019 · Bu, Nan et al. · indexed
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1017. Brain Waves Measurement Based Evaluation of Mental Workload Related to Visual Information While Driving ↗ · 2011 · Gheorghe, Lucian Andrei et al. · indexed
1018. Driver Impairment Detection and Safety Enhancement Through Comprehensive Volatility Analysis · 2020 · Khattak, Asad J. et al. · archived
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1022. Multimodal Driver Drowsiness Detection Using Facial Expressions and Ear-EEGs With a Lightweight Auto-Denoising Network ↗ · 2025 · Mai, Ngoc-Dau et al. · indexed
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1034. Automobile Driver Stress Detection By Wearable Glove System · 2018 · D, Hepsiba. et al. · archived
1035. Using Psychophysiological Sensors to Assess Mental Workload During Web Browsing ↗ · 2018 · Jimenez-Molina, Angel et al. · indexed
1036. A Semantic Hybrid Temporal Approach for Detecting Driver Mental Fatigue ↗ · 2024 · Ansari, Shahzeb et al. · indexed
1037. Brain Complex Network Characteristic Analysis of Fatigue during Simulated Driving Based on Electroencephalogram Signals ↗ · 2019 · Han, Chunxiao et al. · indexed
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1039. EEG_DMNet: A Deep Multi-Scale Convolutional Neural Network for Electroencephalography-Based Driver Drowsiness Detection ↗ · 2024 · Obaidan, Hanan Bin et al. · indexed
1040. IoT Based Automotive Driver Drowsiness Prediction System Using Heart Rate Variability and Galvanic Skin Response ↗ · 2020 · Munir, Muhammad Atif et al. · indexed
1041. Assessment of Mental Fatigue: An EEG-Based Forecasting System for Driving Safety ↗ · 2015 · Liu, Yu-Ting et al. · indexed
1042. Pilot’s mental workload nonlinear correlation among objective and subjective measurements ↗ · 2021 · Alaimo, A et al. · indexed
1043. Drowsiness Transitions Detection Using a Wearable Device ↗ · 2023 · Antunes, Ana Rita et al. · indexed
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1045. Dynamic Reorganization of Functional Connectivity Unmasks Fatigue Related Performance Declines in Simulated Driving ↗ · 2020 · Wang, Hongtao et al. · indexed
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1047. Physiological Assessment of Driver Trust in Automated Vehicles under Distinct Driving Styles · 2026 · Li, Yizheng et al. · archived
1048. Driving Drowsiness Detection with EEG Using a Modified Hierarchical Extreme Learning Machine Algorithm with Particle Swarm Optimization: A Pilot Study ↗ · 2020 · Ma, Yuliang et al. · indexed
1049. A Multimodal Dataset of Psychological, Physiological, and Behavioral Responses in Diverse Driving Scenarios ↗ · 2026 · Chai, Bo et al. · indexed
1050. Correlation of Work Fatigue and Mental Workload in Train Drivers: A Cross-sectional Study · 2023 · Hassanzadeh-Rangi, Narmin et al. · archived
1051. EEG assessment of driving cognitive distraction caused by central control information · 2023 · Zhao, Yan et al. · archived
1052. EEG-based Driver Fatigue Detection ↗ · 2013 · AlZu'bi, Hamzah S. et al. · indexed
1053. Heart Rate Variability as a Marker of Cognitive Workload: Influence of Temperature and Task Complexity in Office Settings ↗ · 2026 · Anam, Sadia Israt et al. · indexed
1054. Clustering-Based Detection of Driver Drowsiness with Ear-EEG ↗ · 2026 · Mutlu, Eray et al. · indexed
1055. Prediction of Driver Intention Using EEG and GSR Signals for Advanced Driver Assistance Systems ↗ · 2024 · Li, Jiaxiang et al. · indexed
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1057. A discriminating method of driving anger based on sample entropy of EEG and BVP ↗ · 2015 · Wan, Ping et al. · indexed
1058. Effect of Driving Duration and Work Schedules on Vigilance Level and Driving Performance of Bus Drivers ↗ · 2013 · Pei, Yu Long et al. · indexed
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1060. Neurophysiologic monitoring of mental workload and fatigue during operation of a flight simulator ↗ · 2005 · Smith, Michael E. et al. · indexed
1061. Time-Dependent Adaptations of Brain Networks in Driving Fatigue ↗ · 2023 · Giannakopoulou, Olympia et al. · indexed
1062. Driving Fatigue Classified Analysis Based on ECG Signal ↗ · 2012 · Wu, Qun et al. · indexed
1063. Online Detection of Driver Fatigue Based on Reaction Time: Designing a Monitoring and Early-Warning System ↗ · 2020 · Guo, Mengzhu et al. · indexed
1064. SUBJECTIVE AND INDIRECT METHODS TO OBSERVE DRIVER’S DROWSINESS AND ALERTNESS: AN OVERVIEW · 2016 · Khamis, Nor Kamaliana et al. · archived
1065. Real Time Fatigue-Driver Detection from Electroencephalography Using Emotiv EPOC+ ↗ · 2016 · Sarno, Riyanarto et al. · indexed
1066. Bench-Marking Drivers' Visual and Cognitive Demands: A Feasibility Study ↗ · 2015 · Zhang, Yu et al. · indexed
1067. Driver mental workload measurement trends and cognitive impacts: a literature review ↗ · 2026 · Faidah, Uyun Nadzirotul et al. · indexed
1068. EEG alpha spindles and prolonged brake reaction times during auditory distraction in an on-road driving study ↗ · 2014 · Sonnleitner, Andreas et al. · indexed
1069. A Measure of Strong Driver Fatigue ↗ · 2009 · Sommer, David et al. · indexed
1070. Detection of Drowsy Driving Using Wearable Sensors ↗ · 2023 · Pereira, Duarte et al. · indexed
1071. Spectral Analysis of EEG During Microsleep Events Annotated via Driver Monitoring System to Characterize Drowsiness ↗ · 2020 · Wang, Chunwu et al. · indexed
1072. Comparison of outlier heartbeat identification and spectral transformation strategies for deriving heart rate variability indices for drivers at different stages of sleepiness ↗ · 2018 · Forcolin, Fabio et al. · indexed
1073. Temporal Separation and Self-Rating of Alertness as Indicators of Driver Fatigue in Commercial Motor Vehicle Operators ↗ · 2004 · Belz, Steven M. et al. · indexed
1074. EEG Dataset Collection for Mental Workload Predictions in Flight-Deck Environment · 2024 · Hernández-Sabaté, Aura et al. · archived
1075. Driver Distraction Detection Using Bidirectional Long Short-Term Network Based on Multiscale Entropy of EEG · 2022 · Zuo, Xin et al. · archived
1076. Influence of mountain traffic conditions on the functional state of a bus driver ↗ · 2021 · Lviv Polytechnic National University et al. · indexed
1077. SUBJECTIVE AND INDIRECT METHODS TO OBSERVE DRIVER’S DROWSINESS AND ALERTNESS: AN OVERVIEW ↗ · 2016 · K., NOR KAMALIANA et al. · indexed
1078. Mental workLoad Accumulation Effect of Mobile Phone Distraction in L2 Autopilot Mode · 2022 · Zhao, Hongfei et al. · archived
1079. EEG-based Driving Fatigue Detection during Operating the Steering Wheel Data Section ↗ · 2020 · Zou, Bing et al. · indexed
1080. Mining of the association rules between driver electrodermal activity and speed variation in different road intersections ↗ · 2022 · Distefano, Natalia et al. · indexed
1081. A dynamic center and multi threshold point based stable feature extraction network for driver fatigue detection utilizing EEG signals ↗ · 2020 · Tuncer, Turker et al. · indexed
1082. Effects of Takeover Request Lead Time to Driver Workload in Autonomous Driving ↗ · 2019 · Yun, Yong Deok et al. · indexed
1083. Designing an advanced early warning system to detect drivers’ distraction and drowsiness – A pilot study ↗ · 2026 · Boujenfa, Sabrina et al. · indexed
1084. Towards detecting levels of alertness in drivers using multiple modalities ↗ · 2020 · Riani, Kais et al. · indexed
1085. Driver sleepiness detection with deep neural networks using electrophysiological data ↗ · 2021 · Hultman, Martin et al. · indexed
1086. Driver State Monitoring System ↗ · 2019 · Guettas, Amina et al. · indexed
1087. Measuring cognitive distraction in the automobile II · 2014 · Strayer, DL et al. · archived
1088. Multi-Scale Heart Beat Entropy Measures for Mental Workload Assessment of Ambulant Users ↗ · 2019 · Tiwari, Abhishek et al. · indexed
1089. Speed-dependent temporal development of driver fatigue in extra-long highway tunnels: An on-road study ↗ · 2026 · Gao, Xiao-Juan et al. · indexed
1090. Driving Performance, Adaptation, and Cognitive Workload Costs of Logo Panel Detection as Mediated by Driver Age · 2017 · Lau, Mei Ying et al. · archived
1091. How Resource Demands of Nondriving-Related Tasks and Engagement Time Affect Drivers’ Physiological Response and Takeover Performance in Conditional Automated Driving ↗ · 2023 · Guo, Lie et al. · indexed
1092. Driving Fatigue Effects on Cross-Frequency Phase Synchrony Embedding in Multilayer Brain Network ↗ · 2023 · Liu, Shun et al. · indexed
1093. Personalized Driver Workload Estimation in Real-World Driving ↗ · 2018 · Murphey, Yi et al. · indexed
1094. An Emotion Classification Model for Driver Emotion Recognition Using Electroencephalography (EEG) ↗ · 2022 · Gamage, T. A. et al. · indexed
1095. Driving Fatigue Detecting Based on EEG Signals of Forehead Area ↗ · 2017 · Mu, Zhendong et al. · indexed
1096. Fatigue detection of vehicular driver through skin conductance, pulse oximetry and respiration: A random forest classifier ↗ · 2017 · Wang, Dong et al. · indexed
1097. Bicyclist Stress Perceptions and Heart Rate Variability ↗ · 2021 · Fitch, Dillon · indexed
1098. Pilots’ mental workload variation when taking a risk in a flight scenario: a study based on flight simulator experiments ↗ · 2022 · Wang, Lei et al. · indexed
1099. Driver’s Arousal and Workload under Partial Vehicle Automation · 2020 · AAA Foundation for Traffic Safety · archived
1100. Eye-Gaze Metrics for Cognitive Load Detection on a Driving Simulator ↗ · 2022 · Pillai, Prarthana et al. · indexed
1101. Analyzing the relationship between distracted driving and eye movement using multimodal data collected during car driving ↗ · 2022 · Uraki, Daigo et al. · indexed
1102. Driving Fatigue Detection Based on Hybrid Electroencephalography and Eye Tracking ↗ · 2024 · Lian, Zequan et al. · indexed
1103. Study on the Effect of Driving Time on Fatigue of Grassland Road Based on EEG ↗ · 2021 · Zhang, Yule et al. · indexed
1104. Mearsurment of functional near-infrared spectroscopy signals in distracted drivers v1 · 2017 · Xu, Gongcheng · archived
1105. PHYSIOLOGICAL REACTIVITY AS A PREDICTOR OF PERFORMANCE IN A VIGILANCE TASK ↗ · 1971 · Coles, Michael G. H. et al. · indexed
1106. Unobtrusive measurement of cognitive load and physiological signals in uncontrolled environments ↗ · 2024 · Anders, Christoph et al. · indexed
1107. Analysis of Naturalistic Driving Data to Assess Distraction and Drowsiness in Drivers of Commercial Motor Vehicles · 2021 · Hammond, Rebecca L. et al. · archived
1108. Detecting Unfavorable Driving States in Electroencephalography Based on a PCA Sample Entropy Feature and Multiple Classification Algorithms ↗ · 2020 · Zhang, Tao et al. · indexed
1109. Non-Intrusive Detection of Drowsy Driving Based on Eye Tracking Data ↗ · 2019 · Zandi, Ali Shahidi et al. · indexed
1110. An EOG-based Vigilance Estimation Method Applied for Driver Fatigue Detection ↗ · 2015 · Ma, Jia-Xin et al. · indexed
1111. Evaluation of Mental Workload for Ship Handling Using Physiological Indices ↗ · 2009 · Murai, Koji et al. · indexed
1112. Image-Based Fatigue Detection of Vehicle Driver: State-of-the-Art and Reference Model ↗ · 2021 · Bulygin, Alexandr et al. · indexed
1113. EEG Pattern Analysis for Physiological Indicators of Mental Fatigue in Simulated Air Traffic Control Tasks · 2010 · Dasari, Deepika et al. · archived
1114. CogMamba: Multi-Task Driver Cognitive Load and Physiological Non-Contact Estimation with Multimodal Facial Features ↗ · 2025 · Xie, Yicheng et al. · indexed
1115. Model-Based Estimation of Mental Workload in Drivers Using Pupil Size Measurements ↗ · 2023 · Pillai, Prarthana et al. · indexed
1116. Cognitive workload evaluation in visual-auditory navigation system through EEG measurement in driving performance using driving simulator ↗ · 2023 · Hendradewa, Andrie Pasca et al. · indexed
1117. Classification of mental workload based on multiple features of ECG signals ↗ · 2021 · Qu, Hongquan et al. · indexed
1118. Mental Workload and its Relation with Fatigue among Urban Bus Drivers · 2017 · Hassanzadeh-Rangi, Narmin et al. · archived
1119. Statistics analysis and eigenvalue construction of EEG for driving fatigue by fuzzy entropy arithmetic ↗ · 2011 · Zhong, Mingen et al. · indexed
1120. A Survey of EEG-Based Driver State and Behavior Detection for Intelligent Vehicles ↗ · 2024 · Ju, Jiawei et al. · indexed
1121. Real-time EEG-based Driver's Fatigue Detection System using Deep Neural Network ↗ · 2021 · Asghar, Muhammad Adeel et al. · indexed
1122. EEG-Based Mental Workload Estimation ↗ · 2019 · Samima, Shabnam et al. · indexed
1123. Smartwatch-Based Wearable EEG System for Driver Drowsiness Detection ↗ · 2015 · Li, Gang et al. · indexed
1124. EEG Signal Driving Fatigue Detection based on Differential Entropy ↗ · 2024 · Wang, Danyang et al. · indexed
1125. Trends in Heart-Rate Variability Signal Analysis ↗ · 2023 · Ishaque, Syem et al. · indexed
1126. Detection of emergency braking intention using driver's electroencephalographic signals ↗ · 2019 · Hernández-Rojas, Luis Guillermo et al. · indexed
1127. Psychophysiological and Some Functional Markers of Mental Workload in Young Men ↗ · 2018 · Ignatova, Yu. P. et al. · indexed
1128. Human Emotional State Analysis During Driving Simulation Experiment Using Bio-Emotion Estimation Method ↗ · 2018 · Sugaya, Midori et al. · indexed
1129. An EEG-based method for detecting drowsy driving state ↗ · 2010 · Li, Ming-ai et al. · indexed
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1131. Driver fatigue state detection based on EEG and EOG feature fusion and deep learning ↗ · 2021 · Yang, Ying et al. · indexed
1132. Study on the Effect of Man-Machine Response Mode to Relieve Driving Fatigue Based on EEG and EOG ↗ · 2019 · Wang, Fuwang et al. · indexed
1133. A comprehensive prediction and evaluation method of pilot workload · 2018 · Feng, Chuanyan et al. · archived
1134. Functional brain network analysis of the fatigue state for coach bus driver ↗ · 2015 · Chang, Wenwen et al. · indexed
1135. Hemodynamic Responses during Simulated Automobile Driving in a Monotonous Situation ↗ · 2006 · Yamakoshi, T. et al. · indexed
1136. RESEARCH ON VEHICLE-BASED DRIVER STATUS/PERFORMANCE MONITORING; DEVELOPMENT, VALIDATION, AND REFINEMENT OF ALGORITHMS FOR DETECTION OF DRIVER DROWSINESS. FINAL REPORT ↗ · 1994 · Wierwille, Walter W. et al. · indexed
1137. Research on driving fatigue detection method based on fNIRS data and Facial Features ↗ · 2025 · Zeng, Lingqiu et al. · indexed
1138. EEG-based multi-band functional connectivity using corrected amplitude envelope correlation for identifying unfavorable driving states ↗ · 2025 · Chen, Jichi et al. · indexed
1139. Tracking vigilance fluctuations in real-time: a sliding-window heart rate variability-based machine-learning approach ↗ · 2024 · Xie, Tian et al. · indexed
1140. A Study of Chinese Professional Drivers' Electroencephalogram Characteristics under Angry Driving Based on Field Experiments ↗ · 2014 · Wan, Ping et al. · indexed
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1143. EEG-Based Driver Drowsiness Estimation Using Self-Paced Learning with Label Diversity ↗ · 2019 · Xu, Yifan et al. · indexed
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1145. Applications of EEG indices for the quantification of human cognitive performance: A systematic review and bibliometric analysis · 2020 · Ismail, Lina Elsherif et al. · archived
1146. Smart Fatigue Phone: Real-time estimation of driver fatigue using smartphone-based cortisol detection ↗ · 2019 · Shin, Joonchul et al. · indexed
1147. Examining signs of driver sleepiness, usage of sleepiness countermeasures and the associations with sleepy driving behaviours and individual factors · 2015 · Watling, Christopher N. et al. · archived
1148. Driving fatigue detection based on fusion of EEG and vehicle motion information ↗ · 2024 · Lan, Zhendong et al. · indexed
1149. Multimodal Dataset Construction and Validation for Driving-Related Anger: A Wearable Physiological Conduction and Vehicle Driving Data Approach ↗ · 2024 · Sun, Lichen et al. · indexed
1150. Efficient Method of Driver Alertness Using Hybrid Approach of Eye Movements and Bio-signals ↗ · 2014 · Veena, S.L. · indexed
1151. Estimation of drivers' drowsiness level using a Neural Network Based &amp;#x2018;Error Correcting Output Coding&amp;#x2019; method ↗ · 2010 · Tsuchida, Ayumi et al. · indexed
1152. EEG-Based Driving Fatigue Detection in Urban Road Conditions Using a Novel Semi-Dry Electrode ↗ · 2026 · Wang, Fuwang et al. · indexed
1153. Monotonous Driving Environment along Highway and Driver Behaviour in Malaysia: A Review · 2021 · Zainon, M. et al. · archived
1154. Evaluation of the sensitivity ocular and performance indicators for driver fatigue assessment in a driving simulator ↗ · 2026 · Didin, Fatin Saffanah et al. · indexed
1155. Human-Machine Interface Evaluation Using EEG in Driving Simulator · 2023 · Liu, Yuan-Cheng et al. · archived
1156. Real-Time EEG-Based Detection of Fatigue Driving Danger for Accident Prediction ↗ · 2015 · Wang, Hong et al. · indexed
1157. Short-Term EEG Patterns of Driver Drowsiness and their Relation to Crashes ↗ · 2013 · Golz, Martin et al. · indexed
1158. Real-Time Assessment of Mental Workload Using Psychophysiological Measures and Artificial Neural Networks ↗ · 2003 · Wilson, Glenn F. et al. · indexed
1159. Exploration of driver stress when resuming control from highly automated driving in an emergency situation · 2023 · Kerautret, Laora et al. · archived
1160. Towards real-time detection of cognitive effort in driving: contribution of a cardiac measurement ↗ · 2017 · Jallais, Christophe et al. · indexed
1161. Estimation of driver sleepiness based on EEG analysis ↗ · 2012 · Golz, M. et al. · indexed
1162. Trends and Future Prospects of the Drowsiness Detection and Estimation Technology · 2021 · Arakawa, Toshiya · archived
1163. Tremor Eye Movements as an Objective Marker of Driver’s Fatigue ↗ · 2022 · Lyapunov, S. I. et al. · indexed
1164. Effect of cognitive load on drivers’ State and task performance during automated driving: Introducing a novel method for determining stabilisation time following take-over of control ↗ · 2021 · Melnicuk, Vadim et al. · indexed
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1168. Scenario Parameters for Fatigue Induction in Truck-Driving Simulators: A Systematic Review of Experimental Designs · 2026 · Fonseca, Tiago et al. · archived
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1170. Efficacy of a Neurofeedback Training on Attention and Driving Performance: Physiological and Behavioral Measures ↗ · 2019 · Balconi, Michela et al. · indexed
1171. Measuring Mental Workload With Low-Cost and Wearable Sensors: Insights Into the Accuracy, Obtrusiveness, and Research Usability of Three Instruments ↗ · 2017 · Lo, Julia C. et al. · indexed
1172. Eye Indicators and Driving Fatigue Research Based on Driving Simulator ↗ · 2014 · Li, Feihu et al. · indexed
1173. Evaluating the Potential of Using EEG to Monitor Cognitive Workload in Simulated Suborbital Flight ↗ · 2024 · Seedhouse, Erik · indexed
1174. Application of Ensemble Learning in EEG Signal Analysis of Fatigue Driving ↗ · 2021 · Rao, Songhui et al. · indexed
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1176. Regression analysis of EEG signals in fatigue driving based on ensemble learning ↗ · 2021 · Dong, Na et al. · indexed
1177. Driving and Sleep Deprivation: Comparing Interventions Using a Driving Simulator with EEG Analysis ↗ · 2025 · Ntagka, Niki Eleni et al. · indexed
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1179. Alpha Rhythm Modulations Associated with Reaction Times during Simulated Autonomous Driving ↗ · 2026 · WATANABE, Hayato et al. · indexed
1180. EEG-Based Driver Fatigue Detection with Frequency–Spatial Attention and Mamba2 Temporal Modeling ↗ · 2025 · Zhang, Hewei et al. · indexed
1181. Feasibility and use of psychophysiological responses based on cognitive load theory ↗ · 2019 · Kim, Jeonghyun et al. · indexed
1182. A Comparison of Subjective Mental Workload Measures in Driving Contexts ↗ · 2013 · Kim, Ji Yeon et al. · indexed
1183. Wireless ambulatory ECG signal capture for HRV and cognitive load study using the NeuroMonitor platform ↗ · 2013 · Sahadat, Md Nazmus et al. · indexed
1184. Real-Time Assessment of Operator State in Air Traffic Controllers Using Ocular Metrics ↗ · 2017 · Kuo, Jonny et al. · indexed
1185. Multiple robust approaches for EEG-based driving fatigue detection and classification ↗ · 2023 · Prabhakar, Sunil Kumar et al. · indexed
1186. Directed Brain Network Analysis for Fatigue Driving Based on EEG Source Signals ↗ · 2022 · Qin, Yingmei et al. · indexed
1187. Microneedle Array Electrode-Based Wearable EMG System for Detection of Driver Drowsiness through Steering Wheel Grip ↗ · 2021 · Satti, Afraiz Tariq et al. · indexed
1188. INVESTIGATING THE INFLUENCE OF DISTANCE BETWEEN CARS ON THE DRIVER PSYCHOPHYSIOLOGY DURING BRAKING USING EEG: A CASE STUDY ON DRIVING IN INDONESIA ↗ · 2019 · Sugiono, Sugiono et al. · indexed
1189. EEG and fNIRS are associated with situation awareness (hazard) prediction during a driving task ↗ · 2024 · Festa, Elena K. et al. · indexed
1190. Investigation of Pedal Operation Characteristics and Drivers’ Workload on Sloped Sections of Mountainous Road Based on Naturalistic Driving Data ↗ · 2018 · Xu, Jin et al. · indexed
1191. On‐road experimental study on driving anger identification model based on physiological features by ROC curve analysis ↗ · 2017 · Wan, Ping et al. · indexed
1192. A ROBUST FRAMEWORK FOR DRIVER FATIGUE DETECTION FROM EEG SIGNALS USING ENHANCEMENT OF MODIFIED Z-SCORE AND MULTIPLE MACHINE LEARNING ARCHITECTURES · 2023 · Abdubrani, Rafiuddin et al. · archived
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1194. Driver Profiling and Bayesian Workload Estimation Using Naturalistic Peripheral Detection Study Data ↗ · 2024 · Caber, Nermin et al. · indexed
1195. Manipulating Drivers' Mental Workload: Neuroergonomic Evaluation of the Speed Regulation N-Back Task Using NASA-TLX and Auditory P3a · 2023 · Figalová, Nikol et al. · archived
1196. Driver Vigilance Detection from EEG Signals using Transformer Networks ↗ · 2022 · Gao, Dingcheng et al. · indexed
1197. Classification of driving fatigue based on EEG signals ↗ · 2020 · Qin, Xuebin et al. · indexed
1198. 5203 Mesurement of driver's brain function by using functional near-infrared spectroscopy : Evaluation of reduction in driver's mental workload by driving · 2008 · YANAGISAWA, Kazuki et al. · archived
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1200. Simultaneous Eye Blink Characterization and Elimination From Low-Channel Prefrontal EEG Signals Enhances Driver Drowsiness Detection ↗ · 2022 · Shahbakhti, Mohammad et al. · indexed
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1202. An exploratory study of drivers’ EEG response during emergent collision avoidance ↗ · 2022 · Li, Xiaomeng et al. · indexed
1203. Comparison of Different Combinations of Ultra-Short-Term HRV Features for Identifying Driving Anger ↗ · 2023 · Zhu, Zhibin et al. · indexed
1204. Development of In-Vehicle Information Dissemination Mechanisms to Reduce Cognitive Burden in the Information-Rich Driving Environment · 2022 · Agrawal, Shubham et al. · archived
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1206. Automated Driver Drowsiness Detection from Single-Channel EEG Signals Using Convolutional Neural Networks and Transfer Learning ↗ · 2022 · Ghadami, Ali et al. · indexed
1207. Hybrid Systems to Boost EEG-Based Real-Time Action Decoding in Car Driving Scenarios · 2021 · Vecchiato, Giovanni · archived
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1209. Electroencephalogram-Based Multi-Class Driver Fatigue Detection using Power Spectral Density and Lightweight Convolutional Neural Networks · 2025 · Suprihatiningsih, Wiwit et al. · archived
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1215. Physiological measurement of situation awareness: a study of the validity of EEG and fNIRS during performance and automation monitoring in a complex task ↗ · 2025 · Festa, Elena K. et al. · indexed
1216. Estimating Attentional State of a Driver: Interacting Effects of Task Demands and Cognitive Capacities ↗ · 2018 · Choe, Seonggyu et al. · indexed
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1218. Behavioral Indicators of Drowsy Driving: Active Search Mirror Checks · 2022 · Meyer, Jason E. et al. · archived
1219. Stress Classification of ECG-Derived HRV Features Extracted from Wearable Devices ↗ · 2021 · Dalmeida, Kayisan Mary et al. · indexed
1220. Estimating the State of Pressing the Gas Pedal by Using driver EEG Data ↗ · 2018 · Sarikaya, Bilal et al. · indexed
1221. Multimodal Machine Learning Framework for Driver Mental Workload Classification: A Comparative and Interpretable Approach ↗ · 2026 · Shao, Xiaojun et al. · indexed
1222. Evaluating Mental Load During Realistic Driving Simulations by Means of Round the Ear Electrodes ↗ · 2019 · Wascher, Edmund et al. · indexed
1223. Using Pupillometry to Indicate the Cognitive Redline ↗ · 2016 · Rodriguez-Paras, Carolina et al. · indexed
1224. Predicting Focused and Mind-Wandering States from EEG Signals Recorded During Driving ↗ · 2025 · Castro, Johan et al. · indexed
1225. Eye States Detection from Wearable EEG Sensing for Driver Safety ↗ · 2024 · Kale, Priyanka Hemant et al. · indexed
1226. Mental Workload Alters Heart Rate Variability, Lowering Non-linear Dynamics ↗ · 2019 · Delliaux, Stéphane et al. · indexed
1227. Multimodal EEG and Eye-Tracking Assessment of Perceived Mental Workload and Situation Awareness in a Visual Display Terminal Simulation Task ↗ · 2026 · Xiao, Mingchong et al. · indexed
1228. A Methodological Review on Prediction of Multi-Stage Hypovigilance Detection Systems Using Multimodal Features · 2021 · Abbas, Qaisar et al. · archived
1229. Kinesthesia in a sustained-attention driving task · 2014 · Chuang, Chun‐Hsiang et al. · archived
1230. Phenomenon of fatigue among professional drivers in Poland · 2020 · Buczaj, Agnieszka et al. · archived
1231. Temporal EEG Imaging for Drowsy Driving Prediction · 2019 · Cheng, Eric Juwei et al. · archived
1232. HRV-Based Multimodal Physiological Signal Monitoring Using Wearable Biosensors in Human–Computer Interaction: Cognitive Load in Real-Time Strategy Games ↗ · 2026 · Shi, Yunlong et al. · indexed
1233. The impact of spiral tunnel characteristics on driver HRV and stress perception: A naturalistic driving experiment ↗ · 2025 · Han, Lei et al. · indexed
1234. Machine Learning-Based Detection of Driver Distraction by Capacitive Electrocardiogram Signals ↗ · 2024 · Skoric, Tamara et al. · indexed
1235. The Effect of Takeover Lead Time on Driver Workload ↗ · 2019 · Yun, Yongdeok et al. · indexed
1236. Wearable Driver Distraction Identification On-The-Road via Continuous Decomposition of Galvanic Skin Responses ↗ · 2018 · Dehzangi, Omid et al. · indexed
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1238. Recurrent Neural Network with Tunicate Swarm Optimization and Shift Delta Cepstrum for Automated Driver Health Monitoring System ↗ · 2024 · Arif, M. K. et al. · indexed
1239. Cross-Task Consistency of Electroencephalography-Based Mental Workload Indicators: Comparisons Between Power Spectral Density and Task-Irrelevant Auditory Event-Related Potentials · 2021 · Ke, Yufeng et al. · archived
1240. Assessing driver cortical activity under varying levels of automation with functional near infrared spectroscopy ↗ · 2017 · Sibi, Srinath et al. · indexed
1241. Self-reported Drowsiness and Safety Outcomes While Driving After an Extended Duration Work Shift in Trainee Physicians · 2017 · Anderson, Clare et al. · archived
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1243. Fit for purpose of on-the-road driving and simulated driving: A randomised crossover study using the effect of sleep deprivation · 2023 · Koopmans, Ingrid et al. · archived
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1247. Driver Sleepiness Classification Based on Physiological Data and Driving Performance From Real Road Driving ↗ · 2019 · Martensson, Henrik et al. · indexed
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1249. Driving Attention State Detection Based on GRU-EEGNet ↗ · 2024 · Wu, Xiaoli et al. · indexed
1250. The Effect of an Extrinsic Incentive on Psychophysiological Measures of Mental Effort and Motivational Disposition when Task Demand is Varied ↗ · 2010 · Ewing, Katie C et al. · indexed
1251. Fractal Dimension as Quantifier of EEG Activity in Driving Simulation · 2021 · Sebastián, Mª et al. · archived
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1253. Development and Assessment of a Driver Drowsiness Monitoring System · 2012 · NHTSA · archived
1254. Detecting Driver Drowsiness Based on Sensors: A Review ↗ · 2012 · Sahayadhas, Arun et al. · indexed
1255. Estimating driving performance based on EEG spectrum and fuzzy neural network ↗ · 2005 · Ruei-Cheng Wu et al. · indexed
1256. Using the ISO detection response task to measure the cognitive load of driving four separate vehicles on two distinct highways · 2024 · Biondi, FN et al. · archived
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1259. Real Time Classification of Cognitive Load Using fNIRS and EEGNet in a Driving Simulation Task ↗ · 2025 · Khan, Mehshan Ahmed et al. · indexed
1260. Analysis of Braking Driving Behavior based on EEG ↗ · 2025 · Shu, Jin et al. · indexed
1261. Smart Steering Sleeve (S3): A Non-Intrusive and Integrative Sensing Platform for Driver Physiological Monitoring ↗ · 2022 · Ye, Chuwei et al. · indexed
1262. Wearable driver drowsiness detection using electrooculography signal ↗ · 2016 · Ma, Zheren et al. · indexed
1263. Mental workload classification using heart rate metrics ↗ · 2009 · Henelius, A. et al. · indexed
1264. Characterizing The Confounding Effects of Cybersickness On Mental Workload And Stress Detection Performance During An Immersive Virtual Reality Driving Task Using Electroencephalography ↗ · 2026 · Tiwari, Abhishek et al. · indexed
1265. Wearable Driver Monitoring System ↗ · 2024 · Benusa, Michael et al. · indexed
1266. Features of changes in heart rate variability indices in driving school cadets with different levels of preparedness ↗ · 2021 · Bebinov, S.E. et al. · indexed
1267. Assessment and monitoring of mental workload in subway train operations using physiological, subjective, and performance measures ↗ · 2020 · Jafari, Mohammad‐Javad et al. · indexed
1268. Driver Behavior in Road Tunnels: Association with Driver Stress and Performance ↗ · 2015 · Miller, Erika E. et al. · indexed
1269. The Effect of Partial Sleep Deprivation and Time-on-Task on Young Drivers’ Subjective and Objective Sleepiness ↗ · 2023 · Cellini, Nicola et al. · indexed
1270. Physiological Characteristics and Nonparametric Test for Master-Slave Driving Task’s Mental Workload Evaluation in Mountain Area Highway at Night ↗ · 2019 · Wang, Haiwei et al. · indexed
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1272. Developing a method to detect driver drowsiness based on a single EEG channel and discriminated features ↗ · 2024 · Hussein, Raed Mohammed et al. · indexed
1273. Automated Detection of Driver Fatigue Based on Entropy and Complexity Measures ↗ · 2014 · Zhang, Chi et al. · indexed
1274. Detecting drowsiness while driving using wavelet transform ↗ · 2004 · Parikh, P. et al. · indexed
1275. Investigating the Influence of Driving on Brain Connectivity Networks and Emotion Processing Mechanism Based on EEG Signals ↗ · 2024 · Li, Guofa et al. · indexed
1276. Applying support vector machine on hybrid fNIRS/EEG signal to classify driver's conditions (Conference Presentation) ↗ · 2016 · Nguyen, Thien et al. · indexed
1277. A Multi-Facets Analysis of the Driver Status by EEG and Fuzzy Hardware Processing ↗ · 2006 · Faro, A. et al. · indexed
1278. Individualized drowsiness detection during driving by pulse wave analysis with neural network ↗ · 2005 · Hayashi, K. et al. · indexed
1279. A multimodal psychological, physiological and behavioural dataset for human emotions in driving tasks ↗ · 2022 · Li, Wenbo et al. · indexed
1280. Trends in Heart-Rate Variability Signal Analysis ↗ · 2021 · Ishaque, Syem et al. · indexed
1281. On-road Stress Analysis for In-car Interventions During the Commute ↗ · 2019 · Balters, Stephanie et al. · indexed
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1283. Impact of multi-dimensional cognitive demands on takeover performance, physiological and eye-tracking measures in conditionally automated vehicles ↗ · 2025 · Wang, Ange et al. · indexed
1284. Psychophysiological Reactivity of Aggressive Drivers: An Exploratory Study ↗ · 2001 · Malta, Loretta S. et al. · indexed
1285. Wavelet based Analysis of EEG Signal for Detecting various Conditions of Driver ↗ · 2019 · Reddy, K. Viswavardhan et al. · indexed
1286. The Design of the Virtual Driving Experiment Platform based on EEG · 2015 · Yin, Jinghai et al. · archived
1287. Simulator Performance vs. Neurophysiologic Monitoring: Which is More Relevant to Assess Driving Impairment? ↗ · 2005 · Moller, Henry J et al. · indexed
1288. Study on Detection of Driving Fatigue Based on ECG Collected by a Novel Semi-Dry Electrode ↗ · 2025 · Yao, Wanchao et al. · indexed
1289. Real-time EEG-based detection of driving fatigue using a novel semi-dry electrode with self-replenishment of conductive fluid ↗ · 2024 · Wang, Fuwang et al. · indexed
1290. Non-contact Monitoring of Fatigue Driving Using FMCW Millimeter Wave Radar ↗ · 2023 · Chen, Honghong et al. · indexed
1291. WAUC: A Multi-Modal Database for Mental Workload Assessment Under Physical Activity ↗ · 2020 · Albuquerque, Isabela et al. · indexed
1292. Mental Workload as a Function of Road Type and Visibility: Comparison of Neurophysiological, Behavioral, and Subjective Indices ↗ · 2004 · Baldwin, Carryl L. et al. · indexed
1293. Predicting Driver Fatigue in Automated Driving with Explainability · 2021 · Zhou, Feng et al. · archived
1294. Multimodal prediction of situation awareness during automated driving: a gaze and EEG-based approach ↗ · 2025 · Lim, Chiho et al. · indexed
1295. Eye Movement Detection for Assessing Driver Drowsiness by Electrooculography ↗ · 2013 · Ebrahim, Parisa et al. · indexed
1296. Driver drowsiness detection: a comparison between intrusive and non-intrusive signal acquisition methods ↗ · 2018 · Oliveira, Licinio et al. · indexed
1297. Predicting drowsiness-related driving events: a review of recent research methods and future opportunities ↗ · 2016 · Lenné, Michael G. et al. · indexed
1298. EEG-based detection of mental workload level and stress: the effect of variation in each state on classification of the other ↗ · 2020 · Bagheri, Mahsa et al. · indexed
1299. Analysis of Different Measures to Detect Driver States: A Review ↗ · 2019 · Murugan, Suganiya et al. · indexed
1300. Toward Emotion Recognition in Car-Racing Drivers: A Biosignal Processing Approach ↗ · 2008 · Katsis, C.D. et al. · indexed
1301. Re-Engaging Driver Attention Using ChatGPT: A VR-EEG Study on Stress Impact and Driving Performance ↗ · 2025 · Elfiqi, Alaa et al. · indexed
1302. Road to serenity: Individual variations in the efficacy of unobtrusive respiratory guidance for driving stress regulation ↗ · 2024 · Béquet, A.J. et al. · indexed
1303. A WPCA-Based Method for Detecting Fatigue Driving From EEG-Based Internet of Vehicles System · 2019 · Dong, Na et al. · archived
1304. A Hybrid System for Driver Assistance Using Computer Vision Methods ↗ · 2025 · Mafteiu-Scai, Liviu Octavian et al. · indexed
1305. Driver Assistance System for Stress Recognition by Handcrafted Feature Extraction and Convolutional Neural Network ↗ · 2024 · Vaezi, Mahtab et al. · indexed
1306. Driver Lane Change Prediction Using Physiological Measures ↗ · 2015 · Murphey, Yi lu et al. · indexed
1307. A reasoning-based framework for car driver&amp;#x2019;s stress prediction ↗ · 2008 · Rigas, George et al. · indexed
1308. Effects of In-vehicle Information on Driver Blink Characteristics and Workload · 2019 · WU, Ling et al. · archived
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1310. Gaze dynamics reveal age-related physiological patterns across driving events ↗ · 2026 · Strle, Gregor et al. · indexed
1311. How to Reduce Work-Related Road Deaths? Driver Fatigue Monitoring – Case Study · 2025 · DAVIDOVIĆ, Jelica et al. · archived
1312. Detecting and Predicting Pilot Mental Workload Using Heart Rate Variability: A Systematic Review ↗ · 2024 · Wang, Peizheng et al. · indexed
1313. Skin potential response for stress recognition in simulated urban driving ↗ · 2021 · Zontone, Pamela et al. · indexed
1314. Combining driving simulator and physiological sensor data in a latent variable model to incorporate the effect of stress in car-following behaviour · 2019 · Paschalidis, Evangelos et al. · archived
1315. Driver fatigue detection technology in active safety systems ↗ · 2011 · Qiong Wang et al. · indexed
1316. An on-road examination of daytime and evening driving on rural roads: physiological, subjective, eye gaze, and driving performance outcomes ↗ · 2022 · Watling, Christopher N. et al. · indexed
1317. Novel Doppler approach to monitoring driver drowsiness ↗ · 2016 · Chen, Long et al. · indexed
1318. r-principal subspace for driver cognitive state classification ↗ · 2015 · Almahasneh, Hossam et al. · indexed
1319. Deep Learning-based EEG Detection of Mental Alertness States from Drivers under Ethical Aspects ↗ · 2021 · Rohlinger, Tihomir et al. · indexed
1320. Functional Connectivity Analysis of Mental Fatigue Reveals Different Network Topological Alterations Between Driving and Vigilance Tasks ↗ · 2018 · Dimitrakopoulos, Georgios N. et al. · indexed
1321. Prolonged Eyelid Closure Episodes during Sleep Deprivation in Professional Drivers · 2016 · Alvaro, Pasquale K. et al. · archived
1322. DriE-Cog dataset: A multimodal physiological–behavioural dataset for intelligent driving emergency response ↗ · 2026 · Zhang, Hongqiang et al. · indexed
1323. ICA-Derived EEG Correlates to Mental Fatigue, Effort, and Workload in a Realistically Simulated Air Traffic Control Task · 2017 · Dasari, Deepika et al. · archived
1324. Developing a Deep Neural Network for Driver Fatigue Detection Using EEG Signals Based on Compressed Sensing ↗ · 2022 · Sheykhivand, Sobhan et al. · indexed
1325. Modelling the effects of stress on gap-acceptance decisions combining data from driving simulator and physiological sensors · 2018 · Paschalidis, Evangelos et al. · archived
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1327. Sleep Detection System for Trucks: A Real-Time Multi-Modal Data-Driven AI Framework for Driver Fatigue Monitoring · 2025 · Verma, Paras · archived
1328. Temporal patterns of driving fatigue and driving performance among male taxi drivers in Hong Kong: A driving simulator approach ↗ · 2019 · Meng, Fanyu et al. · indexed
1329. Can variations in visual behavior measures be good predictors of driver sleepiness? A real driving test study ↗ · 2017 · Wang, Yonggang et al. · indexed
1330. Wearable driver drowsiness detection system based on biomedical and motion sensors ↗ · 2015 · Lee Boon Leng et al. · indexed
1331. EEG-based cognitive load estimation during the use of a virtual wheelchair simulator ↗ · 2026 · Pereira Salgado, Débora et al. · indexed
1332. Assessment of Driver Movements during Prolonged Driving Using Seat Pressure Measurements ↗ · 2011 · Wang, B. et al. · indexed
1333. Sound as a Countermeasure against Driving Fatigue Based on ECG ↗ · 2010 · Zhao, Xiaohua et al. · indexed
1334. Differential Self-Attention in 1-D CNNs for Driver Inattention Detection Using Multimodal Biosignals ↗ · 2026 · Pavan, Kaveti et al. · indexed
1335. Detection of Pilot’s Mental Workload Using a Wireless EEG Headset in Airfield Traffic Pattern Tasks ↗ · 2023 · Liu, Chenglin et al. · indexed
1336. Detection of distraction under naturalistic driving using Galvanic Skin Responses ↗ · 2017 · Rajendra, Vikas et al. · indexed
1337. EEG correlates of active visual search during simulated driving: An exploratory study · 2014 · Renold, Hadrien et al. · archived
1338. Measurement of train driver’s brain activity by functional near-infrared spectroscopy (fNIRS) · 2006 · Kojima, T. et al. · archived
1339. Understanding Driver Response Patterns to Mental Workload Increase in Typical Driving Scenarios ↗ · 2018 · Liao, Yuan et al. · indexed
1340. Shed a light in fatigue detection with near-infrared spectroscopy during long-lasting driving ↗ · 2016 · Gao, Yuan et al. · indexed
1341. Research on Multi-Mode Driver Fatigue Detection System ↗ · 2010 · Liu, Zhen Yu et al. · indexed
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1343. An improved feature extraction algorithm for EEG-based driving fatigue recognition · 2025 · Geng, Xiaozhong et al. · archived
1344. Unsupervised fNIRS feature extraction with CAE and ESN autoencoder for driver cognitive load classification ↗ · 2021 · Liu, Ruixue et al. · indexed
1345. Detection and analysis of driver fatigue stages with EEG signals · 2022 · Demir, Ahmet et al. · archived
1346. Monitoring Driver Fatigue Via Driving Performance ↗ · 2020 · Fairclough, Stephen · indexed
1347. Prediction of Stress and Mental Workload during Police Academy Training Using Ultra-Short-Term Heart Rate Variability and Breathing Analysis ↗ · 2020 · Tiwari, Abhishek et al. · indexed
1348. Fatigue and Motorcoach/Bus Driver Safety: Evidence Report · 2012 · Calloway, Meredith et al. · archived
1349. Driver Alertness Monitoring Using Fusion of Facial Features and Bio-Signals ↗ · 2012 · Lee, Boon-Giin et al. · indexed
1350. Assessment of Driver Fatigue, Distraction, and Performance in a Naturalistic Setting ↗ · 2005 · Barr, Lawrence C. et al. · indexed
1351. Detection of high-speed railway driver fatigue across shifts scheduling ↗ · 2024 · Chen, Yufan et al. · indexed
1352. EEG-based Driver Drowsiness Classification via Calibration-Free Framework with Domain Generalization ↗ · 2022 · Kim, Dong-Young et al. · indexed
1353. Characteristics of Elderly Driver's Driving Behavior and Cognition under Unexpected Event Using Driving Simulator ↗ · 2011 · Park, Se Jin et al. · indexed
1354. Blink-Related Oscillations Provide Naturalistic Assessments of Brain Function and Cognitive Workload within Complex Real-World Multitasking Environments · 2024 · Page, Cleo et al. · archived
1355. Drowsiness Detection and Alert System Using Wearable Dry Electroencephalography for Safe Driving ↗ · 2021 · ABD GANİ, Shamsul Fakhar · indexed
1356. Constructing Multi-scale Entropy Based on the Empirical Mode Decomposition(EMD) and its Application in Recognizing Driving Fatigue ↗ · 2020 · Zou, Shuli et al. · indexed
1357. Age related changes in cognitive response style in the driving task. · 2009 · Reimer, Bryan · archived
1358. Data Preprocessing Method of ECG Indicators When Applied ECG in Driver Mental Workload Research ↗ · 2009 · Xiaoli, Xie et al. · indexed
1359. Driver Monitoring of Automated Vehicles by Classification of Driver Drowsiness Using a Deep Convolutional Neural Network Trained by Scalograms of ECG Signals ↗ · 2022 · Arefnezhad, Sadegh et al. · indexed
1360. Cross-Subject Zero Calibration Driver’s Drowsiness Detection: Exploring Spatiotemporal Image Encoding of EEG Signals for Convolutional Neural Network Classification · 2021 · Paulo, Joao Ruivo et al. · archived
1361. Heart rate variability based assessment of cognitive workload in smart operators ↗ · 2020 · Digiesi, Salvatore et al. · indexed
1362. Electroencephalographic and peripheral temperature dynamics during a prolonged psychomotor vigilance task ↗ · 2019 · Molina, Enrique et al. · indexed
1363. Brain Correlates of Lane Changing Reaction Time in Simulated Driving ↗ · 2015 · Zhang, Huaijian et al. · indexed
1364. The Validity of Physiological Measures to Identify Differences in Intrinsic Cognitive Load ↗ · 2021 · Ayres, Paul et al. · indexed
1365. Motion artifact removal in stress sensors used in “driver in motion” simulators ↗ · 2016 · Affanni, A. et al. · indexed
1366. EEG-based driving fatigue detection using multilevel feature extraction and iterative hybrid feature selection ↗ · 2021 · Tuncer, Turker et al. · indexed
1367. Neurophysiological Vigilance Characterisation and Assessment: Laboratory and Realistic Validations Involving Professional Air Traffic Controllers · 2020 · Sebastiani, Marika et al. · archived
1368. Speed control, visual adaptation, and mental workload in urban short underpass tunnels: A naturalistic driving study ↗ · 2025 · Mei, Jialin et al. · indexed
1369. Drowsiness Detection Using Ocular Indices from EEG Signal ↗ · 2022 · Tarafder, Sreeza et al. · indexed
1370. Reliability of Heart Rate Variability Analysis by Using Electrocardiogram Recorded Unrestrainedly from an Automobile Steering-Wheel ↗ · 2007 · Osaka, Motohisa et al. · indexed
1371. An EEG monitoring method based on compressed sensing for fatigue driving ↗ · 2024 · Xin, Zengnian · indexed
1372. Driver Stress State Evaluation by Means of Thermal Imaging: A Supervised Machine Learning Approach Based on ECG Signal ↗ · 2020 · Cardone, Daniela et al. · indexed
1373. Analysis of motion sickness in a driving simulator using physiological indicators ↗ · 2020 · TAKEUCHI, Kiyotaka · indexed
1374. EEG–EMG coupling as a hybrid method for steering detection in car driving settings · 2022 · Vecchiato, Giovanni et al. · archived
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1376. CNN-Transformer Based Real-Time Detection of Driver Sleep Onset Using EEG and EOG Signals ↗ · 2025 · Jiao, Yingying et al. · indexed
1377. Wireless Sensor Embedded Steering Wheel for Real Time Monitoring of Driver Fatigue Detection ↗ · 2012 · Thomas, Betsy et al. · indexed
1378. An Eye on Operational Readiness in Paramedics: A Review of Wearable Technology ↗ · 2024 · Pringle, Kyle et al. · indexed
1379. The effects of dynamic workload and experience on commercially available EEG cognitive state metrics in a high-fidelity air traffic control environment ↗ · 2019 · Bernhardt, Kyle A. et al. · indexed
1380. A noninvasive real-time driving fatigue detection technology based on left prefrontal Attention and Meditation EEG ↗ · 2014 · He, Jian et al. · indexed
1381. Thermoregulatory changes at driver sleepiness ↗ · 2006 · Quanten, S. et al. · indexed
1382. Spectral EEG Biomarkers in Cognitive Characterization: Applications in VR, UXA, and Ergonomics ↗ · 2025 · Casares, Ángel David Blanco et al. · indexed
1383. Robust In-Vehicle Heartbeat Detection Using Multimodal Signal Fusion ↗ · 2023 · Warnecke, Joana M. et al. · indexed
1384. Dual channel Electrodermal activity sensor for motion artifact removal in car drivers’ stress detection ↗ · 2019 · Affanni, Antonio et al. · indexed
1385. Investigating Monotony in Air Traffic Control Towers: Comparing a Small and Medium-sized Airport ↗ · 2026 · Meyer, Lothar et al. · indexed
1386. Using an Electroencephalography Brain-Computer Interface for Monitoring Mental Workload During Flight Simulation · 2021 · Fraser, Adam · archived
1387. Integrative Mobile Sensor Framework for Driver Behavior Analysis: Real-Time Monitoring of Facial and Physiological Parameters to Enhance Road Safety ↗ · 2025 · G, Manisha et al. · indexed
1388. Effectiveness of Workload-Based Drowsy Driving Countermeasures ↗ · 2019 · Rayes, Freddy et al. · indexed
1389. Exploring the effect of cognitive load in scenarios of daily driving · 2024 · Felisberti, Fatima M. et al. · archived
1390. Investigating mental workload caused by NDRTs in highly automated driving with deep learning ↗ · 2024 · Hu, Xintao et al. · indexed
1391. Proactive vs. reactive car driving: EEG evidence for different driving strategies of older drivers · 2018 · Karthaus, Melanie et al. · archived
1392. Development of a Drowsiness Warning System Based on Heart Rate and Driver Arousal Level for Determining Driving Control Transfer in Autonomous Vehicles ↗ · 2025 · Son, Jung-Kwon et al. · indexed
1393. A Review on Deep Learning Techniques for EEG-Based Driver Drowsiness detection systems · 2024 · Latreche, Imene et al. · archived
1394. Spatiotemporal Characteristics of Event-Related Potentials Triggered by Unexpected Events during Simulated Driving and Influence of Vigilance ↗ · 2021 · Seo, Pukyeong et al. · indexed
1395. Fatigue driving detection based on electrooculography: a review ↗ · 2021 · Tian, Yuanyuan et al. · indexed
1396. Impact of Local/Short Haul Operations on Driver Fatigue [Report] · 2000 · Hanowski, Richard J. · archived
1397. Sensitivity of Lane Position and Steering Angle Measurements to Driver Fatigue ↗ · 2016 · Zhang, Hui et al. · indexed
1398. Personalized Classification of Scenario-Derived Operational Driver-State Classes from Non-Intrusive Wearable Signals in Real-World SAE Level 2 Automated Driving ↗ · 2026 · Fernandez-Matellan, Raul et al. · indexed
1399. A Driving Fatigue Feature Detection Method Based on Multifractal Theory ↗ · 2022 · Wang, Fuwang et al. · indexed
1400. Study on Driving Fatigue Evaluation System Based on Short Time Period ECG Signal ↗ · 2018 · Lei, Jianmei et al. · indexed
1401. Sleepy driving on the real road and in the simulator—A comparison ↗ · 2012 · Hallvig, David et al. · indexed
1402. A Driver Fatigue Recognition Model Based on BP Neural Network ↗ · 2011 · Li, Shiwu et al. · indexed
1403. A Physiological Sensor-Based Android Application Synchronized with a Driving Simulator for Driver Monitoring ↗ · 2019 · González-Ortega, David et al. · indexed
1404. A Cross-Subject Band-Power Complexity Metric for Detecting Mental Fatigue Through EEG ↗ · 2026 · Li, Ang et al. · indexed
1405. Physical Fitness and Highway Driving Performance: Evidence from a Driving Simulator Study of Young Drivers ↗ · 2026 · Sekadakis, Marios et al. · indexed
1406. Fatigue driving detection technology based on EEG signal · 2024 · Yang, Zhe · archived
1407. Continuous monitoring of heart rate variability and haemodynamic stability of an automobile driver to prevent road accidents ↗ · 2012 · Emarose, S. et al. · indexed
1408. Application of Psychophysiological Models to Mental Workload ↗ · 2000 · Backs, Richard W. · indexed
1409. The severity of driver fatigue in terms of line crossing: a pilot study comparing day- and night time driving in simulator · 2017 · Anund, Anna et al. · archived
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1411. Driving Fatigue Detection Based on Behavioral with Cognitive Task Scenario ↗ · 2025 · Hadi, Faisal et al. · indexed
1412. Classification of carrier-based aircraft pilot mental workloads based on feature-level fusion and decision-level fusion of PPG and EEG signals ↗ · 2025 · Zhu, W. et al. · indexed
1413. Regression-Based Continuous Driving Fatigue Estimation: Toward Practical Implementation ↗ · 2020 · Bose, Rohit et al. · indexed
1414. Development of a facial skin temperature-based methodology for non-intrusive mental workload measurement ↗ · 2007 · Or, Calvin K.L. et al. · indexed
1415. Estimation of driver attention using Visually Evoked Potentials ↗ · 2007 · Reddy, B Srinath et al. · indexed
1416. Automatic driver sleepiness detection using EEG, EOG and contextual information ↗ · 2019 · Barua, Shaibal et al. · indexed
1417. Review of approaches to the problem of driver fatigue and drowsiness ↗ · 2015 · Mashko, Alina · indexed
1418. Comparison Analysis of Different Time‐Scale Heart Rate Variability Signals for Mental Workload Assessment in Human‐Robot Interaction ↗ · 2021 · Shao, Shiliang et al. · indexed
1419. Evaluation of driver status in autonomous vehicles: using thermal infrared imaging and other physiological measurements ↗ · 2019 · Kajiwara, Shinji · indexed
1420. Automated Detection of Driver Fatigue Based on AdaBoost Classifier with EEG Signals ↗ · 2017 · Hu, Jianfeng · indexed
1421. Mental Workload and Visual Impairment: Differences between Pupil, Blink, and Subjective Rating · 2008 · Recarte, Miguel Ángel et al. · archived
1422. A Temporal–Spatial Deep Learning Approach for Driver Distraction Detection Based on EEG Signals ↗ · 2022 · Li, Guofa et al. · indexed
1423. Eyeblink recognition improves fatigue prediction from single-channel forehead EEG in a realistic sustained attention task ↗ · 2020 · Ko, Li-Wei et al. · indexed
1424. Mental workload recognition using ECG and machine learning in simulated flight tasks ↗ · 2022 · Jiang, Zebin et al. · indexed
1425. Observer Rated Sleepiness and Real Road Driving: An Explorative Study ↗ · 2013 · Anund, Anna et al. · indexed
1426. The relative impact of work-related stress, life stress and driving environment stress on driving outcomes · 2011 · Rowden, Peter J. et al. · archived
1427. The Impact of Workload on Heart Rate and Blood Pressure in En-Route and Tower Air Traffic Control ↗ · 2006 · Vogt, Joachim et al. · indexed
1428. The utility of the AusEd driving simulator in the clinical assessment of driver fatigue · 2007 · Desai, Anup V. et al. · archived
1429. 209 The Mental Workload of the Driver by Vehicle Velocity and Acceleration · 2006 · HOSHI, Satofumi et al. · archived
1430. 0498 Monitoring Vigilance Decrement in Physicians-in-Training Using Wearable Sensors ↗ · 2025 · Kim, Ji-Eun et al. · indexed
1431. EEG-Based Deep Learning Approaches for Driver Fatigue Detection in Neurorehabilitation-Oriented Brain-Computer Interfaces ↗ · 2025 · Ganesan, Shobana et al. · indexed
1432. EEG-Based Neurocognitive Metrics May Predict Simulated and On-Road Driving Performance in Older Drivers ↗ · 2019 · Rupp, Greg et al. · indexed
1433. Mental Fatigue Estimation Using EEG in a Vigilance Task and Resting States ↗ · 2018 · Tian, Sen et al. · indexed
1434. The Long Road Home: Driving Performance and Ocular Measurements of Drowsiness Following Night Shift-Work · 2013 · Horrey, William J. et al. · archived
1435. Cognitive Load Assessment Using Smartwatch ECG Data: Image Processing and Pan-Tompkins Algorithm for Heart Rate Variability Analysis ↗ · 2025 · Islam, Md Rashedul et al. · indexed
1436. Detection of Train Driver Fatigue and Distraction Based on Forehead EEG: A Time-Series Ensemble Learning Method ↗ · 2022 · Fan, Chaojie et al. · indexed
1437. A Survey on State-of-the-Art Drowsiness Detection Techniques · 2019 · Ramzan, Muhammad et al. · archived
1438. A Novel Method for Classifying Driver Mental Workload Under Naturalistic Conditions With Information From Near-Infrared Spectroscopy ↗ · 2018 · Le, Anh Son et al. · indexed
1439. Indexing Mental Workload During Simulated Air Traffic Control Tasks by Means of Dual Frequency Head Maps · 2020 · Radüntz, Thea et al. · archived
1440. Comparison among driving state prediction models for car-following condition based on EEG and driving features ↗ · 2019 · Yang, Liu et al. · indexed
1441. The effects of driving environment complexity and dual tasking on drivers’ mental workload and eye blink behavior ↗ · 2016 · Faure, Vérane et al. · indexed
1442. Multiscale Global Prompt Transformer for EEG-Based Driver Fatigue Recognition ↗ · 2025 · Zhao, Pengbo et al. · indexed
1443. Driving into the future: A scoping review of smartwatch use for real-time driver monitoring ↗ · 2024 · Barka, Roza Eleni et al. · indexed
1444. EEG-Based Driver Fatigue Monitoring within a Human–Ship–Environment System: Implications for Ship Braking Safety ↗ · 2023 · Ren, Bin et al. · indexed
1445. Estimation of mental workload during automobile driving based on the measurement of eye and head movement · 2019 · CHIHARA, Takanori et al. · archived
1446. A Comparative Analysis of Mental Workload between Train and Bus Drivers · 2018 · Soewardi, Hartomo et al. · archived
1447. Identifying Distracted and Drowsy Drivers Using Naturalistic Driving Data ↗ · 2018 · Yadawadkar, Sujay et al. · indexed
1448. Real‐time eye tracking for the assessment of driver fatigue ↗ · 2018 · Xu, Junli et al. · indexed
1449. In-vehicle fragrance administration as a countermeasure for driver fatigue · 2024 · Dahlman, Anna Sjörs et al. · archived
1450. Subjective and Objective Assessment of the Impact of Stress and Mental Workload on Cybersickness During Virtual Reality Training · 2025 · Antoine Moinnereau, Marc et al. · archived
1451. ECG-Based Driver Distraction Identification Using Wavelet Packet Transform and Discriminative Kernel-Based Features ↗ · 2017 · Deshmukh, Shantanu V. et al. · indexed
1452. Predicting cognitive load in immersive driving scenarios with a hybrid CNN-RNN model · 2024 · Khan, Mehshan Ahmed et al. · archived
1453. Characterisation of Cognitive Load Using Machine Learning Classifiers of Electroencephalogram Data · 2023 · Wang, Qi et al. · archived
1454. Electroencephalogram-Based Approaches for Driver Drowsiness Detection and Management: A Review ↗ · 2022 · Li, Gang et al. · indexed
1455. DriverMVT: In-Cabin Dataset for Driver Monitoring including Video and Vehicle Telemetry Information ↗ · 2022 · Othman, Walaa et al. · indexed
1456. The Analysis of EEG Signals in Driving Behavior Based on Nonlinear Dynamics ↗ · 2022 · Xu, Chunyu et al. · indexed
1457. Examining Physiological Responses Across Different Driving Maneuvers During an On-road Driving Task: A Pilot Study Comparing Older and Younger Drivers ↗ · 2014 · Koppel, S. et al. · indexed
1458. EEG and fNIRS Analysis to Determine Acute Stress Resulting From Reaction Time Tests ↗ · 2023 · De La Cruz, Javier et al. · indexed
1459. Pattern analysis of physiological data for the assessment of mental workload ↗ · 2022 · Bläsing, Dominic · indexed
1460. Evaluating Driver Mental Workload in a Realistic Condition using Eye Movement Sensor ↗ · 2018 · Son, Le Anh et al. · indexed
1461. Evaluation and Estimation of Fatigue on Long-distance Driving ↗ · 2015 · Sugie, Ryosuke et al. · indexed
1462. Real time and non-intrusive driver fatigue monitoring · 2005 · Zhu, Zhiwei et al. · archived
1463. Feeling sleepy? stop driving—awareness of fall asleep crashes · 2023 · Anderson, Clare et al. · archived
1464. EEG based fatigue driving detection using wavelet packet sub-band energy ratio ↗ · 2015 · Ye, Ning et al. · indexed
1465. Assessing a potential electroencephalography based algorithm during a monotonous train driving task in train drivers ↗ · 2011 · Jap, Budi T et al. · indexed
1466. Validation of EEG mental workload markers using integrated statistical and machine learning analyses ↗ · 2026 · Alhothali, Abdullah Saleh et al. · indexed
1467. A Deep Learning Approach to High Accuracy Driver Identification using Physiological Signals with Optimal Driver Pool Size ↗ · 2024 · Guo, Ao et al. · indexed
1468. Influence of multitasking-induced mental workload on electrodermal activity and human cortisol ↗ · 2023 · Pidech, Jutamas et al. · indexed
1469. Driving Fatigue Identification Based on Multiple Non-intrusive Indicators ↗ · 2021 · Huang, Yanwen et al. · indexed
1470. Driving mental workload and performance of ageing drivers ↗ · 2020 · Abd Rahman, Nurul Izzah et al. · indexed
1471. Near-infrared spectroscopy assessment of divided visual attention task-invoked cerebral hemodynamics during prolonged true driving ↗ · 2015 · Li, Ting et al. · indexed
1472. Multi-modal real-world driving data collection, transcription, and integration using Bayesian Network ↗ · 2008 · Malta, Lucas et al. · indexed
1473. Effects of Neuro-Cognitive Load on Learning Transfer Using a Virtual Reality-Based Driving System ↗ · 2021 · Abdurrahman, Usman Alhaji et al. · indexed
1474. The Induction and Detection Method of Angry Driving: Evidences from EEG and Physiological Signals · 2018 · Yan, Lixin et al. · archived
1475. Mental Workload in Aircraft and Simulator During Basic Civil Aviation Training ↗ · 2009 · Dahlstrom, Nicklas et al. · indexed
1476. TMU-Net: A Transformer-Based Multimodal Framework with Uncertainty Quantification for Driver Fatigue Detection ↗ · 2025 · Zhang, Yaxin et al. · indexed
1477. Assessing Harvester Operators' Mental Workload Using Continuous ECG Recording Technique ↗ · 2001 · Tynkkynen, Mika · indexed
1478. Driver Monitoring of Automated Vehicles by Classification of Driver Drowsiness using a Deep Convolutional Neural Network Trained by Scalograms of ECG Signals ↗ · 2021 · Arefnezhad, Sadegh et al. · indexed
1479. Functional connectivity analysis of distracted drivers based on the wavelet phase coherence of functional near-infrared spectroscopy signals ↗ · 2017 · Xu, Gongcheng et al. · indexed
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1487. Prediction of Point in Time with High Crash Risk by Integration of Bayesian Estimation of Drowsiness, Tracking Error, and Subjective Drowsiness ↗ · 2018 · Atsuo Murata et al. · indexed
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1495. An Eye-Fixation Related Electroencephalography Technique for Predicting Situation Awareness: Implications for Driver State Monitoring Systems ↗ · 2023 · Liang, Nade et al. · indexed
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1600. Real-Time Biometric Monitoring for Cognitive Workload Detection: A Narrative Review of Applications in High-Demand Professions · 2025 · O'Hara, Reginald B. et al. · archived
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1680. The Influence of Advanced Driver Assistance Systems on Fatigue Development Among Long-Haul Truck Drivers · 2025 · Huang, Chunxi et al. · archived
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1686. EFFECT OF REPEATED VIGILANCE TASKS ON RESPIRATORY RATE, HEART RATE, GALVANIC SKIN REFLEX AND SIGNAL DETECTION ↗ · 1969 · KATO, Juichi · indexed
1687. Stationary gaze entropy predicts lane departure events in sleep-deprived drivers · 2018 · Shiferaw, Brook et al. · archived
1688. Biobehavioral Responses to Drowsy Driving Alarms and Alerting Stimuli · 2000 · Mallis, Malissa M. et al. · archived
1689. Uppiggande effekter av sömnskattningar: Hur påverkar det GSR och förarövervakning? · 2026 · Ahlström, Christer et al. · archived
1690. Can EEG Measurements be Used to Estimate the Performance of Taking over Control from an Autonomous Vehicle for Different Levels of Distracted Driving? An Explorative Study ↗ · 2022 · Van Miltenburg, Maykel M.P.G. et al. · indexed
1691. Detection and Alleviation of Driving Fatigue Based on EMG and EMS/EEG Using Wearable Sensor ↗ · 2015 · Wang, Hong · indexed
1692. EEG-based brain dynamics of driving distraction ↗ · 2011 · Lin, Chin-Teng et al. · indexed
1693. MFE-Driver: Multimodal Fusion Network for EEG-based Driver Emotion State Recognition ↗ · 2025 · Ma, Yongqiang et al. · indexed
1694. ANGELS - Smart Steering Wheel for Driver Safety ↗ · 2023 · Amidei, Andrea et al. · indexed
1695. Traffic conditions and their impact on the functional state of the bus driver ↗ · 2021 · Postranskyy, Taras et al. · indexed
1696. Classification of Pilots’ Mental Workload States Using Multi-Modal Physiological Signals and Machine Learning ↗ · 2025 · Liang, Dida et al. · indexed
1697. EEG-Based Drowsiness Analysis to Establish Driving Safety Using Deep Learning Approaches · 2022 · s, priyanka et al. · archived
1698. Frequency-based Incremental Feature Extraction and Machine Learning in EEG for Better Driver Fatigue Detection ↗ · 2025 · Sim, Doreen Y. Y. et al. · indexed
1699. Classification of EEG Signals from Driving Fatigue by Image-Based Deep Recurrent Neural Networks ↗ · 2022 · Fang, Zhaoguo et al. · indexed
1700. EEG-Based Spatio–Temporal Convolutional Neural Network for Driver Fatigue Evaluation ↗ · 2019 · Gao, Zhongke et al. · indexed
1701. Application of a new Model for Fatigue Identification of Commercial Vehicles Drivers · 2019 · Davidović, Jelica et al. · archived
1702. Keep your mind on the road: Predicting mind-wandering while driving using classification of pre-probe oscillatory brain activity and driving performance ↗ · 2014 · He, J. et al. · indexed
1703. Predicting Driving State, Intent to Merge and Working Memory Load from Eye-Tracking Data Collected in a Driving Simulator Study ↗ · 2025 · Arndt, Rimo Aron · indexed
1704. Truck Driver Fatigue Assessment Using a Virtual Reality System · 2016 · Ali, Ayman et al. · archived
1705. Comparison Of Machine Learning Algorithms For Heart Rate Variability Based Driver Drowsiness Detection ↗ · 2021 · CD, Aswathi et al. · indexed
1706. Modular design of fatigue detection in naturalistic driving environments ↗ · 2018 · Al-libawy, Hilal et al. · indexed
1707. Sleepiness and prediction of driver impairment in simulator studies using a Cox proportional hazard approach ↗ · 2010 · Vadeby, Anna et al. · indexed
1708. How Do Drivers Perceive Risks During Automated Driving Scenarios? An fNIRS Neuroimaging Study · 2023 · Perello-March, Jaume et al. · archived
1709. Improving safety through online driver workload assessment ↗ · 2008 · Younsi, Karine et al. · indexed
1710. Advanced 1D Temporal Deep Dilated Convolutional Embedded Perceptual System for Fast Car-Driver Drowsiness Monitoring ↗ · 2020 · Rundo, Francesco et al. · indexed
1711. A 2-D Vigilance Estimation Method for High-Speed Rail Drivers With Multimodal Sensors ↗ · 2024 · Pan, Yufan et al. · indexed
1712. Evaluation of driver drowsiness by trained raters ↗ · 1994 · Wierwille, Walter W. et al. · indexed
1713. Driver-Independent Assessment of Arousal States from Video Sequences Based on the Classification of Eyeblink Patterns ↗ · 2008 · Nopsuwanchai, Roongroj et al. · indexed
1714. Supervising is not the same as driving: the influence of the interaction between driving modality and time-on-driving on stationary gaze entropy during long, monotonous drive ↗ · 2023 · Di Stasi, Leandro Luigi et al. · indexed
1715. Mitigating passive fatigue of monotonous driving with finger activities: A driving simulator study ↗ · 2022 · Liu, Chao et al. · indexed
1716. Use of principles of prenosological diagnosis for assessing the functional state of the body under stress conditions as exemplified by bus drivers ↗ · 2009 · Baevskii, R. M. et al. · indexed
1717. Cognitive ergonomics: Triangulation of physiological, subjective, and performance-based mental workload assessments ↗ · 2025 · Fogelberg, Emmie et al. · indexed
1718. Air Traffic Controller Workload Detection Based on EEG Signals ↗ · 2024 · Shao, Quan et al. · indexed
1719. E-Key: An EEG-Based Biometric Authentication and Driving Fatigue Detection System ↗ · 2023 · Xu, Tao et al. · indexed
1720. Detecting driver drowsiness based on single electroencephalography channel ↗ · 2016 · Belakhdar, Ibtissem et al. · indexed
1721. EEG/ERP as a Measure of Mental Workload in a Simple Piloting Task ↗ · 2015 · Causse, Mickaël et al. · indexed
1722. Evaluating Emotion Regulation Techniques for Supporting Driving Safety and Performance · 2023 · Susindar, Sahinya et al. · archived
1723. Eyelid-based driver state classification under simulated and real driving conditions ↗ · 2014 · Ebrahim, Parisa et al. · indexed
1724. Driving Fatigue Detection Based on Tiny Frequency-Temporal Network from EEG Signals ↗ · 2023 · Wang, Kejie et al. · indexed
1725. Cardiovascular and electrocortical markers of anger and motivation during a simulated driving task ↗ · 2012 · Fairclough, Stephen H. et al. · indexed
1726. Driving State Recognizing Based on Driving Behavior Signals ↗ · 2010 · Hu, Dunli et al. · indexed
1727. Research of Drowsiness in Driving Based on EEG ↗ · 2010 · Jiang, Derong et al. · indexed
1728. Behavioral Entropy as an Index of Workload ↗ · 2000 · Boer, Erwin R. · indexed
1729. Application of quantitative EEG analysis to workload assessment in an advanced aircraft simulator ↗ · 1993 · Sterman, M. B. et al. · indexed
1730. Classification of Carrier-based Aircraft Pilot Mental Workloads Based on Feature Level Fusion and Decision Level Fusion of PPG and EEG Signals ↗ · 2024 · Zhu, Wenbing et al. · indexed
1731. Human Mental Workload: A Survey and a Novel Inclusive Definition · 2022 · Longo, Luca et al. · archived
1732. Resurrecting Driver Workload Metrics: A Multivariate Approach ↗ · 2015 · Auflick, Jack L. · indexed
1733. Evaluation of mental workload by large model sensor toward development of healthcare monitoring system ↗ · 2015 · Murai, Koji et al. · indexed
1734. The impact of eye movements and cognitive workload on lateral position variability in driving · 2013 · Cooper, JM et al. · archived
1735. Sensitivity of driving simulation to sleep deprivation: effect of task duration ↗ · 2025 · Meyer, Morgane et al. · indexed
1736. EEG-fest: few-shot based attention network for driver's drowsiness estimation with EEG signals ↗ · 2023 · Ding, Ning et al. · indexed
1737. Multi-modal system to detect on-the-road driver distraction ↗ · 2018 · Dehzangi, Omid et al. · indexed
1738. Assessment of operators’ mental workload using physiological andsubjective measures in cement, city traffic and power plant controlcenters ↗ · 2016 · Fallahi, Majid et al. · indexed
1739. Localized energy study for analyzing driver fatigue state based on wavelet analysis ↗ · 2007 · Zhong, Yan-Jiong et al. · indexed
1740. Physiological Evaluation of User Experience in Unstable Automated Driving: A Comparative Study ↗ · 2025 · Hwang, Sooncheon et al. · indexed
1741. Evaluation of Helicopter Performance Indicators for use in the Development of Digital Twin based on Physiological Sensor Data from the Aviator ↗ · 2024 · Feltman, Kathryn et al. · indexed
1742. EEG-Based Driving Fatigue Detection Using a Two-Level Learning Hierarchy Radial Basis Function · 2021 · Ren, Ziwu et al. · archived
1743. Effects of a Motion Seat System on Driver’s Passive Task-Related Fatigue: An On-Road Driving Study ↗ · 2020 · Lee, Seunghoon et al. · indexed
1744. Psychophysiological Test Methods and Procedures ↗ · 2019 · Wilson, Glenn F. · indexed
1745. Vehicle-based drowsy driver detection: Current status and future prospects ↗ · 2013 · Knipling, R R et al. · indexed
1746. Technologies for the Monitoring and Prevention of Driver Fatigue ↗ · 2001 · Heitmann, Anneke et al. · indexed
1747. Diagnostic Monitoring Of Vigilance Decrement Using EEG Workload Indices ↗ · 2012 · Kamzanova, Altyngul et al. · indexed
1748. Excessive Daytime Sleepiness and Commercial Motor Vehicle Driver Safety · 2009 · Tregear, Michelle L. et al. · archived
1749. Pupil Dilation Variability as an Indicator of Arousal Regulation: Towards Understanding Operator Functional State ↗ · 2022 · Neilson, Brittany et al. · indexed
1750. 0193 Sleepiness and Slow Rolling Eye Movements are Increased During Autonomous Versus Manual Driving ↗ · 2019 · Wong, Lily R et al. · indexed
1751. A study on the cognitive workload characteristics according to the driving behavior in the urban road ↗ · 2018 · Kim, HyunSuk et al. · indexed
1752. Estimation of Eye Closure Degree Using EEG Sensors and Its Application in Driver Drowsiness Detection ↗ · 2014 · Li, Gang et al. · indexed
1753. The Effect of Simulated High-Speed Driving on the Drivers’ Muscle Tension, PERCLOS (Percentage of Eyelid Closure), Saccade Duration, and Subjective Fatigue ↗ · 2023 · Shin, Ju-Eun et al. · indexed
1754. The impact of repeated cognitive tasks on driving performance and visual attention ↗ · 2010 · Wang, Ying et al. · indexed
1755. Road Characteristics and Driver Fatigue: A Simulator Study ↗ · 2007 · Oron-Gilad, Tal et al. · indexed
1756. EKG/ECG based Driver Alert System for Long Haul Drive ↗ · 2015 · Roy, Riya et al. · indexed
1757. Effects of Illuminance Levels on Driver Comfort: Evidence from a High-Fidelity Simulator Study ↗ · 2025 · Abdalla, Shene et al. · indexed
1758. Skin Conductance Response in Real Driving Settings: Comparison of Analysis Methods ↗ · 2024 · Iadarola, Grazia et al. · indexed
1759. The Effect of Cognitive Load on Auditory Susceptibility During Automated Driving · 2021 · Van der Heiden, Remo M. A. et al. · archived
1760. A Study of Body Motion Detection Method Using Wearable Sensor for Driver State Estimation ↗ · 2018 · Suwa, Koji et al. · indexed
1761. EEG-based brain functional connectivity representation using amplitude locking value for fatigue-driving recognition ↗ · 2021 · Zheng, Ronglin et al. · indexed
1762. Event Related Synchronization and Desynchronization of EEG Data During Distracted Virtual Driving ↗ · 2013 · Dahal, Nabaraj et al. · indexed
1763. Mental Workload Classification Using Electrocardiogram Data ↗ · 2025 · Behradfar, Mohsen et al. · indexed
1764. In-Vehicle Drowsy Driving Detection and Alerting [Traffic Tech] · 2023 · Blenner, Jordan A · archived
1765. Drowsy Driving Detection by EEG Analysis Using Wavelet Transform and K-means Clustering ↗ · 2014 · Gurudath, Nikita et al. · indexed
1766. Psychological and Psychophysiological Models of Pilot Performance for Systems Development and Mission Evaluation ↗ · 2002 · Svensson, Erland et al. · indexed
1767. Measuring Photoplethysmogram-Based Stress-Induced Vascular Response Index to Assess Cognitive Load and Stress ↗ · 2015 · Lyu, Yongqiang et al. · indexed
1768. EEG based driver cognitive distraction assessment ↗ · 2014 · Almahasneh, Hossam S. et al. · indexed
1769. Cross-Driver Domain Generalization for Improved Drowsiness Recognition Based on EEG Signals ↗ · 2025 · Li, Guofa et al. · indexed
1770. Towards ubiquitous and nonintrusive measurements of brain function in the real world: assessing blink-related oscillations during simulated flight using portable low-cost EEG ↗ · 2024 · Ziccardi, Alexia et al. · indexed
1771. A systematic review on detection and prediction of driver drowsiness ↗ · 2023 · Ebrahim Shaik, Md. · indexed
1772. EEG classification of driver mental states by deep learning ↗ · 2018 · Zeng, Hong et al. · indexed
1773. Fuzzy Neural Network based Real-Time Driver Fatigue Detection and Warning System using EEG Waves ↗ · 2016 · Devi, B. Aruna et al. · indexed
1774. Steering Entropy Changes as a Function of Microsleeps · 2005 · Paul, Amit et al. · archived
1775. Demonstrating Brain-Level Interactions Between Visuospatial Attentional Demands and Working Memory Load While Driving Using Functional Near-Infrared Spectroscopy ↗ · 2019 · Scheunemann, Jakob et al. · indexed
1776. Analysis of longitudinal driving behaviors during car following situation by the driver's EEG using PARAFAC · 2013 · Ikenishi, Toshihito et al. · archived
1777. Capturing Brain Activity During Driving Automobile ↗ · 2019 · Koudelkova, Zuzana et al. · indexed
1778. Using the ISO Detection response task to measure the cognitive load of driving four separate vehicles on two distinct highways ↗ · 2024 · Biondi, Francesco N. et al. · indexed
1779. Pattern Recognition of Cognitive Load Using EEG and ECG Signals ↗ · 2020 · Xiong, Ronglong et al. · indexed
1780. Brain Dynamics in Predicting Driving Fatigue Using a Recurrent Self-Evolving Fuzzy Neural Network · 2015 · Liu, Yuting et al. · archived
1781. A ship Navigator's mental workload using salivary NO&lt;inf&gt;3&lt;/inf&gt;&lt;sup&gt;&amp;#x2212;&lt;/sup&gt; compared with R-R interval: Simulator-based experiment ↗ · 2014 · Kitamura, Kenichi et al. · indexed
1782. Adaptive Neural Embedded Systems for Real-Time Driver State Monitoring in Advanced Driver Assistance Systems · 2025 · Alagar Raja Govindasamy · archived
1783. The effect of three low-cost engineering treatments on driver fatigue: A driving simulator study · 2013 · Merat, Natasha et al. · archived
1784. Capturing Driver Response to In-Vehicle Human-Machine Interface Technologies Using Facial Thermography ↗ · 2009 · Reyes, Michelle L et al. · indexed
1785. Multimodal affective driver interfaces for future cars ↗ · 2002 · Nasoz, Fatma et al. · indexed
1786. Correlating driving behavior with safety performance: from the heart to the pedals with a driving simulator ↗ · 2023 · Reis, Diogo et al. · indexed
1787. Drivers’ Mental Engagement Analysis Using Multi-Sensor Fusion Approaches Based on Deep Convolutional Neural Networks ↗ · 2023 · Aminosharieh Najafi, Taraneh et al. · indexed
1788. EEG brain signals to detect the sleep health of a driver: An automated framework system based on deep learning · 2022 · Ettahiri, Halima et al. · archived
1789. Use of Heart Rate Variability Analysis for Quantitatively Assessing Operator's Mental Workload ↗ · 2008 · Zhang, Jian-Hua et al. · indexed
1790. An Exploratory Study of the Driver Workload Assessment by Brain Functional Imaging Using Onboard fNIRS ↗ · 2011 · Shimizu, Toshiyuki et al. · indexed
1791. Predicting driver drowsiness using vehicle measures: Recent insights and future challenges ↗ · 2009 · Liu, Charles C. et al. · indexed
1792. Heavy Truck Driver Workload Investigation ↗ · 2014 · Pawlowski, Ryan · indexed
1793. Relationship Between Brain Activity and Real-Road Driving Behavior: A Vector-Based Whole-Brain Functional Near-Infrared Spectroscopy Study · 2017 · Orino, Yoshitomo et al. · archived
1794. Eye-Tracking Indices of Cognitive Load Predict Reaction Time to Urban Traffic Hazards: Machine Learning Classification and Regression Across Manual and Level 2 Assisted Driving ↗ · 2026 · Qin, Hao et al. · indexed
1795. Driving Style Recognition Based on Electroencephalography Data From a Simulated Driving Experiment ↗ · 2019 · Yan, Fuwu et al. · indexed
1796. NIRS-based experimental evaluation of driver back fatigue during long-term driving ↗ · 2018 · Jin, SangHyeon et al. · indexed
1797. Positive correlation between drowsiness and prefrontal activation during a simulated speed-control driving task ↗ · 2014 · Liu, Tao · indexed
1798. Gaze entropy metrics for mental workload estimation are heterogenous during hands-off level 2 automation ↗ · 2024 · Goodridge, Courtney M. et al. · indexed
1799. Automated Performance Evaluation of Multiple Classification Models with Feature Selection for EEG-Based Driver Fatigue Detection ↗ · 2024 · Srivastava, Muskaan et al. · indexed
1800. Quantifying Drowsy Driving [Traffic Safety Facts Research Note] · 2020 · NHTSA · archived
1801. Electrophysiological assessment of driving pleasure and difficulty using a task-irrelevant probe technique ↗ · 2016 · Takeda, Yuji et al. · indexed
1802. Review and Discussion on Driving Workload Quantification in Traffic Safety ↗ · 2018 · Lyu, Nengchao et al. · indexed
1803. Recognising driver anger using multiple physiological signals ↗ · 2025 · Wei, Ting et al. · indexed
1804. Anti-Heartbeat-Evoked Potentials Performance in Event-Related Potentials-Based Mental Workload Assessment ↗ · 2021 · Park, Sangin et al. · indexed
1805. Simultaneous Recording of EEGs and Eye-Tracking for Investigating Situation Awareness and Working Memory Load in Distracted Driving: A Prospective Analysis Toward the Neuro-Driving Framework ↗ · 2015 · Mayu, Ichiki et al. · indexed
1806. Combining Electroencephalograph and Functional Near Infrared Spectroscopy to Explore Users’ Mental Workload · 2009 · Hirshfield, Leanne M. et al. · archived
1807. Measurement of Cognitive Workload by Use of Combined Methods Including Brain-Computer Interfaces · 2020 · Firat Özkan, N. et al. · archived
1808. Between-Frequency Topographical and Dynamic High-Order Functional Connectivity for Driving Drowsiness Assessment ↗ · 2019 · Harvy, Jonathan et al. · indexed
1809. Human-centric analysis of driver inattention ↗ · 2013 · Taib, Ronnie et al. · indexed
1810. The Effects of Fatigue and Alcohol on Highway Safety · 1981 · Ryder, Joan M. et al. · archived
1811. Physiological Measurements of Vigilance: A Systematic Review ↗ · 2022 · Mehrabi, Elaheh et al. · indexed
1812. VIGNet: A Deep Convolutional Neural Network for EEG-based Driver Vigilance Estimation ↗ · 2020 · Ko, Wonjun et al. · indexed
1813. Driver fatigue discrimination method based on visual features ↗ · 2022 · Zhang, Shuwei et al. · indexed
1814. Evaluation of Simulator-Based Exercise Using Mental Workload Monitoring System ↗ · 2017 · Murai, Koji et al. · indexed
1815. On-Device Multimodal Drowsy Vehicle Driver Detection and Alerting System ↗ · 2025 · Yoon, Jong-Seok et al. · indexed
1816. Assessing mental workload with wearable devices – Reliability and applicability of heart rate and motion measurements ↗ · 2022 · Mach, Sebastian et al. · indexed
1817. Open-Loop Naturalistic Driving: An Assessment of Human Behavior, Performance, and Physiology to Support the Development of Shared Control Strategies ↗ · 2022 · Luster, Maya S. et al. · indexed
1818. Neural and psychophysiological correlates of human performance under stress and high mental workload ↗ · 2016 · Mandrick, Kevin et al. · indexed
1819. Driver's attention during monotonous driving ↗ · 2012 · Mouček, Roman et al. · indexed
1820. EEG-based fuzzy neural network estimator for driving performance ↗ · 2005 · Ruei-Cheng Wu et al. · indexed
1821. Analysis of Driving Behavior and Workload of Elderly Drivers on Freeways ↗ · 2020 · OH, Minsoo et al. · indexed
1822. Investigating the effect of drivers’ mental workload on the occurrence of driving anger among urban drivers in Qazvin city ↗ · 2024 · Abdi, Hanieh et al. · indexed
1823. Understanding the Interactions Between Driving Behavior and Well-Being in Daily Driving: Causal Analysis of a Field Study (Preprint) ↗ · 2022 · Stephan, Paul et al. · indexed
1824. Eye blink parameters to indicate drowsiness during naturalistic driving in participants with obstructive sleep apnea: A pilot study ↗ · 2021 · Cori, Jennifer M. et al. · indexed
1825. A comparative review of driver drowsiness detection systems: Recent advances, applications, challenges, and future directions ↗ · 2026 · Peker, Nur Yasin et al. · indexed
1826. Comparative analysis of drowsiness and performance in conditionally automated driving and manual driving considering the effect of circadian rhythm ↗ · 2022 · Zhang, Qi et al. · indexed
1827. RANCANG BANGUN SISTEM IDENTIFIKASI KELELAHAN BERDASARKAN DRIVING BEHAVIOUR ↗ · 2025 · Firdaus, Sukma et al. · indexed
1828. Stress and Fatigue Effects of Driving Longer-Combination Vehicles · 2000 · NHTSA · archived
1829. Near-invisible c-VEP-based passive BCI for mental workload monitoring · 2026 · Pietro, Cimarosto et al. · archived
1830. Pupil-linked arousal modulates network-level EEG signatures of attention reorienting during immersive multitasking ↗ · 2023 · Lapborisuth, Pawan et al. · indexed
1831. EEG Spectral Comparison Between Occipital and Prefrontal Cortices for Early Detection of Driver Drowsiness ↗ · 2021 · Arif, Saad et al. · indexed
1832. Heart Beat Based Drowsiness Detection System for Driver ↗ · 2018 · Dewi Purnamasari, Prima et al. · indexed
1833. Evaluate Impact of Sleep Habit on Driving Fatigue and Safety Risk using SHRP 2 Naturalistic Driving Study ↗ · 2017 · Pérez, Miguel A. et al. · indexed
1834. Audiovisual messages may improve the processing of traffic information and driver attention during partially automated driving: An EEG study · 2024 · Pi-Ruano, Marina et al. · archived
1835. Detecting Moments of Stress from Measurements of Wearable Physiological Sensors ↗ · 2019 · Kyriakou, Kalliopi et al. · indexed
1836. The Electrocortical Correlates of Daydreaming During Simulated Driving Tasks ↗ · 2013 · Zhao, Guozhen et al. · indexed
1837. Effects of acute or cumulative 8-hour sleep loss on simulated driving in a naturalistic, monotonous night-time setting: a randomized, controlled, crossover trial · 2026 · Lakämper, Stefan et al. · archived
1838. A resting-state EEG dataset for sleep deprivation · 2024 · Xiang, Chuqin et al. · archived
1839. EEG-Based Mental Workload Assessment in a Simulated Flight Task Using Single-Channel Brain Rhythm Sequence ↗ · 2024 · Xu, Xinyi et al. · indexed
1840. Biomarkers for Effects of Fatigue and Stress on Performance: EEG, P300 and Heart Rate Variability ↗ · 2008 · Berka, Chris et al. · indexed
1841. Use of Frequency Domain Analysis of Skin Conductance for Evaluation of Mental Workload ↗ · 2008 · Shimomura, Yoshihiro et al. · indexed
1842. A LightGBM-Based EEG Analysis Method for Driver Mental States Classification · 2019 · Zeng, Hong et al. · archived
1843. A Driver Fatigue Modeling Method Based on Enhanced EEG-EOG Fusion Network for Human-Machine Co-Driving ↗ · 2024 · Wang, Yinan et al. · indexed
1844. Distraction detection of driver based on EEG signals in a simulated driving with alternative secondary task ↗ · 2021 · Yan, Lirong et al. · indexed
1845. Driving fatigue detection with fusion of EEG and forehead EOG ↗ · 2016 · Xue-Qin Huo et al. · indexed
1846. Prediction of Perceived Workload From Task Performance and Heart Rate Measures ↗ · 2013 · Splawn, Joshua M. et al. · indexed
1847. An enhanced ensemble deep random vector functional link network for driver fatigue recognition ↗ · 2023 · Li, Ruilin et al. · indexed
1848. Driving simulator experiments to study drowsiness: A systematic review ↗ · 2020 · Soares, Sónia et al. · indexed
1849. Detecting driving drowsiness using EEG, EOG and driving quality signals ↗ · 2015 · Noori, Seyed Mohammad Reza et al. · indexed
1850. Assessing the Effectiveness of Increased F_IO₂for Enhancing Driver's Activation State Using Simulated Monotonous Driving ↗ · 2005 · Kusakabe, M. et al. · indexed
1851. A novel approach to the physiological measurement of mental workload ↗ · 2011 · Miller, Matthew W. et al. · indexed
1852. Fusion of Spectral and Spectro-Temporal EEG Features for Mental Workload Assessment Under Different Levels of Physical Activity ↗ · 2019 · Albuquerque, Isabela et al. · indexed
1853. Infrared webcam-based non-contact measurement of event-related potentials from event-related pupillary responses: An approach focused on mental workload ↗ · 2022 · Park, Sangin et al. · indexed
1854. Driver's Drowsiness Monitoring and Alarming Auto-System Based on EOG Signals ↗ · 2019 · Hayawi, Ali Amer et al. · indexed
1855. Detecting of Driver's Drowsiness Using Multiwavelet Packet Energy Spectrum ↗ · 2009 · Zhao, ShuanFeng et al. · indexed
1856. Fatigue Driving Detection of EEG Signals by LSTM Deep Neural Network with LPSD and DE ↗ · 2023 · Zhang, Hao et al. · indexed
1857. Monitoring Driving in a Monotonous Environment: Classification and Recognition of Driving Fatigue Based on Long Short-Term Memory Network ↗ · 2022 · Han, Hao et al. · indexed
1858. Driver State Estimation Based on Dynamic Bayesian Networks Considering Different Age and Gender Groups ↗ · 2017 · Yang, Ji Hyun et al. · indexed
1859. In-vehicle Drowsy Driving Detection and Alerting · 2023 · Gaspar, John G et al. · archived
1860. Prediction of Drowsy Driving Using EEG and Facial Expression by Machine Learning · 2019 · Naito, Daichi et al. · archived
1861. Driving Style Classification by Analyzing EEG Responses to Unexpected Obstacle Dodging Tasks ↗ · 2006 · Lin, Chin-Teng et al. · indexed
1862. Using EEG and eye-tracking as indicators to investigate situation awareness variation during flight monitoring in air traffic control system ↗ · 2024 · Li, Qinbiao et al. · indexed
1863. EEG-Based Cross-Subject Driver Drowsiness Recognition With an Interpretable Convolutional Neural Network · 2023 · Cui, Jian et al. · archived
1864. Pilot turning behavior cognitive load analysis in simulated flight ↗ · 2024 · Zhou, Wen-gang et al. · indexed
1865. EEG-Based Attention Tracking During Distracted Driving ↗ · 2015 · Wang, Yu-Kai et al. · indexed
1866. Investigating mental workload across task modalities: a multimodal analysis using pupillometry ↗ · 2024 · Dhengre, Snehal et al. · indexed
1867. Work stress related lipid disorders and arterial hypertension in professional drivers: A cross-sectional study · 2013 · Djindjić, Nataša et al. · archived
1868. Sequential Nonlinear Encoding; A Low Dimensional Regression Algorithm with Application to EEG based Driving Fatigue Detection · 2020 · Tabejamaat, Mohsen et al. · archived
1869. Assessing Fitness to Drive: an IoT-Based System Integrating Driver Emotions and Visual Distraction Metrics ↗ · 2025 · Rettori, Lucrezia et al. · indexed
1870. Residual Attention Capsule Network for Multimodal EEG- and EOG-Based Driver Vigilance Estimation ↗ · 2023 · Pan, Jiahui et al. · indexed
1871. Assessment of senior drivers’ internal state in the event of simulated unexpected vehicle motion based on near-infrared spectroscopy ↗ · 2022 · Le, Anh Son et al. · indexed
1872. Evaluation of Workload in Military Pilots During Formation Flight Instruction: Impacts of Function and Experience ↗ · 2025 · de Almeida, Marcelo Furtado et al. · indexed
1873. P017 Am I sleepy? – Subjective Sleepiness and Drowsy Driving: A systematic review and meta-analysis ↗ · 2021 · Cai, A et al. · indexed
1874. How does long trip affect on driving performance, eye blinks and awareness of sleepiness among commercial drivers? A naturalistic driving test study ↗ · 2018 · Wang, Yonggang et al. · indexed
1875. Effects of prolonged truck driving on drive safety based on real road driving ↗ · 2011 · Liu, Xiang et al. · indexed
1876. Neural indicators of sleep loss and sleep propensity in male military trainees: Insights from dry‐electrode <scp>EEG</scp>—An exploratory study ↗ · 2025 · Morrone, Jazmin et al. · indexed
1877. EEG-Based Driver Mental Fatigue Recognition in COVID-19 Scenario Using a Semi-Supervised Multi-View Embedding Learning Model ↗ · 2024 · Gu, Yi et al. · indexed
1878. Drowsiness Detection in Drivers: A Systematic Review of Deep Learning-Based Models · 2025 · Fonseca, Tiago et al. · archived
1879. EEG-Based Driving Fatigue Recognition Using Hybrid Deep Transfer Learning Approach ↗ · 2022 · Rezaee, Khosro et al. · indexed
1880. Research on fatigue driving pre-warning system based on multi-information fusion ↗ · 2018 · Zhao, Xuyang et al. · indexed
1881. Driver Cognitive, Emotional, and Behavioral Responses to Single-Day Highway Work Zones with Unexpected Lane Hazards · 2026 · Pretto, Paolo et al. · archived
1882. Identification of pilots’ mental workload under different flight phases based on a portable EEG device ↗ · 2023 · Liu, Chenglin et al. · indexed
1883. Challenges of Driver Drowsiness Prediction: The Remaining Steps to Implementation ↗ · 2023 · Perkins, Emma et al. · indexed
1884. Attention, Boredom and Mind Wandering during a Vigilance Task: EEG and Ocular Markers ↗ · 2022 · Esposito, Antonino et al. · indexed
1885. Effects of Inhaling Essential Oil on Decreasing Mental Fatigue: · 2019 · Physiological Indices Study, A · archived
1886. MADFM: Multi-Layer Adaptive Driver Fatigue Monitoring Model Based on Steering Wheel Signals ↗ · 2025 · Zhu, Jinglong et al. · indexed
1887. Smart IoT-driven biosensors for EEG-based driving fatigue detection: A CNN-XGBoost model enhancing healthcare quality · 2024 · Rezaee, Khosro et al. · archived
1888. Analysis of driver task-related fatigue using driving simulator experiments ↗ · 2011 · Rossi, Riccardo et al. · indexed
1889. Prefrontal Correlates of Passengers’ Mental Activity Based on fNIRS for High-Level Automated Vehicles · 2024 · Zhang, Xiaofei et al. · archived
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1891. EEG based Drowsiness Prediction Using Machine Learning Approach ↗ · 2021 · Priya, V. Vijay et al. · indexed
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1895. A test-retest resting, and cognitive state EEG dataset during multiple subject-driven states · 2022 · Wang, Yulin et al. · archived
1896. Quantifying the Impacts of Real Time Travel Information on Route Choice Behavior Using Psychophysiological Analysis · 2017 · Agrawal, Shubham et al. · archived
1897. Mental Workload Evaluation of Pilots Using Pupil Dilation ↗ · 2016 · Othman, Norashiken et al. · indexed
1898. Exploring the Influence of Light and Cognitive Load on Pupil Diameter in Driving Simulator Studies · 2011 · Palinko, Oskar et al. · archived
1899. The consequences of an increase in heavy goods vehicles for passenger car drivers’ mental workload and behaviour: A simulator study · 2008 · de Waard, Dick et al. · archived
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1901. Effects of a seat-integrated mobilization system during passive driver fatigue ↗ · 2021 · Schneider, Lisa et al. · indexed
1902. Driver Mental Fatigue Detection Based on Head Posture Using New Modified reLU-BiLSTM Deep Neural Network ↗ · 2021 · Ansari, Shahzeb et al. · indexed
1903. Driver drowsiness and behavior detection in prolonged conditionally automated drives ↗ · 2016 · Schmidt, Jurgen et al. · indexed
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1905. Real-Time Nonintrusive Monitoring and Prediction of Driver Fatigue ↗ · 2004 · Ji, Q. et al. · indexed
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1911. Effect of the restricted visual field on mental workload during automobile driving ↗ · 2025 · Chihara, Takanori et al. · indexed
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1918. Classification of driver fatigue in an electroencephalography-based countermeasure system with source separation module ↗ · 2015 · Chai, Rifai et al. · indexed
1919. Keep Calm and Ride Along: Passenger Comfort and Anxiety as Physiological Responses to Autonomous Driving Styles ↗ · 2020 · Dillen, Nicole et al. · indexed
1920. Comparison of Different Features and Classifiers for Driver Fatigue Detection Based on a Single EEG Channel ↗ · 2017 · Hu, Jianfeng · indexed
1921. Fatigue and Secondary Media Impacts in the Automated Vehicle: A Multidimensional State Perspective ↗ · 2023 · Neubauer, Catherine et al. · indexed
1922. Prediction of fatigue-related driver performance from EEG data by deep Riemannian model ↗ · 2017 · Hajinoroozi, Mehdi et al. · indexed
1923. Prevalence of Fatigue and Its Determinants among Chemical Transportation Drivers in Chonburi · 2017 · Phatrabuddha, Sujee et al. · archived
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1925. Multi-Head Self-Attention Enhanced Convolutional Neural Network for Driver Fatigue Detection using EEG Signals ↗ · 2023 · Gao, Kai et al. · indexed
1926. Facial and bio-signal fusion based driver alertness system using Dynamic Bayesian Network ↗ · 2014 · Sasikumar, S. et al. · indexed
1927. Serial Assessment of Physiological Evaluation Indices for Repetitive Mental Workload ↗ · 2010 · Nozawa, Akio et al. · indexed
1928. Dashcam-Based Driver Monitor for Semi-Autonomous Driving ↗ · 2023 · Sunagawa, Mika et al. · indexed
1929. Transient autonomic responses during sustained attention in high and low fit young adults · 2016 · Luque-Casado, Antonio et al. · archived
1930. Driving Experience Alters Brain Activity Related to Visual Perception and Vehicle Maneuvers During Driving ↗ · 2026 · Inagaki, Keiichiro et al. · indexed
1931. Evaluation, test and research on driver's multi-task mental load characteristics for road traffic safety ↗ · 2016 · Wen, Huiying et al. · indexed
1932. The Study of Driver's Brain Activity and Behavior Using fNIRS During Actual Car Driving ↗ · 2018 · Yamamoto, Kouji et al. · indexed
1933. Classifying Cognitive Load and Driving Situation with Machine Learning ↗ · 2014 · Yoshida, Yutaka et al. · indexed
1934. Driver fatigue detection through pupil detection and yawing analysis ↗ · 2010 · Weiwei Liu et al. · indexed
1935. Cross-Scenario Vigilance Detection Based on EEG Analysis for Safety Driving in Autonomous ↗ · 2025 · Gao, Dingcheng et al. · indexed
1936. Deep Learning for Single-Channel EEG-Based Driver Drowsiness: Comparative Study ↗ · 2022 · Latreche, Imene et al. · indexed
1937. Heart rate variability predicts 8-year risk of cardiovascular disease: The Taiwan Bus Driver Cohort Study (TBDCS) ↗ · 2020 · Wang, Ying-Chuan et al. · indexed
1938. Workload of using a driver assistance system ↗ · 2002 · Tanaka, J. et al. · indexed
1939. Effects of Prolonged Monotonous Driving on Lane Change Performance, Visual Attention, and Highway Control · 2026 · Sahar, Tayyaba et al. · archived
1940. Self-Attentive Channel-Connectivity Capsule Network for EEG-Based Driving Fatigue Detection ↗ · 2023 · Chen, Chuangquan et al. · indexed
1941. Detecting Driver Sleepiness Using Optimized Nonlinear Combinations of Sleepiness Indicators ↗ · 2011 · Sandberg, David et al. · indexed
1942. Driver Drowsiness Detection Using EEG and EOG with an Attention-CNN Framework ↗ · 2024 · Qiu, Shuo et al. · indexed
1943. Pulse controlled driver safety awareness system: A pilot study ↗ · 2018 · Çeliker, Denizhan et al. · indexed
1944. Pre-Frontal Cortex Activity of Male Drivers in the Presence of Passengers During Simulated Driving: An Exploratory Functional Near- Infrared Spectroscopy (fNIRS) Study · 2015 · Pradhan, Anuj K et al. · archived
1945. An EEG Based Vehicle Driving Safety System Using Automotive CAN Protocol · 2015 · SBCE et al. · archived
1946. Investigation into Motor Carrier Practices to Achieve Optimal Commercial Motor Vehicle Driver Performance: Phase I · 2010 · Van Dongen, Hans P. A. et al. · archived
1947. Optimal EEG Segmentation for Microsleep Detection Based on Machine Learning ↗ · 2022 · Pauli, Martin Patrick et al. · indexed
1948. Traffic and Ratings of Driver Workload: The Effect of the Number of Vehicles and Their Distance Headways ↗ · 2019 · Liu, Ke et al. · indexed
1949. Effects of Partial and Total Sleep Deprivation on Driving Performance · 1995 · Peters, Robert D. et al. · archived
1950. FATIGUE AND DRIVING ↗ · 1961 · Crawford, A. · indexed
1951. Dissociating Cognitive Load and Stress Responses Using Single-Channel EEG: Behavioral and Neural Correlates of Anxiety Across Cognitive States ↗ · 2025 · Maimon, Neta Batya et al. · indexed
1952. Development of a System for Monitoring Driver Comfort via Smartphones ↗ · 2024 · De Palma, Luisa et al. · indexed
1953. TVAR modeling of EEG to detect audio distraction during simulated driving ↗ · 2014 · Dahal, Nabaraj et al. · indexed
1954. System immersion of a driving simulator affects the oscillatory brain activity · 2022 · Figalová, Nikol et al. · archived
1955. Electroencephalography during on-the-road driving in older untreated insomnia patients and normal sleepers ↗ · 2015 · Perrier, J. et al. · indexed
1956. Detecting Driver Cognition Alertness State From Visual Activities in Normal and Emergency Scenarios ↗ · 2022 · Luo, Longxi et al. · indexed
1957. Non-Invasive Detection of Respiration and Heart Rate with a Vehicle Seat Sensor ↗ · 2018 · Wusk, Grace et al. · indexed
1958. Evaluating Driver Drowsiness Countermeasures · 2017 · Gaspar, John G et al. · archived
1959. Psychophysiological Changes Associated With Self-Regulation of Sleepiness and Cessation From a Hazard Perception Task ↗ · 2016 · Watling, Christopher N. et al. · indexed
1960. Chasing the silver bullet: Measuring driver fatigue using simple and complex tasks ↗ · 2007 · Baulk, Stuart D. et al. · indexed
1961. Effects of Mental Workload Manipulation on Electroencephalography Spectrum Oscillation and Microstates in Multitasking Environments ↗ · 2025 · Li, Wenbin et al. · indexed
1962. Music as a countermeasure to fatigue: A driving simulator study · 2024 · Orsini, Federico et al. · archived
1963. Unsupervised Clustering of Individuals Sharing Selective Attentional Focus Using Physiological Synchrony ↗ · 2022 · Stuldreher, Ivo V. et al. · indexed
1964. Evaluation of Driving Skill Level Using Electroencephalogram (EEG) ↗ · 2019 · Maruno, Tatsuya et al. · indexed
1965. Detecting Driver Fatigue by Steering Wheel Grip Force ↗ · 2016 · LEE, KYEHOON et al. · indexed
1966. Variations of the level of vigilance and of behavioural activities during simulated automobile driving ↗ · 2001 · Rogé, Joceline et al. · indexed
1967. Connected Embedded System for Drowsiness Detection Based on a Reconfigurable Set of Features ↗ · 2026 · Belakhdhar, Ibtissam · indexed
1968. Experiment design for Stress data collection while driving in a simulator ↗ · 2023 · Scherz, Wilhelm Daniel et al. · indexed
1969. Euclidean space data alignment approach for multi‐channel LSTM network in EEG based fatigue driving detection ↗ · 2021 · Tang, Jiahao et al. · indexed
1970. Online Recognition of the Mental States of Drivers with an fNIRS-Based Brain-Computer Interface Using Deep Neural Network ↗ · 2019 · Huve, Gauvain et al. · indexed
1971. Psychophysiological stress response to urban traffic: the effect of speed limits, road surface type, and greenery ↗ · 2025 · de Barros, Ablenya Grangeiro et al. · indexed
1972. The effect of in‐vehicle agent embodiment on drivers' perceived usability and cognitive workload: Evidence from subjective reporting, ECG, and fNIRS ↗ · 2024 · Ren, Zenggen et al. · indexed
1973. The Influence of Sleep Quality, Vigilance, and Sleepiness on Driving-Related Cognitive Abilities: A Comparison between Young and Older Adults · 2020 · Bartolacci, Chiara et al. · archived
1974. Driver Drowsiness Monitoring System Using Fusion of Facial Features &amp; EEG ↗ · 2018 · Salimuddin, Misbah Kazi et al. · indexed
1975. Multi-Level Driver Workload Prediction using Machine Learning and Off-the-Shelf Sensors ↗ · 2018 · van Gent, Paul et al. · indexed
1976. On-demand driver vigilance enhancement without explicit drowsiness detection—Further analysis of the pilot study results ↗ · 2017 · Van Auken, R. Michael et al. · indexed
1977. Driver drowsiness detection based on non-intrusive metrics considering individual specifics ↗ · 2016 · Wang, Xuesong et al. · indexed
1978. Towards the assessment of listening effort in real life situations: Mobile EEG recordings in a multimodal driving situation ↗ · 2015 · Damian, Angela et al. · indexed
1979. Investigation on individual adaptive driver state diagnosis method based on driver model in car-following situation ↗ · 2014 · SAIGO, Shintaro et al. · indexed
1980. Task acceptability and workload of driving city streets, rural roads, and expressways : ratings from video clips. · 2007 · Schweitzer, Jason et al. · archived
1981. Feature Selection for Predicting Pilot Mental Workload: A Feasibility Study ↗ · 2002 · East, Julia A. et al. · indexed
1982. Effect of route familiarity on attentional resource allocation during real-world road driving ↗ · 2026 · Choi, Damee et al. · indexed
1983. Hybrid Quantum Neural Network with Self-Attention for Automated Detection of Distraction-Induced Driver Inattention and Stress from Multimodal Wearable Biosignals ↗ · 2026 · Pavan, Kaveti et al. · indexed
1984. Investigating mental workload-induced changes in cortical oxygenation and frontal theta activity during simulated flights · 2022 · Hamann, Anneke et al. · archived
1985. Assessment of driver’s attentional resource allocation to visual, cognitive, and action processing by brain and eye signals ↗ · 2022 · Kimura, Motohiro et al. · indexed
1986. Prefrontal Cortex Activation and Young Driver Behaviour: A fNIRS Study · 2016 · Foy, Hannah J. et al. · archived
1987. Spirometry Has Added Value Over Electrodermal Activity as a Physiological Marker of Mental Load. ↗ · 2021 · Neukirchen, Tobias et al. · indexed
1988. P10 - Optimizing the Design of a Multi-Sensor System for On-Line Driver State and Drowsiness Detection ↗ · 2014 · Li, L. et al. · indexed
1989. Impact of Local/Short-Haul Operations on Driver Fatigue: Field Study [TechBrief] · 2001 · NHTSA · archived
1990. Capacitance-Based Untethered Fatigue Driving Recognition Under Various Light Conditions ↗ · 2024 · Zeng, Cheng et al. · indexed
1991. Driver Fatigue Detection Using TGAM EEG Signal Processing Module ↗ · 2023 · Lin, Liang-Sian et al. · indexed
1992. Affective Driver State Monitoring for Personalized, Adaptive ADAS ↗ · 2018 · Govindarajan, Vijay et al. · indexed
1993. Individual Differences in Human-Agent Teaming ↗ · 2014 · Wright, Julia L. et al. · indexed
1994. Comparing accuracy of two algorithms for detecting driver drowsiness &amp;#x2014; Single source (EEG) and hybrid (EEG and body movement) ↗ · 2011 · Pritchett, Stacey et al. · indexed
1995. Autonomic nervous system and subjective ratings of strain in air-traffic control ↗ · 2009 · Collet, C. et al. · indexed
1996. How the cognitive load of simulated driving affects the brain dynamics underlying auditory attention ↗ · 2024 · Banz, Barbara C. et al. · indexed
1997. Calibration-Free Driver Drowsiness Classification based on Manifold-Level Augmentation ↗ · 2023 · Kim, Dong-Young et al. · indexed
1998. Wearable Technologies for Mental Workload, Stress, and Emotional State Assessment during Working-Like Tasks: A Comparison with Laboratory Technologies ↗ · 2021 · Giorgi, Andrea et al. · indexed
1999. Evaluation of ship navigator's mental workload for ship handling based on physiological indices ↗ · 2009 · Hama, Kousaku et al. · indexed
2000. Awareness of sleepiness when driving ↗ · 2003 · Horne, James A. et al. · indexed
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2002. A Survey on Fatigue and Drowsiness Detection Techniques in Driving ↗ · 2021 · Rather, Adil Ahmad et al. · indexed
2003. Vehicle driver drowsiness detection method using wearable EEG based on convolution neural network ↗ · 2021 · Zhu, Miankuan et al. · indexed
2004. Movement Artifact-Robust Mental Workload Assessment During Physical Activity Using Multi-Sensor Fusion ↗ · 2020 · Tiwari, Abhishek et al. · indexed
2005. Fusion of visible light and EEG signals for a driving distraction and road rage detection system ↗ · 2024 · Wei, Shanling et al. · indexed
2006. Understanding Influences of Driving Fatigue on Driver Fingerprinting Identification Through Deep Learning ↗ · 2023 · Sun, Yifan et al. · indexed
2007. Mental workload evaluation using weighted phase lag index and coherence features extracted from EEG data ↗ · 2024 · Shafiei, Somayeh B. et al. · indexed
2008. Effect of cognitive load in autonomous vehicles on driver performance during transfer of control ↗ · 2014 · Johns, Mishel et al. · indexed
2009. An electrophysiological study of the impact of a Forward Collision Warning System in a simulator driving task ↗ · 2012 · Bueno, Mercedes et al. · indexed
2010. The mental workload of a ship’s navigator using heart rate variability ↗ · 2004 · Murai, Koji et al. · indexed
2011. Hemodynamic responses to visual cues during attentive listening in autonomous versus manual simulated driving: A pilot study ↗ · 2019 · Hidalgo-Muñoz, Antonio R. et al. · indexed
2012. Driver fatigue analysis based on binary brain networks ↗ · 2017 · Zhang, Chi et al. · indexed
2013. Assessing Energy-Related Situation Awareness Using Self-Controlled Occlusion During Electric Vehicle Driving Scenes · 2024 · Gödker, Markus et al. · archived
2014. Investigating emotion fluctuations in driving behaviors of online car-hailing drivers using naturalistic driving data ↗ · 2024 · Ma, Yongfeng et al. · indexed
2015. Machine Learning and End-to-End Deep Learning for Monitoring Driver Distractions From Physiological and Visual Signals ↗ · 2020 · Gjoreski, Martin et al. · indexed
2016. Comparison of Multimodal Features for Detecting Driver Drowsiness using different dataset ↗ · 2021 · Priya, V. Vijay et al. · indexed
2017. Personalized Driver Workload Inference by Learning From Vehicle Related Measurements · 2019 · Yi, Dewei et al. · archived
2018. Prediction of drowsiness events in night shift workers during morning driving ↗ · 2017 · Liang, Yulan et al. · indexed
2019. Eye, Heart, the Brain: The Psychophysiology of Trust in AVs ↗ · 2024 · Zhang, Yinsu et al. · indexed
2020. Assessment of Driver Mental Fatigue Using Facial Landmarks ↗ · 2019 · Cheng, Qian et al. · indexed
2021. Estimation of Driver Workload Based on a Model of Accelerator Pedal Control While Controlling Vehicle Velocity ↗ · 2016 · Hamaguchi, Takeshi et al. · indexed
2022. A novel paradigm for identifying eye-tracking metrics associated with cognitive control during driving through MEG neuroimaging ↗ · 2026 · Seacrist, Thomas et al. · indexed
2023. Response time and eye tracking datasets for activities demanding varying cognitive load ↗ · 2020 · Pillai, Prarthana et al. · indexed
2024. A Feasibility Study of Using an In-Ear EEG System for a Quantitative Assessment of Stress and Mental Workload ↗ · 2026 · Fu, Zhibo et al. · indexed
2025. An attempt to prevent traffic accidents due to drowsy driving -Prediction of drowsiness by Bayesian estimation ↗ · 2014 · Murata, Atsuo et al. · indexed
2026. Driver fatigue and highway driving: A simulator study ↗ · 2008 · Ting, Ping-Huang et al. · indexed
2027. Bicyclist-evoked arousal and greater attention to bicyclists independently promote safer driving · 2021 · Kim, Andy Jeesu et al. · archived
2028. Comparison of Driver Fatigue Trend on simulator and on-road driving based on EMG correlation ↗ · 2018 · Bhardwaj, Rahul et al. · indexed
2029. Using Facial Features to Detect Driver’s Drowsiness State ↗ · 2023 · Krity, Kaushiki et al. · indexed
2030. The Event-Related Brain Potential as a Selective Index of Display Load ↗ · 1979 · Isreal, Jack B. et al. · indexed
2031. Cardiorespiratory fitness modulates prestimulus EEG microstates during a sustained attention task · 2023 · Di Muccio, Francesco et al. · archived
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2033. Understanding Driving Behavior Using fNIRS and Machine Learning ↗ · 2021 · Izzetoglu, M. et al. · indexed
2034. A bibliometric review of research on driver fatigue under conditional automated driving ↗ · 2026 · Ni, Dingan et al. · indexed
2035. Photoplethysmographic health monitoring of the driver and Smart Driving Assistant to avoid collisions  with vehicles              ↗ · 2021 · RAJKUMAR, S C · indexed
2036. Motorcoach Driver Fatigue Study 2011 · 2012 · Belenky, Gregory et al. · archived
2037. Noncontact Multimodal Sensing for Driver Distraction Detection via Behavioral-Physiological Fusion ↗ · 2025 · Sun, Yuheng et al. · indexed
2038. Analysis of Facial and Acoustic Features for Driver Drowsiness Detection ↗ · 2024 · Loni, Deepali Y · indexed
2039. A Study of the Behavior and Responsibility of Slovak Drivers, Especially in Case of Fatigue ↗ · 2021 · Hajducik, Adrian et al. · indexed
2040. Research on EEG-based Novice and Experienced Drivers' Identification Using BP Neural Network during Simulated Driving ↗ · 2020 · Wu, Yingzhang et al. · indexed
2041. Lane keeping performances subjected to whole-body vibrations · 2018 · Azizan, Amzar et al. · archived
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2044. Cognitive Stress Responses During an N-Back Task: Pupillary Dynamics and Salivary Alpha-Amylase Activity ↗ · 2026 · Kuroiwa, Toshihiko et al. · indexed
2045. Detection of Driver Braking Intention Using EEG Signals During Simulated Driving ↗ · 2019 · Nguyen, Trung-Hau et al. · indexed
2046. EEG-based Mental Workload and Stress Recognition of Crew Members in Maritime Virtual Simulator: A Case Study ↗ · 2017 · Liu, Yisi et al. · indexed
2047. EEG-based brain functional connectivity during distracted driving ↗ · 2015 · Almahasneh, Hossam et al. · indexed
2048. An Investigation of Drowsy Lane Departures from Driving Simulator Studies ↗ · 2026 · Schwarz, Chris et al. · indexed
2049. Contactless Pulse Rate Assessment: Results and Insights for Application in Driving Simulators · 2025 · Nešković, Đorđe D. et al. · archived
2050. Cross-Environment Consistency of Driver Vigilance Under Visual Restriction: Eye-Tracking Evidence from Real and Simulated Driving ↗ · 2026 · Ding, Jie et al. · indexed
2051. Evolutionary-Optimized Multimodal Driver RiskAssessment Using DE-Enhanced Cross-AttentionFusion of EEG and Telematics · 2026 · Raga Madhuri, Ch et al. · archived
2052. Driver Distraction State Recognition Based on Minimum Spanning Tree Features using EEG Data ↗ · 2023 · Liu, Rui et al. · indexed
2053. Measuring Mental Workload Variations in Office Work Tasks using fNIRS ↗ · 2021 · Midha, Serena et al. · indexed
2054. Exploring Monitoring Systems Data for Driver Distraction and Drowsiness Research ↗ · 2020 · Lobo, António et al. · indexed
2055. The effects of cognitive distraction on behavioural, oculomotor and electrophysiological metrics during a driving hazard perception task ↗ · 2020 · Savage, Steven W. et al. · indexed
2056. Detection and Predictive Analysis of Drowsiness Using Non-contact Doppler Sensor · 2025 · In, Chung Kyo et al. · archived
2057. Effects of subjective driving workload on hazard perception performance in older drivers: A driving simulation study ↗ · 2025 · Zhou, Yiwen et al. · indexed
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2059. Driver Drowsiness Detection through a Vehicle's Active Probe Action ↗ · 2019 · Yang, Sen et al. · indexed
2060. Driver Drowsiness Detection Using Eye Movement Behavior · 2025 · Biradar, Sonali et al. · archived
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2062. Research of HRV as a Measure of Mental Workload in Human and Dual-Arm Robot Interaction ↗ · 2020 · Shao, Shiliang et al. · indexed
2063. Using EEG to Understand why Behavior to Auditory In-vehicle Notifications Differs Across Test Environments ↗ · 2017 · Chuang, Lewis L. et al. · indexed
2064. Relationship between mental workload and photoplethysmography in the effect of physical performance ↗ · 2017 · Koca, Elif Işikçi et al. · indexed
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2067. Hierarchical ordered logistic regression analysis of urban rail transit driver fatigue determinants: impact of emotion regulation and sleep patterns · 2026 · Du, Juanli et al. · archived
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2070. Deep Coupling Recurrent Auto-Encoder with Multi-Modal EEG and EOG for Vigilance Estimation ↗ · 2021 · Song, Kuiyong et al. · indexed
2071. Physiological responses of race car drivers in authentic and simulated motor-racing ↗ · 2025 · Holland, Justin et al. · indexed
2072. EEG-based driver fatigue detection using hybrid deep generic model · 2016 · San, Phyo Phyo et al. · archived
2073. Adaptive Gain Theory Predicts Phasic Pupillary Dilations During Non-Critical Transitions of Control from Hands-Off L2 Driving Systems ↗ · 2025 · Goodridge, Courtney Michael et al. · indexed
2074. Driver Behavior Assessment with Different ML Models Using EEG and Physiological Data - A Comparative Study ↗ · 2024 · Al-Gburi, Sama Hussein et al. · indexed
2075. The Relationship Between Physical And Mental Workload On Job Fatigue In Maxim Car Drivers In Kupang City In 2024 · 2024 · Misam Selan, Arwadi et al. · archived
2076. A Machine Learning Approach to Classify Driver Mental Workload as Assessed by Electroencephalography through Infrared Thermal Imaging ↗ · 2022 · Perpetuini, D. et al. · indexed
2077. Detecting driver sleepiness from EEG alpha wave during daytime driving ↗ · 2017 · Jiao, Yingying et al. · indexed
2078. Railway drivers’ physiological responses to typical hazardous scenarios: differences between professional drivers and student drivers ↗ · 2026 · Guo, Zizheng et al. · indexed
2079. EEG-based System Using Deep Learning and Attention Mechanism for Driver Drowsiness Detection ↗ · 2021 · Zhu, Miankuan et al. · indexed
2080. Modeling cognitive load and physiological arousal through pupil diameter and heart rate ↗ · 2018 · Jerčić, Petar et al. · indexed
2081. The role of workload and driver coping styles in predicting bus drivers’ need for recovery, positive and negative affect, and physical symptoms ↗ · 2008 · Machin, M. Anthony et al. · indexed
2082. Countermeasures to Reduce Drowsy Driving: Results of a Literature Review and Discussions with Experts · 2022 · AAA Foundation for Traffic Safety · archived
2083. Driving and tiredness: Results of the behaviour observation of a simulator study with special focus on automated driving ↗ · 2020 · Kaufmann, Clemens et al. · indexed
2084. Breath analysis using a spirometer and volatile organic compound sensor on driving simulator ↗ · 2019 · Itoh, Toshio et al. · indexed
2085. Measuring mental workload with the NASA-TLX needs to examine each dimension rather than relying on the global score: an example with driving · 2017 · Galy, Édith et al. · archived
2086. A field study of mental workload: conventional bus drivers versus bus rapid transit drivers ↗ · 2021 · Piranveyseh, Peyman et al. · indexed
2087. A novel convolutional neural network method for subject-independent driver drowsiness detection based on single-channel data and EEG alpha spindles ↗ · 2021 · Houshmand, Sara et al. · indexed
2088. The Effects of the Driver’s Mental State and Passenger Compartment Conditions on Driving Performance and Driving Stress ↗ · 2020 · Magaña, Víctor Corcoba et al. · indexed
2089. Pedal operation characteristics and driving workload on slopes of mountainous road based on naturalistic driving tests ↗ · 2019 · Deng, Tian-Ming et al. · indexed
2090. A New Approach for a Real-Time Non-Invasive Fatigue Assessment System for Automated Driving ↗ · 2018 · Feldhütter, Anna et al. · indexed
2091. Calibrated to drive: Measuring self-assessed driving ability and perceived workload after prolonged sitting and sleep restriction ↗ · 2024 · Tuckwell, Georgia A. et al. · indexed
2092. Unsupervised Patterns of Driver Mental Fatigue State Based on Head Posture Using Gaussian Mixture Model ↗ · 2020 · Ansari, Shahzeb et al. · indexed
2093. Research on Method of Fatigued Driving Detection ↗ · 2018 · Zou, Jiancheng et al. · indexed
2094. Fatigue and sleepiness in drivers ↗ · 2016 · Maghsoudipour, Maryam et al. · indexed
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2096. Development of Driver State Monitoring System based on Multi-Sensor Data Fusion ↗ · 2023 · Park, Sunhong et al. · indexed
2097. EEG-based Negative Emotion Classification while Self Driving in a Simulated Environment · 2026 · Abd Halin, Abdul Hafiz et al. · archived
2098. Drowsiness Detection using CNN · 2024 · Bhosale, Ashwini · archived
2099. A hybrid machine learning and IoT system for driver fatigue monitoring in connected electric vehicles ↗ · 2026 · AlHousrya, Obaida et al. · indexed
2100. EEG Signal Analysis for Early Detection of Critical Road Events and Emergency Response in Autonomous Driving ↗ · 2023 · Zhang, Xiaofei et al. · indexed
2101. Detection and Recognition of Driver Distraction Using Multimodal Signals ↗ · 2022 · Das, Kapotaksha et al. · indexed
2102. Estimation of driver alertness using low-cost wearable devices ↗ · 2015 · Al-Libawy, Hilal et al. · indexed
2103. Investigation into Motor Carrier Practices to Achieve Optimal Commercial Motor Vehicle Driver Performance: Phase I · 2010 · NHTSA · archived
2104. Channels selection using independent component analysis and scalp map projection for EEG-based driver fatigue classification ↗ · 2017 · Chai, Rifai et al. · indexed
2105. Assessment of the mental workload of trainee pilots of remotely operated aircraft using functional near-infrared spectroscopy · 2022 · Tang, Liya et al. · archived
2106. EEG-based mental fatigue prediction for driving application ↗ · 2012 · Iampetch, Sitthichai et al. · indexed
2107. Driver Task Load in Different Road Environments ↗ · 1983 · Janssen, Wiel H. · indexed
2108. Load-Dependent Relationship Between Lateral Prefrontal Cortex Activity and Pupil Diameter in the Context of Driving ↗ · 2025 · Akimoto, Yoritaka et al. · indexed
2109. A cross-scenario and cross-subject domain adaptation method for driving fatigue detection ↗ · 2024 · Luo, Yun et al. · indexed
2110. Monitoring Pilot’s Mental Workload Using ERPs and Spectral Power with a Six-Dry-Electrode EEG System in Real Flight Conditions ↗ · 2019 · Dehais, Frédéric et al. · indexed
2111. The Impact of Mind Wandering on Signal Detection, Semi-autonomous Driving Performance, and Physiological Responses ↗ · 2019 · Huang, Gaojian et al. · indexed
2112. Effects of mental workload and fatigue on the P300, alpha and theta band power during operation of an ERP (P300) brain–computer interface ↗ · 2014 · Käthner, Ivo et al. · indexed
2113. DISSOCIABLE ASPECTS OF MENTAL WORKLOAD: EXAMINATIONS OF THE P300 ERP COMPONENT AND PERFORMANCE ASSESSMENTS · 2005 · BALDWIN, Carryl L. et al. · archived
2114. EEG-based Assessment of Long-Term Vigilance and Lapses of Attention using a User-Centered Frequency-Tagging Approach · 2024 · Ladouce, S. et al. · archived
2115. ECG-Based Driver’s Stress Detection Using Deep Transfer Learning and Fuzzy Logic Approaches ↗ · 2022 · Amin, Muhammad et al. · indexed
2116. Distracted worker: Using pupil size and blink rate to detect cognitive load during manufacturing tasks ↗ · 2022 · Biondi, Francesco et al. · indexed
2117. Low-Cost Real-time Driver Drowsiness Detection based on Convergence of IR Images and EEG Signals ↗ · 2021 · Kim, Kwang-Ju et al. · indexed
2118. Driver’s Cognitive Workload and Driving Performance under Traffic Sign Information Exposure in Complex Environments: A Case Study of the Highways in China ↗ · 2017 · Lyu, Nengchao et al. · indexed
2119. Action Units and Their Cross-Correlations for Prediction of Cognitive Load during Driving ↗ · 2017 · Yuce, Anil et al. · indexed
2120. Temporal profile of prolonged, night-time driving performance: breaks from driving temporarily reduce time-on-task fatigue but not sleepiness ↗ · 2010 · PHIPPS-NELSON, JO et al. · indexed
2121. Electrocortical correlates of the association between cardiorespiratory fitness and sustained attention in young adults · 2022 · Di Muccio, Francesco et al. · archived
2122. Ergonomic design and implementation of a wakefulness control device for a railway train driver ↗ · 2021 · Mikhailova, Natalia A. et al. · indexed
2123. Drowsiness in Conditional Automation: Proneness, diagnosis and driving performance effects ↗ · 2016 · Gonçalves, Joel et al. · indexed
2124. Classifying visuomotor workload in a driving simulator using subject specific spatial brain patterns ↗ · 2013 · Dijksterhuis, Chris et al. · indexed
2125. The Sleep of Long-Haul Truck Drivers ↗ · 1997 · Mitler, Merrill M. et al. · indexed
2126. Interactive effects of task load and music tempo on psychological, psychophysiological, and behavioural outcomes during simulated driving ↗ · 2022 · Karageorghis, Costas I. et al. · indexed
2127. Distraction and Drowsiness in Motorcoach Drivers · 2016 · Hammond, Rebecca, L. et al. · archived
2128. Sleepiness and Driving: Multidimensional Legal, Social, Technological, and Biological Challenges ↗ · 2016 · Thomas, Robert Joseph · indexed
2129. Electrophysiology-based detection of emergency braking intention in real-world driving ↗ · 2014 · Haufe, Stefan et al. · indexed
2130. Impact of Sleeper Berth Usage on Commercial Driver Fatigue, Task 1 · 1999 · NHTSA · archived
2131. Review of Research on Fatigue Driving Detection Methods ↗ · 2024 · Qin, Yingna et al. · indexed
2132. The difference in physical and mental fatigue development between novice young adult and experienced middle-aged adult drivers during simulated automated driving ↗ · 2024 · Tong, Yourui et al. · indexed
2133. Mental Workload Estimation Using Wireless EEG Signals · 2019 · Adewale, Quadri et al. · archived
2134. Assessment of Drivers' Workload: Performance and Subjective and Physiological Indexes ↗ · 2000 · Brookhuis, Karel A. et al. · indexed
2135. An EEG Channel Selection Framework for Driver Drowsiness Detection via Interpretability Guidance · 2023 · Zhou, Xinliang et al. · archived
2136. On-road trust and perceived risk in Level 2 automation ↗ · 2022 · Stapel, Jork et al. · indexed
2137. Noise Robustness Analysis of Performance for EEG-Based Driver Fatigue Detection Using Different Entropy Feature Sets ↗ · 2017 · Hu, Jianfeng et al. · indexed
2138. Application of S-transform to driving fatigue in EEG analysis ↗ · 2010 · Lingmei Ai et al. · indexed
2139. Psychophysiological Computational Modeling for Stress Management in VR Driving Simulation ↗ · 2025 · Ram, Adivi Sai Raghu et al. · indexed
2140. An on-road study of sleepiness in split shifts among city bus drivers ↗ · 2018 · Anund, Anna et al. · indexed
2141. Blinking and Driving: the Influence of Saccades and Cognitive Workload · 2013 · Cardona, Genís et al. · archived
2142. A Turn in the Road: Real-life Driving Differences in Obstructive Sleep Apnoea and Excessive Daytime Sleepiness ↗ · 2025 · Lee, Kieran O. et al. · indexed
2143. Driver Fatigue Warning Based on Medical Physiological Signal Monitoring for Transportation Cyber-Physical Systems ↗ · 2025 · Lyu, Xiaohong et al. · indexed
2144. DRIVER’S MENTAL WORKLOAD: TASK PERFORMANCE AND MENTAL WORKLOAD ↗ · 2015 · Makhtar, Ahmad Khushairy et al. · indexed
2145. Driver Inattention Monitoring System for Intelligent Vehicles: A Review ↗ · 2011 · Dong, Yanchao et al. · indexed
2146. O078 A Comparison of Subjective Sleepiness and Subjective driving Performance between People Vulnerable Versus Resistant to Driving Impairment following Extended Wakefulness. ↗ · 2023 · Nguyen, K et al. · indexed
2147. Driver Stress and Performance on a Driving Simulator ↗ · 1998 · Matthews, Gerald et al. · indexed
2148. Leveraging Wearable Sensors in Virtual Reality Driving Simulators: A Review of Techniques and Applications ↗ · 2024 · Boboc, Răzvan Gabriel et al. · indexed
2149. Can Pupillometry be used to Detect Driver Hazard Awareness? ↗ · 2024 · Tamura, Kimimasa et al. · indexed
2150. Drowsiness Prevention System in Automatic Driving -- Effects of Light Position on Comfortable and Unconscious Wakefulness During Driving · 2023 · Zhang, Han et al. · archived
2151. Detection of Drivers’ Moderate Drowsiness Using a Wavelet-Entropy-Based Smart Algorithm ↗ · 2018 · Chen, Xiaohong et al. · indexed
2152. Influencing Alertness Through Remote Coaching for Professional Drivers ↗ · 2025 · Filtness, Ashleigh et al. · indexed
2153. Wireless ear EEG to monitor drowsiness · 2024 · Kaveh, Ryan et al. · archived
2154. Understanding External Factors and Workload&#039;s Impact on Cyclist Safety · 2024 · Losada-Rojas, Lisa Lorena et al. · archived
2155. Towards better microsleep predictions in fatigued drivers: exploring benefits of personality traits and IQ ↗ · 2021 · Hidalgo-Gadea, Guillermo et al. · indexed
2156. Graph analysis of functional brain network topology using minimum spanning tree in driver drowsiness ↗ · 2018 · Chen, Jichi et al. · indexed
2157. Underload and performance impairment: evidence from studies of stress and simulated driving ↗ · 2017 · Matthews, Gerald et al. · indexed
2158. AI-supported cognitive load detection: experimental insights using wearable workload and stress data for enhanced well-being interventions ↗ · 2026 · Yu, Jing et al. · indexed
2159. An investigation of pre-stimulus eeg for prediction of driver reaction time ↗ · 2025 · Ur Rahman, Shams et al. · indexed
2160. Supervised Machine Learning Algorithms to Diagnose Stress for Vehicle Drivers Based on Physiological Sensor Signals ↗ · 2015 · Barua Shaibal et al. · indexed
2161. Vigilance monitoring for operator safety: A simulation study on highway driving ↗ · 2006 · Desai, A.V. et al. · indexed
2162. Evaluating Effects of Urgent Takeover Requests on Driver Stress through Galvanic Skin Response Analysis ↗ · 2022 · Yin, Weiru et al. · indexed
2163. Improving EEG-Based Driver Distraction Classification Using Brain Connectivity Estimators ↗ · 2022 · Perera, Dulan et al. · indexed
2164. A pre/post evaluation of fatigue, stress and vigilance amongst commercially licensed truck drivers performing a prolonged driving task ↗ · 2018 · Cardoso, Michelle et al. · indexed
2165. Can talking on the phone keep the driver awake?: results of a field-study using telephoning as a countermeasure against fatigue while driving ↗ · 2011 · Jellentrup, Nina et al. · indexed
2166. Heavy Truck Driver's Drowsiness Detection Method Using Wearable EEG Based on Convolution Neural Network ↗ · 2020 · Zhu, Miankuan et al. · indexed
2167. Individual differences in drivers' perceived workload near construction work zones ↗ · 2016 · Shakouri, Mahmoud et al. · indexed
2168. Spontaneous and reflexive eye activity measures of mental workload ↗ · 2002 · Neumann*, David L. et al. · indexed
2169. Task-evoked pulse wave amplitude tracks cognitive load ↗ · 2023 · Pavlov, Yuri G. et al. · indexed
2170. Activity and Stress Estimation Based on <i>OpenPose</i> and Electrocardiogram for User-Focused Level-4-Vehicles ↗ · 2022 · Walocha, Fabian et al. · indexed
2171. An analysis of eye-tracking and electroencephalography data for cognitive load measurement during arithmetic tasks ↗ · 2017 · Borys, Magdalena et al. · indexed
2172. Observed Differences in Lane Departure Warning Responses during Single-Task and Dual-Task Driving: A Secondary Analysis of Field Driving Data ↗ · 2016 · McWilliams, Thomas et al. · indexed
2173. Driving Fatigue Detection with Three Prefrontal EEG Channels and Deep Learning Model ↗ · 2023 · Ding, Xiangman et al. · indexed
2174. Eye blink detection for different driver states in conditionally automated driving and manual driving using EOG and a driver camera ↗ · 2017 · Schmidt, Jürgen et al. · indexed
2175. Blink Duration as an Indicator of Driver Sleepiness in Professional Bus Drivers ↗ · 1999 · Häkkänen, Helinä et al. · indexed
2176. Virtual reality-induced motion sickness under autonomous vehicle driving conditions: EEG-based recognition and ANOVA analysis of various driving modes ↗ · 2025 · Shao, Shuyu et al. · indexed
2177. Drivers’ subjective perceptions of the contextual factors influencing fatigue: A qualitative study of suburban bus drivers in Iran ↗ · 2022 · Khanehshenas, Farin et al. · indexed
2178. Detecting and Visualizing Context and Stress via a Fuzzy Rule-Based System During Commuter Driving ↗ · 2019 · Dobbins, Chelsea et al. · indexed
2179. Design of a Fatigue Detection System for High-Speed Trains Based on Driver Vigilance Using a Wireless Wearable EEG ↗ · 2017 · Zhang, Xiaoliang et al. · indexed
2180. Characterization of the effects of vibration on seated driver alertness ↗ · 2014 · Azizan, Mohd Amzar et al. · indexed
2181. A Multi-Stage, Multi-Feature Machine Learning Approach to Detect Driver Sleepiness in Naturalistic Road Driving Conditions ↗ · 2022 · Bakker, Bram et al. · indexed
2182. Automatic Driver Monitoring Using Electrical Impedance Measurement on Steering Wheel ↗ · 2016 · Venclikova, Marketa et al. · indexed
2183. Assessing Mental Workload from Skin Conductance and Pupillometry using Wavelets and Genetic Programming ↗ · 2010 · Lew, Roger et al. · indexed
2184. Wertheim’s hypothesis on ‘highway hypnosis’: empirical evidence from a study on motorway and conventional road driving ↗ · 2004 · Cerezuela, Gemma Pastor et al. · indexed
2185. Effects of steering demand on lane keeping behaviour, self-reports, and physiology. A simulator study ↗ · 2011 · Dijksterhuis, Chris et al. · indexed
2186. Dual‐Domain Fusion Graph Convolutional Network for EEG‐Based Driving Fatigue Detection ↗ · 2025 · Xiong, Hui et al. · indexed
2187. Detecting passive fatigue with brain-computer interface in drowsy driving and stroke rehabilitation ↗ · 2019 · Foong, Ruyi · indexed
2188. Research on Fatigue Driving State based on Multi-source Information Fusion ↗ · 2019 · Xinyue, Jiang et al. · indexed
2189. Evaluation of Pilot Mental Workload for Simulator Based Training Using Heart Rate Variability ↗ · 2013 · Tanaka, Masahiro et al. · indexed
2190. Various Degrees of Mental Workload and Its Effect on Driver Reaction Time ↗ · 2013 · Shi, Jianjun et al. · indexed
2191. Nonparametric Single-Trial EEG Feature Extraction and Classification of Driver's Cognitive Responses · 2008 · Lin, Chin-Teng et al. · archived
2192. Driver workload at higher speeds. · 2010 · Fitzpatrick, Kay et al. · archived
2193. Effects of Operating Practices on Commercial Driver Alertness [Tech Brief] · 1999 · NHTSA · archived
2194. Wakefulness-Keeping Effect and Driving Safety by Active Action While Driving · 2017 · Ibe, Tatsuro et al. · archived
2195. Online driver's drowsiness estimation using domain adaptation with model fusion ↗ · 2015 · Wu, Dongrui et al. · indexed
2196. Study on Driving System Based on EEG ↗ · 2011 · Jiang, De Rong · indexed
2197. Computational intelligent brain computer interaction and its applications on driving cognition ↗ · 2009 · Lin, Chin-Ten et al. · indexed
2198. <scp>MSDA</scp> ‐Net: Multiscale Spatiotemporal Dual‐Attention Network for <scp>EEG</scp> ‐Based Driver Fatigue Detection ↗ · 2025 · Bello, Isah et al. · indexed
2199. Performance on a Simple Reaction Time Task While Sleep Deprived ↗ · 2006 · van den Berg, Johannes et al. · indexed
2200. Mental workload and information management ↗ · 2003 · Smiley, A. · indexed
2201. Road dependent driver eye movements under real driving conditions by electrooculography ↗ · 2013 · Ebrahim, P. et al. · indexed
2202. Sleepiness in professional drivers: Effect of age and time of day ↗ · 2005 · Otmani, Sarah et al. · indexed
2203. Study on the Influence of Driving Fatigue on Drivers' Effective Reaction Time ↗ · 2022 · Zhang, Zuoying · indexed
2204. Human Computer Interface Using Electroencephalography for Driver Behavior Classification ↗ · 2019 · Manchala, Vamsi K. et al. · indexed
2205. A Low-Cost System for Dynamic Analysis of Pupillary Light Response for a Driver Drowsiness Detection System ↗ · 2018 · Amodio, Alessandro et al. · indexed
2206. Assessing the variability of air traffic controllers’ workload: A comparative perspective ↗ · 2026 · Hoika, Tomáš et al. · indexed
2207. Magnetoencephalography during Simulated Driving: A New Paradigm for Driver Assessment ↗ · 2019 · Walshe, Elizabeth et al. · indexed
2208. An evaluation of mental workload with frontal EEG · 2017 · So, Winnie K. Y. et al. · archived
2209. EEG-based prediction of driving performance using spectrograms and vision transformers ↗ · 2026 · Castro, Johan et al. · indexed
2210. Design a Driver Fatigue Intelligent Monitoring Cap Based on the Fusion of EEG and Blink Signals ↗ · 2026 · Rui Zhu et al. · indexed
2211. Workload State Classification With Automation During Simulated Air Traffic Control ↗ · 2007 · Kaber, David B. et al. · indexed
2212. Temporal Analysis of Cognitive Workload During Manual and Partial Driving Automation Based on the Detection Response Task ↗ · 2025 · Mahmoodzadeh, Mobina et al. · indexed
2213. Temporal Analysis of Cognitive Workload During Manual and Partial Driving Automation Based on the Detection Response Task ↗ · 2025 · Strayer, David L. · indexed
2214. Driver Distraction Detection using MEL Cepstrum Representation of Galvanic Skin Responses and Convolutional Neural Networks ↗ · 2018 · Dehzangi, Omid et al. · indexed
2215. Video based detection of driver fatigue ↗ · 2009 · Vural, Esra · indexed
2216. Driver vigilance estimation with Bayesian LSTM Auto-encoder and XGBoost using EEG/EOG data ↗ · 2022 · Zeghlache, Rachid et al. · indexed
2217. Real-Time System for Monitoring Driver Vigilance ↗ · 2006 · Bergasa, L.M. et al. · indexed
2218. Studying the effects of freeway alignment, traffic flow, and sign information on subjective driving workload and performance ↗ · 2019 · Xie, Lian et al. · indexed
2219. Investigation of eye movement measures of mental workload in healthcare: Can pupil dilations reflect fatigue or overload when it comes to health information system use? ↗ · 2024 · Lisanne, Kremer et al. · indexed
2220. Analysis and detection of cognitive load and frustration in drivers' speech ↗ · 2010 · Bořil, Hynek et al. · indexed
2221. Digital workload, fatigue and mental health: an ergonomic study of Indonesian platform drivers ↗ · 2026 · Restuputri, Dian Palupi et al. · indexed
2222. SUBJECTIVE METHODS FOR ASSESSMENT OF DRIVER DROWSINESS ↗ · 2017 · Mashko, Alina · indexed
2223. EEG Correlates of Fluctuation in Cognitive Performance in an Air Traffic Control Task · 2014 · Krishnan, Vijaya K et al. · archived
2224. On-line identification of driver state for lane-keeping tasks ↗ · 2005 · Pilutti, T. et al. · indexed
2225. DROWSY DRIVER DETECTION SYSTEM – VIA FACIAL RECOGNITION AND DRIVING DATA ↗ · 2024 · Azharudin, Nur Iman Kamila et al. · indexed
2226. Study on Driver Cross-Subject Emotion Recognition Based on Raw Multi-Channels EEG Data ↗ · 2023 · Wang, Zhirong et al. · indexed
2227. A pre-drive ocular assessment predicts alertness and driving impairment: A naturalistic driving study in shift workers ↗ · 2019 · Mulhall, Megan D. et al. · indexed
2228. Profiling cognitive workload in an unmanned vehicle control task with cognitive models and physiological metrics ↗ · 2022 · Stevens, Christopher A. et al. · indexed
2229. Measurement of Frontal Cortex Brain Activity Attributable to the Driving Workload and Increased Attention ↗ · 2009 · Shimizu, Toshiyuki et al. · indexed
2230. Using Cool Stimulation as a Strategy to Keep High Vigilance Level of High-Speed Railway Driver ↗ · 2025 · Guo, Zizheng et al. · indexed
2231. Effects of saccadic and scent stimulations on driver attentiveness in automated driving systems ↗ · 2023 · HIROSE, Toshiya et al. · indexed
2232. Physiological metrics of mental workload: A review of recent progress ↗ · 2020 · Kramer, Arthur F. · indexed
2233. Measuring workload using a combination of electroencephalography and near infrared spectroscopy ↗ · 2012 · Coffey, Emily B.J. et al. · indexed
2234. Driver Drowsiness Detection Based on Face Feature and Perclos ↗ · 2021 · Gopi, S. et al. · indexed
2235. Distraction and task engagement: How interesting and boring information impact driving performance and subjective and physiological responses ↗ · 2016 · Horrey, William J. et al. · indexed
2236. Predicting Operator Workload from Oculometric Data in High-Demand Environments: A Case Study with MATB-II · 2025 · Pogliano, Marco et al. · archived
2237. Integration of an electromagnetic coupled sensor into a driver seat for vital sign monitoring: Initial insight ↗ · 2017 · Vetter, Pascal et al. · indexed
2238. Basic study of a ship navigator's mental workload using salivary NO\documentclass{article}\usepackage{amsmath}\usepackage{amssymb}\usepackage{amsbsy}\usepackage{amsfonts}\pagestyle{empty}\begin{document}$_{3}^{-}$ \end{document} ↗ · 2013 · Kitamura, Kenichi et al. · indexed
2239. Road safety: The influence of vibration frequency on driver drowsiness, reaction time, and driving performance ↗ · 2024 · Zhang, N. et al. · indexed
2240. Effect of Sliding Window Time on the Classification of Driver Mental Workload Performance Using Near-Infrared Spectroscopy (NIRS) ↗ · 2018 · LE, Anh Son et al. · indexed
2241. Mental workload of voice interactions with 6 real-world driver interfaces · 2015 · Cooper, JM et al. · archived
2242. Reproduction of mental states in driving using a visual filter ↗ · 2022 · Hiraishi, Hironori · indexed
2243. A Field Study on the Impact of Variations in Short-Term Memory Demands on Drivers’ Visual Attention and Driving Performance Across Three Age Groups ↗ · 2012 · Reimer, Bryan et al. · indexed
2244. From Warnings to Workload: The Impact of Driver Monitoring System Warnings on Drivers' Self-Reported Workload ↗ · 2024 · Koniakowsky, Ina Marie et al. · indexed
2245. Stress-related psychosocial factors at work, fatigue, and risky driving behavior in bus rapid transport (BRT) drivers ↗ · 2017 · Useche, Sergio A. et al. · indexed
2246. Cognitive Workload and Attentional Allocation in One-Pedal Driving: A Human–Vehicle Interaction Study in Dynamic Car-Following Scenarios ↗ · 2026 · Wang, Sibo et al. · indexed
2247. Real-Time Driver State Detection Using mmWave Radar: A Spatiotemporal Fusion Network for Behavior and Physiological Monitoring on Edge Platforms ↗ · 2025 · Tseng, Shih-Pang et al. · indexed
2248. Mind Wandering Influences EEG Signal in Complex Multimodal Environments · 2021 · Gouraud, Jonas et al. · archived
2249. Adaptive Filtering for Improved EEG-Based Mental Workload Assessment of Ambulant Users · 2021 · Rosanne, Olivier et al. · archived
2250. Prediction of Reaction Time and Vigilance Variability From Spatio-Spectral Features of Resting-State EEG in a Long Sustained Attention Task · 2020 · Torkamani-Azar, Mastaneh et al. · archived
2251. A Novel Vehicle Speed Control Based on Driver’s Vigilance Detection Using EEG and Sparse Representation ↗ · 2014 · Luo, Dian Yuan et al. · indexed
2252. Detecting Driving Fatigue of Indirect Vision Driving Based on Electroencephalogram ↗ · 2013 · Liu, Chang et al. · indexed
2253. Objective and subjective measures of sleepiness, and their associations with on‐road driving events in shift workers ↗ · 2012 · Ftouni, Suzanne et al. · indexed
2254. Research on Driving Fatigue Alleviation Using Interesting Auditory Stimulation Based on VMD-MMSE ↗ · 2021 · Wang, Fuwang et al. · indexed
2255. Evaluation of the EEG Signals and Eye Tracker Data for Working Different N-Back Modes ↗ · 2019 · Gündoğdu, Serdar et al. · indexed
2256. How to measure monotony-related fatigue? A systematic review of fatigue measurement methods for use on driving tests ↗ · 2018 · Bier, Lukas et al. · indexed
2257. Closed-loop EEG study on visual recognition during driving ↗ · 2021 · Aydarkhanov, Ruslan et al. · indexed
2258. Research on the correlation of dangerous driving behaviors based on naturalistic driving experiment ↗ · 2020 · Liang, Xingcan · indexed
2259. Cognitive workload evaluation of landmarks and routes using virtual reality · 2022 · Abdurrahman, Usman Alhaji et al. · archived
2260. The differences of workload, fatigue, emotional intelligence and driving behavior based on age, experience, time on task per trip among Indonesian inter-city bus drivers ↗ · 2020 · Zuraida, Rida et al. · indexed
2261. Examining the Convergent and Discriminant Validity of Visual and Mental Workload Using Ocular Activity Variables ↗ · 2010 · Jessee, Michael S. · indexed
2262. Task-induced fatigue states and simulated driving performance ↗ · 2002 · Matthews, Gerald et al. · indexed
2263. ICONE19-44048 MULTI-SCALE ENTROPY ANALYSIS OF VR-BASED ANALOG-DIGITAL SYSTEM OF THE OPERATOR MENTAL WORKLOAD ↗ · 2011 · Lee, Chun-Yi et al. · indexed
2264. On the measurement of pilot perceptual workload: a comparison of assessment techniques addressing sensitivity and intrusion issues ↗ · 1984 · Casali, John G. et al. · indexed
2265. EEG-Based Mental Workload Recognition in Human Factors Evaluation of Future Air Traffic Control Systems · 2017 · Yisi, Liu et al. · archived
2266. Driver drowsiness is associated with altered facial thermal patterns: Machine learning insights from a thermal imaging approach ↗ · 2024 · Aghamalizadeh, Alireza et al. · indexed
2267. Real-Time Fatigue Monitoring System in Diverse Driving Scenarios ↗ · 2024 · Shajahan, Thasnimol Valuthottiyil et al. · indexed
2268. An fNIRS dataset for driving risk cognition of passengers in highly automated driving scenarios · 2024 · Zhang, Xiaofei et al. · archived
2269. Multi-sensor driver drowsiness monitoring ↗ · 2008 · Boyraz, P et al. · indexed
2270. Can electroencephalography improve road safety? An EEG-based study of driver's perception of traffic light signals in a virtual environment ↗ · 2018 · Hoque, Md. Reshad Ul et al. · indexed
2271. Can electroencephalography improve road safety? An EEG-based study of driver's perception of traffic light signals in a virtual environment ↗ · 2018 · Tcheslavski, Gleb V. et al. · indexed
2272. Mayday, Mayday! - Is Heart Rate Variability a Suitable Objective Indicator to Detect Pilot’s Increased Mental Workload in Emergency Situations? ↗ · 2025 · Troyer, Giulia et al. · indexed
2273. Dynamic evolution of high-speed railway driver fatigue across scheduling shifts – a simulator study in China ↗ · 2024 · Chen, Yufan et al. · indexed
2274. An Auto-Weighting Incremental Random Vector Functional Link Network for EEG-Based Driving Fatigue Detection ↗ · 2022 · Zhang, Yikai et al. · indexed
2275. Fatigue Driving Characteristics Analysis Based on Data of Driver Monitoring System ↗ · 2020 · Kang, Zhen et al. · indexed
2276. EEG correlates of acquiring race driving skills ↗ · 2025 · Sultana, M et al. · indexed
2277. Commercial Motor Vehicle Driver Restart Study [Research Brief] · 2017 · NHTSA · archived
2278. Effects of Partial and Total Sleep Deprivation On Driving Performance · 1999 · Peters, Robert D. et al. · archived
2279. Classification of Cognitive Load Based on Neurophysiological Features From Functional Near-Infrared Spectroscopy and Electrocardiography Signals on n-Back Task ↗ · 2021 · Kesedzic, Ivan et al. · indexed
2280. P090 The Effect of Workload, Sleep Deprivation and Time of Day on Simulated Driving Performance ↗ · 2021 · Marando, I et al. · indexed
2281. Recognition of Fatigue Driving Based on Frequency Features of Wearable Device Data ↗ · 2019 · Wen et al. · indexed
2282. Driver Fatigue Detection Systems: A Review ↗ · 2018 · Sikander, Gulbadan et al. · indexed
2283. Measuring Pilot Mental Workload During Flights Without PAPI Lights Using a Wearable Device ↗ · 2025 · Liu, Chuang et al. · indexed
2284. Measurement of Control Skills, Vigilance, and Performance on a Subsidiary Task during 12 Hours of Car Driving ↗ · 1967 · BROWN, I. D. et al. · indexed
2285. Drowsiness Classification in Young Drivers Based on Facial Near-Infrared Images Using a Convolutional Neural Network: A Pilot Study ↗ · 2025 · Nomura, Ayaka et al. · indexed
2286. Unveiling Mental Workload via PPG: Morphological and Respiratory Feature–Driven Machine Learning Classification ↗ · 2025 · Pogliano, Marco et al. · indexed
2287. Detection of Vigilance in L3 Autonomous Driving Based on EEG ↗ · 2021 · Zhou, Chancheng et al. · indexed
2288. A recurrence network-based convolutional neural network for fatigue driving detection from EEG ↗ · 2019 · Gao, Zhong-Ke et al. · indexed
2289. Secondary Task Measurement of Workload as a Function of Simulated Vehicle Dynamics and Driving Conditions ↗ · 1977 · Wierwille, Walter W. et al. · indexed
2290. Dissociating eye movements and workload on lateral lane position variability · 2010 · Medeiros-Ward, N et al. · archived
2291. Efficacy and feasibility of a breath sensor for detecting driver fatigue and drowsiness ↗ · 2024 · Schulman, Carl I. et al. · indexed
2292. An Efficient Group Federated Learning Framework for Large-Scale EEG-Based Driver Drowsiness Detection ↗ · 2023 · Chen, Xinyuan et al. · indexed
2293. Detecting Mental Workload in Virtual Reality Using EEG Spectral Data: A Deep Learning Approach ↗ · 2021 · Ved, Harshita et al. · indexed
2294. Driving performance, sleepiness, fatigue, and mental workload throughout the time course of semi‐automated driving—Experimental data from the driving simulator ↗ · 2020 · Kaduk, Sylwia I. et al. · indexed
2295. Assessment of mental workload by EEG+FNIRS ↗ · 2016 · Aghajani, Haleh et al. · indexed
2296. How Does Day-to-Day Variability in Psychophysiological Data Affect Classifier Accuracy? ↗ · 2010 · Wilson, Glenn F. et al. · indexed
2297. Detecting inattentiveness caused by mind-wandering during a driving task: A behavioral study ↗ · 2023 · Yoshida, Kazuki et al. · indexed
2298. Work stress and health problems of professional drivers: a hazardous formula for their safety outcomes ↗ · 2018 · Useche, Sergio A. et al. · indexed
2299. Ad-Hoc Shallow Neural Network to Learn Hyper Filtered PhotoPlethysmoGraphic (PPG) Signal for Efficient Car-Driver Drowsiness Monitoring ↗ · 2019 · Rundo, Francesco et al. · indexed
2300. The effects of iPod and text-messaging use on driver distraction: a bio-behavioral analysis ↗ · 2012 · Mouloua, M. et al. · indexed
2301. EEG-based assessment of long-term vigilance and lapses of attention using a user-centered frequency-tagging approach · 2025 · Ladouce, S et al. · archived
2302. Driver Drowsiness EEG Detection Based on Tree Federated Learning and Interpretable Network ↗ · 2023 · Qin, Xue et al. · indexed
2303. Automatic Driver Drowsiness Detection Using Artificial Neural Network Based on Visual Facial Descriptors: Pilot Study ↗ · 2022 · Inkeaw, Papangkorn et al. · indexed
2304. Comparing Methods of Detecting Mind Wandering While Driving · 2017 · Barragan, Daniela et al. · archived
2305. HMS-TENet: A hierarchical multi-scale topological enhanced network based on EEG and EOG for driver vigilance estimation ↗ · 2024 · Tang, Meng et al. · indexed
2306. Predictors of Mind-Wandering While Driving · 2017 · Rodd, Heather E K et al. · archived
2307. Interpretable Driver Fatigue Detection Using SHAP Analysis of Multiple Entropy EEG Features · 2026 · Hu, Jianfeng et al. · archived
2308. Multimodal Data Collection System for Driver Emotion Recognition Based on Self-Reporting in Real-World Driving ↗ · 2022 · Oh, Geesung et al. · indexed
2309. Eye-Blink Parameters Detect On-Road Track-Driving Impairment Following Severe Sleep Deprivation ↗ · 2019 · Soleimanloo, Shamsi Shekari et al. · indexed
2310. Yawning detection by the analysis of variational descriptor for monitoring driver drowsiness ↗ · 2016 · Akrout, Belhassen et al. · indexed
2311. Sensitivity and validity of psychometric tests for assessing driving impairment: effects of sleep deprivation. · 2015 · Jongen, Stefan et al. · archived
2312. Morphology based Facial Feature Extraction and Facial Expression Recognition for Driver Vigilance ↗ · 2012 · S.ChidanandKumar, K. · indexed
2313. Effect of emotional speech tone on driving from lab to road ↗ · 2010 · Hsieh, Li et al. · indexed
2314. Towards the Real-time Measurement of Mental Workload ↗ · 1990 · Humphrey, Darryl G. et al. · indexed
2315. Fatigue analysis and design of a motorcycle online driver measurement tool using real-time sensors ↗ · 2023 · Soenandi, Iwan Aang et al. · indexed
2316. A Comparison of Rating Scale, Secondary-Task, Physiological, and Primary-Task Workload Estimation Techniques in a Simulated Flight Task Emphasizing Communications Load ↗ · 1983 · Casali, John G. et al. · indexed
2317. 095 Steering Wheel Angle Excursions as a Measure of Fatigue-Related Driver Performance Impairment ↗ · 2021 · Muck, Rachael et al. · indexed
2318. Drowsiness Classification for Internal Driving Situation Awareness on Mobile Platform · 2021 · Nine, Julkar et al. · archived
2319. A novel driver fatigue monitoring using optical imaging of face on safe driving system ↗ · 2016 · Tayibnapis, Iman Rahmansyah et al. · indexed
2320. Information on Drivers’ Sex Improves EEG-Based Drowsiness Detection Model ↗ · 2022 · Stancin, Igor et al. · indexed
2321. Brain-Based Indicators of Passenger Trust During Open-Road Driving ↗ · 2021 · DSouza, Karen M. et al. · indexed
2322. Analysis of Electrodermal Signal Features as Indicators of Cognitive Load – Comparison of Selected Statistical Measures Effectiveness ↗ · 2025 · Jukiewicz, Marcin et al. · indexed
2323. Research on Influencing Factors of Fatigue Driving Based on Decision Tree ↗ · 2021 · Wen, Yanjie et al. · indexed
2324. Evaluating Pilot Mental Workload Using fNIRS-Based Functional Connectivity Features with a Deep Residual Shrinkage Network Under Emergency Flight Scenarios ↗ · 2024 · Zhang, Chenyang et al. · indexed
2325. EEG Fingerprints of Task-Independent Mental Workload Discrimination ↗ · 2021 · Kakkos, Ioannis et al. · indexed
2326. Detecting Sequential Human Mental Workload Using U-Net with Continuity-Aware Loss Applied to Streamed Physiological Signals ↗ · 2019 · Xie, Yongquan et al. · indexed
2327. Adaptation Longitudinal Driving Behavior, Mental Workload, and Psycho-Spacing Models in Fog ↗ · 2011 · Hoogendoorn, Raymond G. et al. · indexed
2328. Time Delay Analysis of Vehicle Handling Variables for Near-Crash Detection of Drowsy Driving Using a Bus Driving Simulator ↗ · 2018 · Ashouri, Mohammad Reza et al. · indexed
2329. Assessment of Mental Workload Level Based on PPG Signal Fusion Continuous Wavelet Transform and Cardiopulmonary Coupling Technology ↗ · 2024 · Zhang, Han et al. · indexed
2330. Neural interfaces to monitor Interventional Cardiologists' mental workload: GAME-ON SAGA ↗ · 2023 · SCALA, Antonella et al. · indexed
2331. Design of Smart Steering Wheel for Unobtrusive Health and Drowsiness Monitoring ↗ · 2021 · Babusiak, Branko et al. · indexed
2332. Individual training prescribed by heart rate variability, heart rate and well-being scores in experienced cyclists ↗ · 2025 · Alfonso, Carla et al. · indexed
2333. It’s Out of Our Hands Now! Effects of Non-Driving Related Tasks During Highly Automated Driving on Drivers’ Fatigue ↗ · 2017 · Jarosch, Oliver et al. · indexed
2334. Attentional Overload, stress, and simulate Driving Performance ↗ · 1996 · Matthews, Gerald et al. · indexed
2335. Fatigue and Commercial Motorcoach/Bus Driver Safety: Expert Panel Report · 2013 · Belenky, Gregory et al. · archived
2336. Mixed effects model on driver steering behavior under emergency based on driving prones factor ↗ · 2011 · Xuemei, A. Chen et al. · indexed
2337. Reflective PPG Sensor Measures Heart Rate Through Clothing During Driving ↗ · 2025 · Radomski, Adrian et al. · indexed
2338. An automatic driver drowsiness alert system by using GSM ↗ · 2017 · Gobhinath S. et al. · indexed
2339. Associations Between Heavy-Vehicle Driver Compensation Methods, Fatigue-Related Driving Behavior, and Sleepiness ↗ · 2014 · Thompson, Jason et al. · indexed
2340. VIGILANCE ANALYSIS BASED ON EEG SIGNALS: SEEKING FOR SUITABLE FEATURES ↗ · 2010 · OUYANG, TIAN et al. · indexed
2341. 3D-STCNN: Spatiotemporal Convolutional Neural Network Based on EEG 3D Features for Detecting Driving Fatigue · 2023 · Peng, Bo et al. · archived
2342. Analysis of Motion Sickness Associated Brain Activity Using fNIRS: A Driving Simulator Study · 2020 · Zhang, Chenyang et al. · archived
2343. Various Approaches for Driver and Driving Behavior Monitoring: A Review ↗ · 2013 · Kang, Hang-Bong · indexed
2344. The effect of time on task, sleep deprivation, and time of day on simulated driving performance ↗ · 2022 · Marando, Isabella et al. · indexed
2345. Commentary: Correlation of prefrontal cortical activation with changing vehicle speeds in actual driving: a vector-based functional near-infrared spectroscopy study · 2015 · Naseer, Noman · archived
2346. Emotion-Aware Autonomous Driving: A VR-Based Multimodal Analysis Using Gaze and Physiological Signals ↗ · 2025 · Chang, Mi et al. · indexed
2347. Examination of Driver Visual and Cognitive Responses to Billboard Elicited Passive Distraction Using Eye-Fixation Related Potential ↗ · 2021 · Wang, Yongxiang et al. · indexed
2348. Evaluating Driver Reactions to New Vehicle Technologies Intended to Increase Safety and Mobility Across the Lifespan · 2013 · Mehler, Bruce · archived
2349. Physiological and behavioural changes associated to the management of secondary tasks while driving ↗ · 2009 · Collet, C. et al. · indexed
2350. Neurophysiology of Sleep-Deprivation Part 1: Effects of Sleep-Deprivation on Event-Related Potentials (ERPs)—Systematic and Mechanistic Review ↗ · 2026 · Chmiel, James et al. · indexed
2351. Structural analysis of driver fatigue behavior: A systematic review ↗ · 2023 · Zhang, Hui et al. · indexed
2352. A Review of Heartbeat Detection Systems for Automotive Applications ↗ · 2021 · Arakawa, Toshiya · indexed
2353. Detecting unacceptable behavior of an autonomous vehicle using electroencephalography · 2025 · Bertheau, Maren A. K. et al. · archived
2354. Fatigue in transportation operations: A contextual factors survey among Iranian suburban drivers ↗ · 2023 · Khanehshenas, Farin et al. · indexed
2355. Automated EEG Artifact Handling With Application in Driver Monitoring ↗ · 2018 · Barua, Shaibal et al. · indexed
2356. Effects of Non-Driving Cognitive Activity on Driver's Eye Movement and Their Individual Difference ↗ · 2008 · ITOH, Makoto et al. · indexed
2357. 0182 Distinct Spectral Pattern of Cognitive, Drowsiness, and Fatigue-related Theta/alpha EEG Activity During Wakefulness ↗ · 2024 · Beldzik, Ewa et al. · indexed
2358. EEG/fNIRS Based Workload Classification Using Functional Brain Connectivity and Machine Learning ↗ · 2022 · Cao, Jun et al. · indexed
2359. Real-Time Driver Fatigue Detection for Enhanced Road Safety · 2025 · Sujathakumari B A et al. · archived
2360. Driver Fatigue Detection with Single EEG Channel Using Transfer Learning ↗ · 2019 · Shalash, Wafaa Mohib · indexed
2361. Driver Drowsiness Detection System · 2026 · Kushwaha, Abhishek · archived
2362. Assessing Driver Cognitive Load from Handsfree Mobile Phone Use: Innovative Analysis Approach Based on Heart Rate, Blood Pressure and Machine Learning ↗ · 2025 · Sharif, Mhd Saeed et al. · indexed
2363. SparsePPG: Towards Driver Monitoring Using Camera-Based Vital Signs Estimation in Near-Infrared ↗ · 2018 · Nowara, Ewa Magdalena et al. · indexed
2364. Pupil response as an indicator of hazard perception during simulator driving ↗ · 2017 · Kübler, Thomas Christian et al. · indexed
2365. The Influence of Driver Stress, Partial-Vehicle Automation, and Subjective State on Driver Performance ↗ · 2005 · Funke, Gregory J. et al. · indexed
2366. Job content, psychological well-being, burnout and fatigue driving among heavy goods vehicle drivers in Ghana · 2025 · Amoadu, Mustapha et al. · archived
2367. How to Counteract Driver Fatigue during Conditional Automated Driving—A Systematic Review ↗ · 2024 · Loew, Alexandra et al. · indexed
2368. Mental Workload Estimation Based on Physiological Features for Pilot-UAV Teaming Applications ↗ · 2021 · Singh, Gaganpreet et al. · indexed
2369. Low-frequency oscillation amplitude elevation of prefrontal cerebral hemodynamics with driving duration during prolonged driving test ↗ · 2018 · Li, Ting et al. · indexed
2370. HATNet: EEG-Based Hybrid Attention Transfer Learning Network for Train Driver State Detection ↗ · 2025 · Lin, Shuxiang et al. · indexed
2371. A compact and interpretable convolutional neural network for cross-subject driver drowsiness detection from single-channel EEG · 2022 · Cui, Jian et al. · archived
2372. A TSK-Type Convolutional Recurrent Fuzzy Network for Predicting Driving Fatigue ↗ · 2021 · Du, Guanglong et al. · indexed
2373. Drowsiness estimation from identified driver model ↗ · 2015 · Tokutake, Hiroshi · indexed
2374. Hypovigilance warning system: A review on driver alerting techniques ↗ · 2011 · Arun, S et al. · indexed
2375. Robust multimodal mental workload classification: A cross-physiological condition machine learning approach ↗ · 2026 · Pontiggia, Anais et al. · indexed
2376. Beyond Detection: Intervention Approaches in Driver State Monitoring Systems ↗ · 2023 · Motnikar, Lenart et al. · indexed
2377. The Importance of Gender Specification for Detection of Driver Fatigue using a Single EEG Channel ↗ · 2022 · Shahbakhti, Mohammad et al. · indexed
2378. Detection of driver drowsiness using wearable devices: A feasibility study of the proximity sensor ↗ · 2017 · Hu, Jwu‐Sheng et al. · indexed
2379. The Effects of Sleep Deprivation on Simulator Driving as Compared with Other Psychomotor Tests George ↗ · 2007 · Park, D et al. · indexed
2380. The impairing effects of mental fatigue on response inhibition: An ERP study ↗ · 2018 · Guo, Zizheng et al. · indexed
2381. Adaptive multimodal learning for driver cognitive state monitoring using transformer-based fusion with personalized meta-learning and federated optimization · 2026 · Abinaya, G. et al. · archived
2382. Adaptive Driver Vigilance Surveillance System · 2025 · Bodhale, U.N. et al. · archived
2383. A Real Time Neurophysiological Framework for General Monitoring Awareness of Air Traffic Controllers ↗ · 2020 · Yuvaraj, Rajamanickam et al. · indexed
2384. Understanding emotional influences on sustained attention: a study using virtual reality and neurophysiological monitoring · 2024 · Shen, Yang et al. · archived
2385. Sensor-Based Classification of Primary and Secondary Car Driver Activities Using Convolutional Neural Networks ↗ · 2023 · Doniec, Rafał et al. · indexed
2386. Driving fatigue increases after the Spring transition to Daylight Saving Time in young male drivers: A pilot study · 2023 · Orsini, Federico et al. · archived
2387. Vigilance detection method for high‐speed rail using wireless wearable EEG collection technology based on low‐rank matrix decomposition ↗ · 2018 · Zhou, Xiang et al. · indexed
2388. Workload assessment for mental arithmetic tasks using the task-evoked pupillary response ↗ · 2015 · Marquart, Gerhard et al. · indexed
2389. Effectiveness of a Dual Control Theoretic Driver Assistance for Attaining Safety and Identifying Driver State ↗ · 2015 · Saito, Yuichi et al. · indexed
2390. Can Intermittent Video Sampling Capture Individual Differences in Naturalistic Driving? ↗ · 2013 · Aksan, Nazan et al. · indexed
2391. Pilot mental workload measurement and evaluation under dual task ↗ · 2011 · Song, Jianshuang et al. · indexed
2392. Pre-duty testing technology for fatigue driving based on reaction time measurement method ↗ · 2023 · Lin, Xiaoyang et al. · indexed
2393. Assessment and Classification of Cognitive Decrements Associated with High Workload and Extended Work Periods in a UAV Setting ↗ · 2008 · Schmidt, Regina et al. · indexed
2394. In-Depth Inception–Attention Time Model: An Application for Driver Drowsiness Detection ↗ · 2025 · Lee, Minseop et al. · indexed
2395. Investigating the relationship between driver's sense of agency and EEG: Mu-rhythm is more suppressed in higher SoA case ↗ · 2017 · Yun, Sonmin et al. · indexed
2396. Human-Machine Interaction Assessment by Neurophysiological Measures: A Study on Professional Air Traffic Controllers ↗ · 2018 · Arico, Pietro et al. · indexed
2397. GAN-based EEG Forecasting for Attaining Driving Operations ↗ · 2023 · Takasaki, Kenichi et al. · indexed
2398. Distraction and Drowsiness in Motorcoach Drivers: Research Brief · 2016 · NHTSA · archived
2399. Study on Construction of Evaluation Method for Mental Workload using Heart rate Variability : Effect of Variability and Quantity of the Respiration to the Heart Rate Variability ↗ · 2003 · MAKISHIMA, Takuya et al. · indexed
2400. Drowsiness Detection using Android Application and Mobile Vision Face API ↗ · 2021 · Rajkumarsingh, B. et al. · indexed
2401. A Preliminary Study for Exploring High-speed Train Driver Fatigue Using Eye-gaze Cue ↗ · 2016 · Yan, Ronghui et al. · indexed
2402. Mental workload of common voice-based vehicle interactions across six different vehicle systems · 2014 · Cooper, JM et al. · archived
2403. Variability of Driving Performance During Microsleeps ↗ · 2005 · Paul, Amit et al. · indexed
2404. Analysis of Bus Driver Fatigue and Distracted Driving with DMS Warning-Based Data and Association Rules Mining ↗ · 2025 · Yang, Jun et al. · indexed
2405. Determining mechanical and electromyographical reaction time in a BCI driving fatigue experiment ↗ · 2015 · Tan, Zong Xuan et al. · indexed
2406. Remote Mental Workload Estimation by a Bioradar ↗ · 2018 · Anishchenko, Lesya N. · indexed
2407. Automatic Detection of Driver Fatigue Using Driving Operation Information for Transportation Safety ↗ · 2017 · Li, Zuojin et al. · indexed
2408. Influences of Information Processing Modality on Mental Workload Recognition Performance Based on EEG Feature Extraction · 2024 · Guo, Sinan et al. · archived
2409. T-A-MFFNet: Multi-feature fusion network for EEG analysis and driving fatigue detection based on time domain network and attention network ↗ · 2023 · Peng, Bo et al. · indexed
2410. NoGo VR Shooting Difficulty Task ↗ · 2022 · Pratiher, Sawon et al. · indexed
2411. Drowsy drivers’ under-performance in lateral control: How much is too much? Using an integrated measure of lateral control to quantify safe lateral driving ↗ · 2015 · van Loon, Roald J. et al. · indexed
2412. Steering Wheel Behavior Based Estimation of Fatigue ↗ · 2009 · Krajewski, Jarek et al. · indexed
2413. Measuring Load on Working Memory: The Use of Heart Rate as a Means of Measuring Chemistry Students’ Cognitive Load ↗ · 2014 · Cranford, Kristen N. et al. · indexed
2414. 3115 Analysis on EEG of a driver manipulating a driving simulator with PARAFAC · 2008 · NAKANO, Kimihiko et al. · archived
2415. Inducing driving anger with multi-stage road events in simulator environment ↗ · 2024 · Wang, Yi et al. · indexed
2416. EEG-based prediction of driving events from passenger cognitive state using Morlet Wavelet and Evoked Responses ↗ · 2022 · Belcher, Morgan A. et al. · indexed
2417. Dynamic workload fluctuations in driver/non-driver conversational dyads · 2017 · Strayer, DL et al. · archived
2418. Individual differences in effects of secondary cognitive activity during driving on temperature at the nose tip ↗ · 2009 · Itoh, Makoto · indexed
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2420. Cause Analysis of Bus Driver Fatigue Driving Level with DMS Warning-Based Data ↗ · 2024 · Yang, Jun et al. · indexed
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2425. Non-Interference Driving Fatigue Detection System Based on Intelligent Steering Wheel ↗ · 2022 · Du, Guanglong et al. · indexed
2426. Measurement and Evaluation of Brain Activity for Train Drivers Using Wearable NIRS ↗ · 2020 · Tsunashima, Hitoshi et al. · indexed
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2428. Correlations of pilot trainees' brainwave dynamics with subjective performance evaluations: insights from EEG microstate analysis · 2025 · Zhao, Mengting et al. · archived
2429. In-Vehicle Affect Detection System ↗ · 2018 · Vasey, Eric et al. · indexed
2430. Design and Realization of a Wearable Necklace for the Assessment of Driver Well-Being Through Heart Rate and Blood Oxygen Saturation Monitoring ↗ · 2024 · Affanni, Antonio et al. · indexed
2431. Benchmarking EEG-based Cross-dataset Driver Drowsiness Recognition with Deep Transfer Learning ↗ · 2023 · Cui, Jian et al. · indexed
2432. Commercial Motor Vehicle (CMV) Driver Restart Study: Final Report · 2017 · Dinges, David F. et al. · archived
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2439. Granular estimation of user cognitive workload using multi-modal physiological sensors ↗ · 2024 · Wang, Jingkun et al. · indexed
2440. A Multimodal Approach Exploiting EEG to Investigate the Effects of VR Environment on Mental Workload · 2023 · Mondellini, Marta et al. · archived
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2442. EEG Signal Multichannel Frequency-Domain Ratio Indices for Drowsiness Detection Based on Multicriteria Optimization ↗ · 2021 · Stancin, Igor et al. · indexed
2443. How Stress Affects Functional Near-Infrared Spectroscopy (fNIRS) Measurements of Mental Workload ↗ · 2018 · Alsuraykh, Norah H. et al. · indexed
2444. Local changes in the wake electroencephalogram precedes lane departures ↗ · 2017 · Ahlstrom, Christer et al. · indexed
2445. Literature review of driving fatigue research based on bibliometric analysis ↗ · 2024 · Guo, Fengxiang et al. · indexed
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2454. Mental Workload Modeling by Using Machine Learning Techniques Based on EEG and Eye Tracking Data ↗ · 2024 · Aksu, Şeniz Harputlu et al. · indexed
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2458. Pilot Mental Workload Assessment Using fNIRS-Based Brain Effective Connectivity During Crosswind Approach and Landing ↗ · 2025 · Zhang, Chenyang et al. · indexed
2459. Exploring Differential Entropy and Multifractal Cumulants for EEG-based Mental Workload Recognition · 2024 · Lu, Yan · archived
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2464. Analyzing Different Models for Driver Behavior Detection Using EEG Data ↗ · 2024 · Al-Gburi, Sama Hussein et al. · indexed
2465. Behind-the-Ear EEG-Based Wearable Driver Drowsiness Detection System Using Embedded Tiny Neural Networks ↗ · 2023 · Nguyen, Ha-Trung et al. · indexed
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2467. Analysis of Head Micromovements and Body Posture for Vigilance Decrement Assessment · 2024 · Rossi, Dario et al. · archived
2468. Analysis of Driving Behaviors and Cognitive Load Impacts of Human Drivers in Connected Work Zones ↗ · 2024 · He, Liying et al. · indexed
2469. Interactive Effect of Circadian Rhythm and Time on Task on Driver Fatigue Level ↗ · 2018 · Wang, Zhe et al. · indexed
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2474. Sleepiness Estimation Method of Driver Considering Stay-Awake Effort ↗ · 2019 · Mizusako, Motoki et al. · indexed
2475. Dynamic Optimization of Adaptive Vehicle Lighting Systems: A Multimodal Assessment of Driver Performance and Well-being · 2025 · Chai, Ruizhuo et al. · archived
2476. Attention State Related EEG Spectrum and Pupil Size in Vigilance Task ↗ · 2017 · ZHANG, De-qian et al. · indexed
2477. Efficient Modality Fusion Framework for Driver Cognitive Load Classification ↗ · 2025 · Park, Sumin et al. · indexed
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2481. Manipulation specific effects of mental fatigue: Evidence from novelty processing and simulated driving ↗ · 2010 · Massar, Stijn A. A. et al. · indexed
2482. Advanced Driver Safety: A Steering Wheel Prototype for Real-Time Physiological and Kinematic Monitoring ↗ · 2026 · Šmondrk, Maroš et al. · indexed
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2485. Wavelet Packet Transform Based Driver Distraction Level Classification Using EEG ↗ · 2013 · Wali, Mousa Kadhim et al. · indexed
2486. Operator Functional State Classification Using Multiple Psychophysiological Features in an Air Traffic Control Task ↗ · 2003 · Wilson, Glenn F. et al. · indexed
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2490. Toward Effective Assessment of Commissioning Operators’ Mental Workload in Nuclear Power Plants: A Multimodal Measures Approach with Machine Learning Techniques ↗ · 2026 · Tao, Da et al. · indexed
2491. Confidence-Aware Multimodal Network for Driver Drowsiness Detection: Leveraging EEG-EOG Signals Enhanced by Knowledge Distillation ↗ · 2025 · Lu, Dehua et al. · indexed
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2496. Sleepiness of Occupational Drivers · 2005 · Philip, Pierre · archived
2497. EEG-Based Drowsiness Estimation for Driving Safety Using Deep Q-Learning · 2021 · Ming, Yurui et al. · archived
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2499. Mental Workload Prediction Using Physiological Signals: Balancing Performance and Interpretability ↗ · 2026 · Hochgeschurz, Stephanie et al. · indexed
2500. EEG-based emergency braking intention detection during simulated driving · 2023 · Liang, Xinbin et al. · archived
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2508. Assessing Physiological Signal Utility and Sensor Burden in Estimating Trust, Situation Awareness, and Mental Workload ↗ · 2025 · Buchner, Savannah L. et al. · indexed
2509. CNN-LSTM To Identify The Most Informative EEG-Based Driver Drowsiness Detection Brain Region ↗ · 2022 · Latreche, Imene et al. · indexed
2510. Driver Drowsiness Detection Based on Face Feature and PERCLOS ↗ · 2018 · Junaedi, Suhandi et al. · indexed
2511. A contextual and temporal algorithm for driver drowsiness detection ↗ · 2018 · McDonald, Anthony D. et al. · indexed
2512. Sustained Attention Performance during Sleep Deprivation Associates with Instability in Behavior and Physiologic Measures at Baseline ↗ · 2014 · Chua, Eric Chern-Pin et al. · indexed
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2514. Activity Level, Performance and Exposure among Older Drivers · 2019 · Staplin, Loren et al. · archived
2515. Attention-based cross-frequency graph convolutional network for driver fatigue estimation ↗ · 2024 · An, Jianpeng et al. · indexed
2516. Time-varying Regularity Exploration and Regulation Practice of Driving Fatigue ↗ · 2021 · Xiang, Chen et al. · indexed
2517. Slow eyelid closure as a measure of driver drowsiness and its relationship to performance ↗ · 2015 · Jackson, Melinda L. et al. · indexed
2518. Feasibility of force platform based roadside drowsiness screening – A pilot study ↗ · 2014 · Forsman, Pia et al. · indexed
2519. Bayesian Analysis of Pilot Physiology in a Simulated Flight Environment ↗ · 2025 · Kyle, Ainsley et al. · indexed
2520. A Novel Adaptive Physio-Behavioral Method for Optimizing Performance: Using Grip Force for Augmenting Driver Training ↗ · 2024 · Sahar, Yotam et al. · indexed
2521. Variation of Pilots’ Mental Workload Under Emergency Flight Conditions Induced by Different Equipment Failures: A Flight Simulator Study ↗ · 2023 · Zhang, Chenyang et al. · indexed
2522. Application of Graph Neural Network in Driving Fatigue Detection Based on EEG Signals ↗ · 2022 · Mu, Zhendong et al. · indexed
2523. Comparative Study to Detect Driver Drowsiness ↗ · 2021 · Bajaj, Jaspreet Singh et al. · indexed
2524. Benefits of Higher Cardiovascular and Motor Coordinative Fitness on Driving Behavior Are Mediated by Cognitive Functioning: A Path Analysis · 2021 · Stojan, Robert et al. · archived
2525. Evaluation of tractor driving vibration fatigue based on multiple physiological parameters ↗ · 2021 · Gao, Ruitao et al. · indexed
2526. A physiological data‐driven model for learners' cognitive load detection using HRV‐PRV feature fusion and optimized XGBoost classification ↗ · 2019 · Guo, Junqi et al. · indexed
2527. Is Neuroergonomic Monitoring Non-Intrusive? An Examination of Transcranial Doppler Sonography ↗ · 2018 · Greenlee, Eric T. et al. · indexed
2528. Human and Vehicle-Driver Drowsiness Detection by Facial Expression ↗ · 2013 · Hachisuka, Satori · indexed
2529. Monotony of road environment and driver fatigue: a simulator study ↗ · 2003 · Thiffault, Pierre et al. · indexed
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2531. Adaptive Driver Vigilance Monitoring System for Enhanced Road Safety · 2025 · Bodhale, U. N. et al. · archived
2532. Real-Time EEG-Based Driver Drowsiness Detection Based on Convolutional Neural Network With Gumbel-Softmax Trick ↗ · 2025 · Feng, Weibin et al. · indexed
2533. Fatigue Driving Detection Methods based on Human-computer Interaction ↗ · 2024 · An, Guanzheng · indexed
2534. Estimating cognitive workload using a commercial in-ear EEG headset · 2024 · Tremmel, Christoph et al. · archived
2535. Study on the Driver Visual Workload in High-Density Interchange-Merging Areas Based on a Field Driving Test ↗ · 2024 · Zhang, Yue et al. · indexed
2536. Parallel Diagnosis Model of Fatigue Driving Based on Vehicle Running Status ↗ · 2013 · Zhao, Shuanfeng et al. · indexed
2537. Alertness Maintaining Tasks While Driving ↗ · 2002 · Oron-Gilad, Tal et al. · indexed
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2540. Evaluation of a headphones-fitted EEG system for the recording of auditory evoked potentials and mental workload assessment · 2024 · Ladouce, Simon et al. · archived
2541. Bringing a Vehicle to a Controlled Stop: Effectiveness of a Dual-Control Scheme for Identifying Driver Drowsiness and Preventing Lane Departures Under Partial Driving Automation Requiring Hands-on-Wheel · 2022 · Saito, Yuichi et al. · archived
2542. The Impact of Driving, Non-Driving Work, and Rest Breaks on Driving Performance in Commercial Motor Vehicle Operations · 2011 · Blanco, Myra et al. · archived
2543. Study on an Estimation Method for Driver Strain-State using Facial Temperature ↗ · 2003 · UENO, Yuka et al. · indexed
2544. Electroencephalographic Workload Indicators During Teleoperation of an Unmanned Aerial Vehicle Shepherding a Swarm of Unmanned Ground Vehicles in Contested Environments ↗ · 2020 · Fernandez Rojas, Raul et al. · indexed
2545. What's skill got to do with it? Vehicle automation and driver mental workload ↗ · 2007 · Young, M. S. et al. · indexed
2546. Real-Time Workload Classification during Driving using HyperNetworks ↗ · 2018 · Wang, Ruohan et al. · indexed
2547. Why nonlinear models matter: unified analysis of cognitive load, stress, and exercise using wearable physiological signals ↗ · 2026 · Shahriar, Khondakar Ashik · indexed
2548. Automatic Searching of Lightweight and High-Performing CNN Architectures for EEG-Based Driving Fatigue Detection ↗ · 2024 · Li, Qingqing et al. · indexed
2549. Mental workload measurement for emergency operating procedures in digital nuclear power plants ↗ · 2013 · Gao, Qin et al. · indexed
2550. Psychophysiological investigation of vigilance decrement: Boredom or cognitive fatigue? ↗ · 2008 · Pattyn, Nathalie et al. · indexed
2551. Commercial Truck Driver Fatigue, Alertness, and Countermeasures Survey · 1999 · NHTSA · archived
2552. Cognitive Fatigue Detection in Pilots Based on fNIRS via fatigue-fNIRS Net ↗ · 2026 · Li, Mengshan et al. · indexed
2553. Wearable EEG-Based Brain–Computer Interface for Stress Monitoring ↗ · 2024 · Premchand, Brian et al. · indexed
2554. &lt;p&gt;The Psychomotor Vigilance Test Compared to a Divided Attention Steering Simulation in Patients with Moderate or Severe Obstructive Sleep Apnea&lt;/p&gt; ↗ · 2020 · Huang, Ying et al. · indexed
2555. Wearable Glove-Type Driver Stress Detection Using a Motion Sensor ↗ · 2017 · Lee, Boon-Giin et al. · indexed
2556. Ocular Activity as a Measure of Mental and Visual Workload ↗ · 2010 · Jessee, M. Sage · indexed
2557. Recognition of Pilot Mental workload in the Simulation Operation of Carrier-based Aircraft Using the Portable EEG ↗ · 2023 · Zhu, Wenbing et al. · indexed
2558. Toward Wearable EEG-based Alertness Detection System Using SVM with Optimal Minimum Channels · 2018 · Yang, Mihong et al. · archived
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2561. Enhancing Heart Rate Detection in Vehicular Settings Using FMCW Radar and SCR-Guided Signal Processing ↗ · 2025 · Kanakapura Sriranga, Ashwini et al. · indexed
2562. Driver’s Drowsiness Estimation using Nasal Skin Temperature ↗ · 2021 · Isomoto, Ryohei et al. · indexed
2563. Calm Commute ↗ · 2020 · Balters, Stephanie et al. · indexed
2564. Tensor-Based EEG Network Formation and Feature Extraction for Cross-Session Driving Drowsiness Detection ↗ · 2020 · Shen, Mu et al. · indexed
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2566. Effect of time length of data analysis on the accuracy of mental workload estimation during automobile driving with eye-movement · 2020 · CHIHARA, Takanori et al. · archived
2567. The Effect of Experience and Gender of Drivers' on Situation Awareness and Mental Workload ↗ · 2007 · Hao, Xueqin et al. · indexed
2568. Individual Differences in Driver Stress and Performance ↗ · 1996 · Matthews, Gerald · indexed
2569. Driving Workload Comparison Between Older and Younger Drivers Using the Steering Entropy Method ↗ · 2002 · Nemoto, Hideaki et al. · indexed
2570. Visual Load Evaluation Model of Multi-view Monitoring Task Operator ↗ · 2026 · Liu, Zhongqi et al. · indexed
2571. The aggressive driving performance caused by congestion based on behavior and EEG ↗ · 2024 · Zhao, Shuo et al. · indexed
2572. Research on Pilots ’ Mental Workload Classification in Simulated Flight · 2023 · Xue, Jinna et al. · archived
2573. Driver Adaptation to Vehicle Automation: The Effect of Driver Assistance Systems on Driving Performance and System Monitoring · 2022 · Weaver, Starla et al. · archived
2574. Assessment of Mental Workload in Real-Life Setup using EEG Synchronization Measures ↗ · 2024 · Lipping, Tarmo et al. · indexed
2575. The Empathetic Car ↗ · 2021 · Liu, Shu et al. · indexed
2576. Examining driver sleepiness based on his visual actions with ML Techniques ↗ · 2024 · Rawat, Vandana et al. · indexed
2577. Auditory neural correlates and neuroergonomics of driving assistance in a simulated virtual environment ↗ · 2023 · Baqapuri, Halim I et al. · indexed
2578. Updated Literature Review of the Effects of Medical Conditions on Driving · 2023 · Mastromatto, Tia et al. · archived
2579. Approach based on wavelet packet transform and 1D‐RMLBP for drowsiness detection using EEG ↗ · 2020 · Alçin, Ö.F. · indexed
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2581. Guardian of Awake Journeys: A Real-Time Drowsiness Monitoring System for Automotive Drivers ↗ · 2025 · Babu, S. Dilli et al. · indexed
2582. Comparative analysis of mental workload and performance between young and elderly drivers: Implications for road safety and age-related driving challenges ↗ · 2024 · Entezarizarch, Elham et al. · indexed
2583. Using real-life alert-based data to analyse drowsiness and distraction of commercial drivers ↗ · 2018 · Ferreira, Sara et al. · indexed
2584. Design of drowsiness, heart beat detection system and alertness indicator for driver safety ↗ · 2016 · Anilkumar, C. V et al. · indexed
2585. Evaluating driving fatigue detection algorithms using eye tracking glasses ↗ · 2015 · Gao, Xiang-Yu et al. · indexed
2586. The measurement of drivers' mental workload ↗ · 1996 · de Waard, Dick · indexed
2587. Evidence for human-centric in-vehicle lighting: part 3—Illumination preferences based on subjective ratings, eye-tracking behavior, and EEG features · 2023 · Weirich, Christopher et al. · archived
2588. Situation Awareness Recognition Using EEG and Eye-Tracking data: a pilot study ↗ · 2022 · Li, Ruilin et al. · indexed
2589. ARM Controller and EEG based Drowsiness Tracking and Controlling during Driving · 2018 · Naresh, B. et al. · archived
2590. DRIVER FATIGUE DETECTION USING APPROXIMATE ENTROPIC OF STEERING WHEEL ANGLE FROM REAL DRIVING DATA ↗ · 2017 · Li, Zuojin et al. · indexed
2591. A Cognitive Human Digital Twin Framework for Cognitive Workload Assessment and Decision Support in Industrial Ergonomics ↗ · 2026 · Berti, Nicola et al. · indexed
2592. An analysis of the effect of roadway design on driver's workload ↗ · 2009 · Pellegrino, O. · indexed
2593. Assessing cognitive load in navigation tasks through EEG: Spatio-temporal multi-scale analysis ↗ · 2026 · Liu, Yixin et al. · indexed
2594. HybridFatigue: A Real-time Driver Drowsiness Detection using Hybrid Features and Transfer Learning · 2020 · Abbas, Qaisar · archived
2595. Performance Comparison of Machine Learning and Deep Learning While Classifying Driver’s Cognitive State ↗ · 2018 · Bhardwaj, Rahul et al. · indexed
2596. Performance Prediction Model on Driving Train Simulator Based on Alertness and Sleepiness Level Result · 2021 · Ayu Pramiarsih et al. · archived
2597. Demonstrating brain-level interactions between working memory load and frustration while driving using functional near-infrared spectroscopy ↗ · 2018 · Unni, Anirudh et al. · indexed
2598. Mental Workload Analysis Associated with Emotional Design in E-learning Contexts: Combining EEG and Eye-Tracking Data ↗ · 2021 · Wu, ChenNan et al. · indexed
2599. Utilizing a remote LED stimulus to concurrently measure cognitive and visual task demand ↗ · 2018 · Motzkus, CJ et al. · indexed
2600. Drowsy Driver Monitor and Warning System ↗ · 2001 · Grace, Richard et al. · indexed
2601. How Tired is Too Tired to Drive? A Systematic Review Assessing the Use of Prior Sleep Duration to Detect Driving Impairment · 2023 · Sprajcer, Madeline et al. · archived
2602. Using fNIRS to Verify Trust in Highly Automated Driving · 2023 · Perello-March, Jaume R. et al. · archived
2603. Multimodal Estimation of Frustrative Driving Situations Using a Latent Variable Model ↗ · 2022 · Bosch, Esther et al. · indexed
2604. Autonomic activity and obesity response to driving activity ↗ · 2019 · Dixit, Prashanth et al. · indexed
2605. Continuous Assessment of Mental Workload During Complex Human–Machine Interaction: Inferring Cognitive State from Signals External to the Operator ↗ · 2025 · Roques, Axel et al. · indexed
2606. Time-variant Granger causality analysis for intuitive perception collision risk in driving scenario: an EEG study · 2025 · Wang, Zhe et al. · archived
2607. Understanding Pedestrian Cognition Workload in Traffic Environments Using Virtual Reality and Electroencephalography · 2024 · Luque, Francisco et al. · archived
2608. Evaluation of time series changes of mental workload during automobile driving with application of anomaly detection · 2021 · CHIHARA, Takanori et al. · archived
2609. Mitigating Inter-Subject Brain Signal Variability FOR EEG-Based Driver Fatigue State Classification ↗ · 2021 · Hwang, Sunhee et al. · indexed
2610. Vehicle automation: A remedy for driver stress? ↗ · 2007 · Funke, G. et al. · indexed
2611. A Workload Approach to the Evaluation of Vehicle Handling Characteristics ↗ · 2000 · Krüger, H.-P. et al. · indexed
2612. A Multi-dimensional Attention-based Framework for Personalized Driver Fatigue Assessment for Proactive Commercial-vehicle Crash Prevention ↗ · 2026 · Yang, Jiayu et al. · indexed
2613. Psychological and psychophysiological effects of music intensity and lyrics on simulated urban driving ↗ · 2021 · Karageorghis, Costas I. et al. · indexed
2614. Synchronization of Spontaneous Eyeblink during Formula Car Driving ↗ · 2021 · Nishizono, Ryota et al. · indexed
2615. Charting the Edges of Human Performance ↗ · 2019 · Kirwan, Barry et al. · indexed
2616. Dynamics of Affective States During Takeover Requests in Conditionally Automated Driving Among Older Adults with and without Cognitive Impairment · 2025 · Hajian, Gelareh et al. · archived
2617. Monitoring Construction Workers’ Mental Workload Due to Heat Exposure Using Heart Rate Variability and Eye Movement: A Study on Pipe Workers ↗ · 2025 · He, Shiyi et al. · indexed
2618. A Pilot Study of Sleep, Work Practices, Visual Processing Speed, and 5-Year Motor Vehicle Crash Risk Among Truck Drivers. ↗ · 2017 · Heaton, K et al. · indexed
2619. EEG Based Dynamic Functional Connectivity Analysis in Mental Workload Tasks With Different Types of Information · 2022 · Guan, Kai et al. · archived
2620. Estimating the Vigilance of High-Speed Rail Drivers Using a Stacking Ensemble Learning Method ↗ · 2021 · Zhai, Donghai et al. · indexed
2621. Unobtrusive Smart-Watch Based Approach for Assessing Mental Workload ↗ · 2019 · Jaiswal, Dibyanshu et al. · indexed
2622. Cognitive components of simulated driving performance: Sleep loss effects and predictors ↗ · 2012 · Jackson, Melinda L. et al. · indexed
2623. Cognitive load estimation in VR flight simulator · 2023 · Hebbar, Archana et al. · archived
2624. The Multimodal Driver Monitoring Database: A Naturalistic Corpus to Study Driver Attention ↗ · 2022 · Jha, Sumit et al. · indexed
2625. Sleepy drivers on a slippery road: A pilot study using a driving simulator ↗ · 2021 · Radun, Igor et al. · indexed
2626. Real-Time Assessment of the Cross-Task Mental Workload Using Physiological Measures During Anomaly Detection ↗ · 2018 · Zhao, Guozhen et al. · indexed
2627. A Demonstration of a Dry/No Preparation Electrode System for EEG ↗ · 2009 · Christensen, James C. et al. · indexed
2628. Event-related potentials and secondary task performance during simulated driving ↗ · 2008 · Wester, A.E. et al. · indexed
2629. Recovery patterns in the physiological responses of the autonomic nervous system induced by mental workload ↗ · 2007 · Chi'e Soga et al. · indexed
2630. A Product Fuzzy Convolutional Network for Detecting Driving Fatigue ↗ · 2023 · Du, Guanglong et al. · indexed
2631. The monitoring requests on young driver’s fatigue and take-over performance in prolonged conditional automated driving ↗ · 2023 · Yin, Juan et al. · indexed
2632. Comparative Analysis of Techniques for Driver Drowsiness Detection ↗ · 2023 · Lavanya, G. et al. · indexed
2633. Boosting Transfer Learning Improves Performance of Driving Drowsiness Classification Using EEG ↗ · 2018 · He, Jiancong et al. · indexed
2634. Electrooculogram analysis and development of a system for defining stages of drowsiness ↗ · 2004 · Thorslund, Birgitta · indexed
2635. Bus Driver Fatigue and Stress Issues Study Final Report · 1999 · NHTSA · archived
2636. Impairment of Driving Performance Caused by Sleep Deprivation or Alcohol: A Comparative Study ↗ · 1999 · Fairclough, Stephen et al. · indexed
2637. Investigating the influence of eye-catching effect on mental workload in highway tunnel entrances: a comprehensive analysis of eye blink behavior ↗ · 2024 · Han, Lei et al. · indexed
2638. Associations between taxi drivers aggressive driving behavior and sleep, cognitive function, and depression · 2024 · Ok, Jong Sun et al. · archived
2639. Neurobehavioural signatures in race car driving: a case study ↗ · 2020 · Rito Lima, Ines et al. · indexed
2640. The Relationship Between Physical Activity and Commercial Truck Driver Performance: The Mediating Role of Occupational Fatigue ↗ · 2026 · Shahabi Kaseb, Mohammadreza et al. · indexed
2641. Driving Fatigue Detection with Three Non-Hair-Bearing EEG Channels and Modified Transformer Model ↗ · 2022 · Wang, Jie et al. · indexed
2642. Relative Wavelet Entropy Complex Network for Improving EEG-Based Fatigue Driving Classification ↗ · 2019 · Gao, Zhongke et al. · indexed
2643. Real-Time Vision-Based Driver Drowsiness/Fatigue Detection System ↗ · 2010 · Yao, K. P. et al. · indexed
2644. The Effect of Different Drowsiness Levels on Driving Suitability Test Results ↗ · 2018 · Liu, Tong et al. · indexed
2645. Effects of driving time on microsaccadic dynamics ↗ · 2014 · Di Stasi, Leandro L. et al. · indexed
2646. Neural signatures of engagement in driving: comparing active control and passive observation ↗ · 2025 · Li, Zixin et al. · indexed
2647. Emotion behind the Wheel: Emotional (dys)Regulation on Young Driving Behaviour - Systematic Review · 2024 · Pizzo, Alessandra et al. · archived
2648. Blue-Enriched White Light Enhances Physiological Arousal But Not Behavioral Performance during Simulated Driving at Early Night · 2017 · Rodríguez-Morilla, Beatriz et al. · archived
2649. Working conditions of commercial drivers: a scoping review of psychosocial work factors, health outcomes, and interventions · 2024 · Amoadu, Mustapha et al. · archived
2650. Effect of cognitive arousal on sleep latency, somatic and cortical arousal following partial sleep deprivation ↗ · 2004 · Valck, Elke De et al. · indexed
2651. VTD-Visual and Tactile Database for Driver State and Behavior Perception ↗ · 2023 · Wang, Jie et al. · indexed
2652. Development of an Inference System for Drivers’ Driving Style and Workload Sensitivity from their Demographic Characteristics · 2022 · Sato, Toshihisa et al. · archived
2653. Study of mental workload imposed by different tasks based on teleoperation ↗ · 2020 · Shao, Shuyu et al. · indexed
2654. A Demonstration of a Dry/No Preparation Electrode System for EEG ↗ · 2009 · Christensen, James et al. · indexed
2655. Countermeasures for Driver Passive Fatigue: A Systematic Review and Meta-Analysis ↗ · 2026 · Li, Yujin et al. · indexed
2656. Driver Drowsiness Detection Based on LiDAR-Based Road Boundary Detection ↗ · 2024 · Teoh, Tai Shie et al. · indexed
2657. A framework to estimate cognitive load using physiological data ↗ · 2020 · Ahmad, Muneeb Imtiaz et al. · indexed
2658. Breath Analysis of Drivers for Monitoring Their Conditions on Driving Simulator ↗ · 2020 · Itoh, Toshio et al. · indexed
2659. Psychosocial Work Factors, Job Stress and Strain at the Wheel: Validation of the Copenhagen Psychosocial Questionnaire (COPSOQ) in Professional Drivers · 2019 · Useche, Sergio A. et al. · archived
2660. EEG Signal Analysis for Monitoring Concentration of Operators · 2023 · Rykała, Łukasz · archived
2661. Automatic drowsiness detection using electroencephalogram signal ↗ · 2020 · Dutta, A. et al. · indexed
2662. Development of Wireless Brain Computer Interface With Embedded Multitask Scheduling and its Application on Real-Time Driver's Drowsiness Detection and Warning ↗ · 2008 · Lin, Chin-Teng et al. · indexed
2663. IMCATN: Transformer Based Learning With Multi-Scale Information Fusion for Driver Cognitive Load Recognition ↗ · 2025 · Cheng, Shiwei et al. · indexed
2664. Video-based observer rated sleepiness versus self-reported subjective sleepiness in real road driving ↗ · 2015 · Ahlstrom, Christer et al. · indexed
2665. Engine sounds reflect a racecar driver’s cognition · 2026 · Singh, Jaskeerat et al. · archived
2666. Study of Steering Wheel Movement under Fatigue Driving and Drunk Driving Based on Sample Entropy ↗ · 2015 · Li, Zhen Long et al. · indexed
2667. The on-road experiences and awareness of sleepiness in a sample of Australian highway drivers: A roadside driver sleepiness study ↗ · 2015 · Watling, Christopher N. et al. · indexed
2668. S15 An office based advanced driving simulator to assess driving performance in Obstructive Sleep Apnoea Syndrome (OSAS): a pilot study ↗ · 2010 · Ghosh, D. et al. · indexed
2669. Electrophysiological and hemodynamic mechanisms underlying load modulations in visuospatial working memory: A functional near-infrared spectroscopy (fNIRS) and electroencephalogram (EEG) study. ↗ · 2024 · Zarantonello, Lisa et al. · indexed
2670. Portable Drowsiness Detection through Use of a Prefrontal Single-Channel Electroencephalogram ↗ · 2018 · Ogino, Mikito et al. · indexed
2671. A Remote Fatigue Driving Detection System for Ship Supervision based on Physiological Response Features ↗ · 2023 · Tong, Jinming et al. · indexed
2672. Effect of Two Lane Non-Urban Highway Geometry on Workload Profile of Drivers ↗ · 2021 · Akkara, Jisha et al. · indexed
2673. Sustained Attention Driving Task Analysis based on Recurrent Residual Neural Network using EEG Data · 2018 · Ming, Yurui et al. · archived
2674. Driver drowsiness detection using behavioral measures and machine learning techniques: A review of state-of-art techniques ↗ · 2017 · Ngxande, Mkhuseli et al. · indexed
2675. Driver alertness monitoring techniques: a literature review ↗ · 2008 · Culp, J. et al. · indexed
2676. Linking Multi-Night Sleep Heart Rate to Vigilance: Insights from Antarctic Field Research ↗ · 2025 · Ráčková, Lucie et al. · indexed
2677. Mental Workload Assessment: From the Perspective of Neuroergonomics ↗ · 2013 · JIA, Huibin et al. · indexed
2678. The Impact of Driving, Non-Driving Work, and Rest Breaks on Driving Performance in Commercial Motor Vehicle Operations · 2011 · NHTSA · archived
2679. Application of modulated vibration to restore driver alertness ↗ · 2024 · Zou, K. et al. · indexed
2680. Study of Instructor Support System for Simulator-Based Exercise Using Mental Workload Monitoring System ↗ · 2018 · Sugimoto, Ippei et al. · indexed
2681. WiFind: Driver Fatigue Detection with Fine-Grained Wi-Fi Signal Features ↗ · 2017 · Peng, Hongjian et al. · indexed
2682. 0237 The relationship between heart rate variability and 5 year risk of cardiovascular disease: evidence from the taiwan bus driver cohort study ↗ · 2017 · Wang, Chung-Ching et al. · indexed
2683. A Comparative Analysis of Indexing of Mental Workload by using Neuro-Driving Tools based on EEG Measurements Coupling with the Eye-Tracking System ↗ · 2016 · Mayu, Ichiki et al. · indexed
2684. Mental Workload Assessment Using Deep Learning Models From EEG Signals: A Systematic Review · 2025 · Kingphai, Kunjira et al. · archived
2685. Distraction in the Driving Simulator: An Event-Related Potential (ERP) Study with Young, Middle-Aged, and Older Drivers ↗ · 2021 · Karthaus, Melanie et al. · indexed
2686. Combined EEG-Gyroscope-tDCS Brain Machine Interface System for Early Management of Driver Drowsiness ↗ · 2018 · Li, Gang et al. · indexed
2687. Persistent effects of mobile phone conversation while driving after disconnect: Physiological evidence and driving performance ↗ · 2023 · Pouyakian, Mostafa et al. · indexed
2688. Neurophysiological Assessment of An Innovative Maritime Safety System in Terms of Ship Operators’ Mental Workload, Stress, and Attention in the Full Mission Bridge Simulator · 2023 · Ronca, Vincenzo et al. · archived
2689. Why Do People Have Drowsy Driving Crashes? Input from Drivers Who Just Did · 1999 · Stutts, Jane C. et al. · archived
2690. Coupling neuroscience and driving simulation: A systematic review of studies on crash-risk behaviors in young drivers ↗ · 2020 · Banz, Barbara C. et al. · indexed
2691. Effectiveness of Class Weight Balancing in CNN Models for EEG-Based Detection of Driver Drowsiness ↗ · 2024 · Rahmawati, Annida et al. · indexed
2692. Identification of real-time driver distraction using optimal subBand detection powered by Wavelet Packet Transform ↗ · 2017 · Deshmukh, Shantanu et al. · indexed
2693. Powered two wheelers’ workload assessment with various methods using a motorcycle simulator ↗ · 2015 · Will, Sebastian et al. · indexed
2694. Driver Sleepiness Detection System Based on Eye Movements Variables ↗ · 2013 · Jin, Lisheng et al. · indexed
2695. A hybrid system ensemble based time series signal classification on driver alertness detection ↗ · 2011 · Xu, Shen et al. · indexed
2696. Driver vigilance monitoring, a new approach ↗ · 2003 · Gonzalez-Mendoza, M. et al. · indexed
2697. Multiple factors on driving load in mountain area at night based on factor analysis · 2024 · Li, Hao et al. · archived
2698. Effects of Chronic Stress and Acute Stress on Driving Performance ↗ · 2024 · Oliver, Myriam et al. · indexed
2699. Operator Functional State Classification Using Neural Networks with Combined Physiological and Performance Features ↗ · 1999 · Wilson, Glenn F. et al. · indexed
2700. Integrating Human Factors and Neuroscience Research Through Neurophysiological Metrics Across Transport Modes ↗ · 2025 · Brambati, François et al. · indexed
2701. Relaxation State Assessment on Sleepy Driver through EEG-Based Ensemble Learning ↗ · 2024 · Umsura, Bunyarat et al. · indexed
2702. On the importance of working memory in the driving safety field: A systematic review ↗ · 2023 · Zhang, Huiming et al. · indexed
2703. Variation of performance, of self-reported alertness and effort as a function of low doses of alcohol and of driving experience · 2020 · Berthelon, Catherine et al. · archived
2704. Evaluation of Driver’s Cognitive Load when Presented Information on the Windshield using P300 Latency in Eye-fixation Related Potentials ↗ · 2019 · Takada, Shinya et al. · indexed
2705. Relationship between mental workload and salivary cortisol levels: A field study ↗ · 2020 · Zoaktafi, Mojgan et al. · indexed
2706. Driver Fatigue ↗ · 1994 · Brown, I D · indexed
2707. Information Fusion System with Wireless Transmission for Monitoring the Status of Driver ↗ · 2007 · Dai, Jun et al. · indexed
2708. Driver blink measurement by the motion picture processing and its application to drowsiness detection ↗ · 2003 · Ito, T. et al. · indexed
2709. Visual Mental Workload Assessment from EEG in Manual Assembly Task · 2023 · Pušica, Miloš et al. · archived
2710. A Channel-Augmented Multi-Domain Graph Convolutional Network for Fatigue Driving Detection ↗ · 2024 · Sun, Mingyi et al. · indexed
2711. Functional Connectivity Analysis and Detection of Mental Fatigue Induced by Different Tasks Using Functional Near-Infrared Spectroscopy ↗ · 2022 · Peng, Yaoxing et al. · indexed
2712. Highly sensitive driver condition monitoring system using nonintrusive active electrodes ↗ · 2012 · Jung, S. J. et al. · indexed
2713. EEG Spectral Analysis of Workload for a Part-task UAV Simulation ↗ · 2010 · Roberts, Daniel M. et al. · indexed
2714. Biosignals Based Automated Driver Cognitive Load Assessment Using a Pre-Trained Transformer ↗ · 2025 · Azizi, Mohammad Mahdi et al. · indexed
2715. Combining physiological data and subjective measurements to investigate cognitive load during complex learning ↗ · 2019 · Larmuseau, Charlotte et al. · indexed
2716. Reliability of simulator driving tool for evaluation of sleepiness, fatigue and driving performance ↗ · 2011 · Davenne, Damien et al. · indexed
2717. Driving with a congestion assistant; mental workload and acceptance ↗ · 2009 · Brookhuis, Karel A. et al. · indexed
2718. Driver Vigilance Decrement is More Severe During Automated Driving than Manual Driving ↗ · 2022 · Greenlee, Eric T. et al. · indexed
2719. CogniMeter: EEG-based Emotion, Mental Workload and Stress Visual Monitoring ↗ · 2015 · Hou, Xiyuan et al. · indexed
2720. An Empirical Model of Driver Workload Dynamics at Unsignalized Intersections ↗ · 2026 · Wang, Yiyun et al. · indexed
2721. Mental Workload Modeling in Hospital Nurses' Using Electroencephalogram (EEG) ↗ · 2024 · Putri Pribadyo, Claresta Yasmine et al. · indexed
2722. Penggunaan Pendekatan Cardiovascular Load (CVL) dan Subjective Workload Assessment Technique (SWAT) Dalam Menganalisis Beban Kerja Driver Online · 2023 · Semnasti, Akmal Suryadi et al. · archived
2723. Improving Driver Alertness through Music Selection Using a Mobile EEG to Detect Brainwaves ↗ · 2013 · Liu, Ning-Han et al. · indexed
2724. Electrodermal lability as an indicator for subjective sleepiness during total sleep deprivation ↗ · 2011 · MICHAEL, LARS et al. · indexed
2725. Remote Tower Air Traffic Controller Fatigue Detection Based on Eye-Tracking and EEG Fusion ↗ · 2026 · Song, Dajiang et al. · indexed
2726. Effects of Driver Drowsiness on Driving Performance in the Context of Partial Driving Automation Requiring Hands-on-Wheel ↗ · 2020 · Saito, Yuichi et al. · indexed
2727. Stop and revive? The effectiveness of nap and active rest breaks for reducing driver sleepiness · 2014 · Watling, Christopher N. et al. · archived
2728. Neuroergonomic Attention Assessment in Safety-Critical Tasks: EEG Indices and Subjective Metrics Validation in a Novel Task-Embedded Reaction Time Paradigm ↗ · 2024 · Bjegojević, Bojana et al. · indexed
2729. Effect of Road Markings and Traffic Signs Presence on Young Driver Stress Level, Eye Movement and Behaviour in Night-Time Conditions: A Driving Simulator Study ↗ · 2020 · Babić, Darko et al. · indexed
2730. EEG analysis for cognitive failure detection in driving using neuro-evolutionary synergism ↗ · 2014 · Saha, Anuradha et al. · indexed
2731. Evidence for modulation of <scp>EEG</scp> microstates by mental workload levels and task types ↗ · 2023 · Chen, Jingxin et al. · indexed
2732. Topological EEG-Based Functional Connectivity Analysis for Mental Workload State Recognition · 2023 · Yan, Yan et al. · archived
2733. Breath Analysis of Drivers for Monitoring Their Conditions on Driving Simulator ↗ · 2021 · Itoh, Toshio et al. · indexed
2734. Monitoring of car driver physiological parameters ↗ · 2010 · Vavrinsky, E. et al. · indexed
2735. A Deep Learning-Based System for Driver Fatigue Detection ↗ · 2024 · Benmohamed, Abderrahim et al. · indexed
2736. Remote Photoplethysmography and Motion Tracking Convolutional Neural Network with Bidirectional Long Short-Term Memory: Non-Invasive Fatigue Detection Method Based on Multi-Modal Fusion ↗ · 2024 · Kong, Lingjian et al. · indexed
2737. Effects of Partial Sleep Deprivation on Braking Response of Drivers in Hazard Scenarios ↗ · 2020 · Mahajan, Kirti et al. · indexed
2738. Study on Drowsy Driving Behavior from Driver Steering Pattern and Lane Offset Using Driving Simulator ↗ · 2019 · Noomwongs, Nuksit et al. · indexed
2739. The Impairing Effect of Mental Fatigue on Visual Sustained Attention under Monotonous Multi-Object Visual Attention Task in Long Durations: An Event-Related Potential Based Study · 2016 · Guo, Zizheng et al. · archived
2740. TASK-INDUCED FATIGUE EFFECTS ON SIMULATED DRIVING PERFORMANCE ↗ · 1998 · Desmond, Paula A. et al. · indexed
2741. Effect of Music Listening on Physiological Condition, Mental Workload, and Driving Performance with Consideration of Driver Temperament ↗ · 2019 · Wen, Huiying et al. · indexed
2742. Tonic EEG dynamics during psychomotor vigilance task ↗ · 2013 · Molina, Enrique et al. · indexed
2743. Saccadic Peak Velocity Sensitivity to Variations in Mental Workload ↗ · 2010 · Di Stasi, Leandro L. et al. · indexed
2744. New Insights into Driving Using Recurrence Quantification Analysis ↗ · 2008 · Cooper, Joel et al. · indexed
2745. Psychophysiologically Determined Classification of Cognitive Activity ↗ · 2004 · Wilson, Glenn F. et al. · indexed
2746. Effects of Emotional Olfactory Stimuli on Modulating Angry Driving Based on an EEG Connectivity Study ↗ · 2024 · Hu, Fo et al. · indexed
2747. Risk Assessment by a Passenger of an Autonomous Vehicle Among Pedestrians: Relationship Between Subjective and Physiological Measures · 2021 · Petit, Jeffery et al. · archived
2748. Determinants of risky driving behaviors in professional bus drivers: A questionnaire investigation ↗ · 2026 · Gao, Zhibo et al. · indexed
2749. Enhanced Driver Fatigue Classification via a Novel Residual Polynomial Network with EEG Signal Analysis ↗ · 2026 · Gao, Bing et al. · indexed
2750. Work Environment, Stress, and Driving Anger: A Structural Equation Model for Predicting Traffic Sanctions of Public Transport Drivers · 2018 · Montoro, Luis et al. · archived
2751. Discriminating Stress From Cognitive Load Using a Wearable EDA Device ↗ · 2010 · Setz, C. et al. · indexed
2752. Assessment of Driver’s Drowsiness Based on Fractal Dimensional Analysis of Sitting and Back Pressure Measurements ↗ · 2018 · Murata, Atsuo et al. · indexed
2753. Analysis of a Complex Skill: Vehicle Driving ↗ · 1963 · Herbert, Marvin J. · indexed
2754. Early Driver Fatigue Detection System: A Cost-Effective and Wearable Approach Utilizing Embedded Machine Learning ↗ · 2025 · Lin, Chengyou et al. · indexed
2755. EEG potentials predict upcoming emergency brakings during simulated driving ↗ · 2011 · Haufe, Stefan et al. · indexed
2756. AI and Mobile Technologies for Driver Fatigue Detection: Sex Differences Revealed by Eye-Tracking Metrics ↗ · 2025 · Bend, Julia et al. · indexed
2757. 0019 Drowsy Driving in a Community Sample: Associations with Sleep Duration, Insomnia Severity, Daytime Sleepiness, and Fatigue ↗ · 2022 · Hamze, Mohi et al. · indexed
2758. Correlation between Driving Behavior and Brain Activity during Turning Revealed by a Simulated Driving Experiment ↗ · 2022 · Zhang, Jiawen et al. · indexed
2759. The influence of mental fatigue on brain activity: Evidence from a systematic review with meta‐analyses ↗ · 2020 · Tran, Yvonne et al. · indexed
2760. Mental Workload Estimation from EEG Signals Using Machine Learning Algorithms · 2018 · Cheema, Baljeet Singh et al. · archived
2761. Driver drowsiness estimation by fusion of lane and eye features using a multilevel evidence theory ↗ · 2013 · Li, Xuanpeng et al. · indexed
2762. Visual Analysis of Eye State and Head Pose for Driver Alertness Monitoring ↗ · 2013 · Oyini Mbouna, Ralph et al. · indexed
2763. A neural-network-based system for monitoring driver fatigue ↗ · 2010 · Ribaric, Slobodan et al. · indexed
2764. Dimensions of driver stress ↗ · 1989 · GULIAN, E. et al. · indexed
2765. An EEG fatigue driving prevention system based on data fusion technologyThis article studies the fatigue driving warning system based on brain waves ↗ · 2023 · Dong, Anna et al. · indexed
2766. Comprehensive Drowsiness Level Detection Model Combining Multimodal Information ↗ · 2019 · Sunagawa, Mika et al. · indexed
2767. Deterioration in Driving Performance During Sleep Deprivation Is Similar in Professional and Nonprofessional Drivers ↗ · 2013 · Howard, Mark E. et al. · indexed
2768. A dynamic ocular index for assessing mental workload across visual tasks ↗ · 2026 · Wang, Xuanzhi et al. · indexed
2769. Effects of sleep deprivation and hazard types on the hazard perception of young novice drivers: An ERP study ↗ · 2024 · Sun, Long et al. · indexed
2770. Pilot Testing a Naturalistic Driving Study to Investigate Winter Maintenance Operator Fatigue during Winter Emergencies ↗ · 2017 · Camden, Matthew et al. · indexed
2771. Driver Drowsiness Detection using CNN · 2024 · Bankar, Jaitee · archived
2772. Evaluation of mental workload in visual-motor task: Spectral analysis of single-channel frontal EEG ↗ · 2013 · Mak, Joseph N. et al. · indexed
2773. Research on Beijing Bus Driver Psychology Fatigue Evaluation ↗ · 2012 · Sang, Yao et al. · indexed
2774. Fatigue and Stress in Air Traffic Controllers ↗ · 1971 · GRANDJEAN, E. P. et al. · indexed
2775. Eye‐Tracking and Skin Conductance to Monitor Cognitive Task Engagement ↗ · 2026 · Fragueiro, Agustina et al. · indexed
2776. Multimodal Assessment of Cognitive Workload Using Neural, Subjective and Behavioural Measures in Smart Factory Settings ↗ · 2023 · Zakeri, Zohreh et al. · indexed
2777. An Android-Based Driver Drowsiness Monitoring System ↗ · 2015 · Hu, Jianfeng et al. · indexed
2778. Marine pilot trainee's mental workload for simulator based training using R-R interval ↗ · 2014 · Tanaka, Masahiro et al. · indexed
2779. Research on drowsiness detection in UAV operators based on the random decision forest method · 2026 · Wojtowicz, Konrad et al. · archived
2780. Random Forest Algorithm-based Multi-Feature Vector Optimization for Fatigue Driving Vigilance Monitoring ↗ · 2020 · Guo, Fengjuan et al. · indexed
2781. An EEG-based mental workload estimator trained on working memory task can work well under simulated multi-attribute task · 2014 · Ke, Yufeng et al. · archived
2782. Gaze-based Drowsiness Recognition for Level 3 Automated Driving: Designing Core Features and Temporal Windows ↗ · 2026 · Jang, Eun Hye et al. · indexed
2783. Driver Tracking in Automotive Environment Using Mobile Thermal Camera ↗ · 2025 · Stoyanov, Yordan · indexed
2784. Comprehensive Analysis on Feature Selection, Machine Learning and Deep Learning Algorithms to Detect Driver Drowsiness-An EEG Study ↗ · 2023 · Ferdous, Talukdar Raian et al. · indexed
2785. A multimodal and signals fusion approach for assessing the impact of stressful events on Air Traffic Controllers ↗ · 2020 · Borghini, Gianluca et al. · indexed
2786. Statistical, Probability and Spectral Analysis of Test Driver Trajectories - 24 Hours Monitoring ↗ · 2016 · Havlíková, Marie et al. · indexed
2787. Fatigue factors affecting metropolitan bus drivers: A qualitative investigation · 2009 · Biggs, Herbert C. et al. · archived
2788. Model and research method of automotive driving fatigue ↗ · 2007 · Xiankui Zhang et al. · indexed
2789. Crashes &amp; Fatalities Related To Driver Drowsiness/Fatigue · 1994 · NHTSA · archived
2790. Exploring the Dynamic Interplay of Cognitive Load and Emotional Arousal by Using Multimodal Measurements: Correlation of Pupil Diameter and Emotional Arousal in Emotionally Engaging Tasks ↗ · 2026 · Michel, Selina et al. · indexed
2791. Multi-Bin Breathing Pattern Estimation by Radar Fusion for Enhanced Driver Monitoring ↗ · 2023 · Gharamohammadi, Ali et al. · indexed
2792. The mapping relationship between PERCLOS and work fatigue: a correlation verification experiment based on radial basis function neural network ↗ · 2022 · Yao, Ziyu et al. · indexed
2793. Development of Noncontact Train Driver Monitoring System with Bio Signal Processing ↗ · 2018 · Chun, Hye-yeun et al. · indexed
2794. Evaluation of mental workload of sea pilot and captain using salivary NO&lt;inf&gt;3&lt;/inf&gt;⁻ ↗ · 2016 · Kitamura, Kenichi et al. · indexed
2795. Efficient mental workload estimation using task-independent EEG features ↗ · 2016 · Roy, R N et al. · indexed
2796. Mental fatigue and working memory load estimation: Interaction and implications for EEG-based passive BCI ↗ · 2013 · Roy, Raphaelle N. et al. · indexed
2797. Evaluation of Mental Workload of Bridge Teammates Using Facial Temperature : Simultaneous Measurement of Navigator and Helmsman ↗ · 2012 · KENJO, Harunobu et al. · indexed
2798. Driver experience and cognitive workload in different traffic environments ↗ · 2006 · Patten, Christopher J.D. et al. · indexed
2799. Fine-Grained Mental Workload Estimation Based on Eeg Signal Analysis ↗ · 2025 · Wang, Yingshan et al. · indexed
2800. Scale Invariance in fNIRS as a Measurement of Cognitive Load · 2021 · Zhuang, Chu et al. · archived
2801. Drowsiness Detection and Warning in Manual and Automated Driving ↗ · 2018 · Kundinger, Thomas et al. · indexed
2802. Effect of varying levels of mental workload on startle eyeblink modulation ↗ · 2002 · Neumann, David L. · indexed
2803. A Framework for Driver Drowsiness Monitoring Using a Convolutional Neural Network and the Internet of Things ↗ · 2024 · Irsan, Muhamad et al. · indexed
2804. Driver Drowsiness Detection using Machine Learning ↗ · 2022 · Nirwan, Himnish · indexed
2805. Sleepiness Detection For The Driver Using Single Channel EEG With Artificial Neural Network ↗ · 2019 · Rochmah, Afiatur et al. · indexed
2806. Real Time Bio Signal Interface for Visual Monitoring of Radar Controllers ↗ · 2017 · Jie, Wee Hong et al. · indexed
2807. Correlative Evaluation of Mental and Physical Workload of Laparoscopic Surgeons Based on Surface Electromyography and Eye-tracking Signals ↗ · 2017 · Zhang, Jian-Yang et al. · indexed
2808. A ship navigator’s mental workload using salivary NO₃⁻ concentration for simulator-based experiment ↗ · 2016 · Kitamura, Kenichi et al. · indexed
2809. Comparative Analysis of Vehicle-Based and Driver-Based Features for Driver Drowsiness Monitoring by Support Vector Machines ↗ · 2022 · Baccour, Mohamed Hedi et al. · indexed
2810. Monotonous driving induces shifts in spatial attention as a function of handedness · 2021 · Chandrakumar, D. et al. · archived
2811. A review on driver drowsiness based on image, bio-signal, and driver behavior ↗ · 2017 · Pratama, Bagus G. et al. · indexed
2812. Detecting driver drowsiness and distraction via FFT ↗ · 2011 · Qin, Huabiao et al. · indexed
2813. Estimating the Workload of Driving Using Video Clips as Anchors ↗ · 2022 · Green, Paul · indexed
2814. Toward a Hybrid Passive BCI for the Modulation of Sustained Attention Using EEG and fNIRS · 2019 · Karran, Alexander J. et al. · archived
2815. Feature extraction with deep belief networks for driver's cognitive states prediction from EEG data ↗ · 2015 · Hajinoroozi, Mehdi et al. · indexed
2816. Investigating the interplay between cognitive workload and situation awareness during full driving automation ↗ · 2025 · Sahoo, P et al. · indexed
2817. Long-term effects of daylight saving time on driving fatigue · 2024 · Orsini, Federico et al. · archived
2818. Comparison of driver awareness in real traffic and driving on a simulator ↗ · 2022 · Beňuš, J. et al. · indexed
2819. Detecting Driver Drowsiness With Multi-Sensor Data Fusion Combined With Machine Learning · 2021 · Kulhandjian, Hovannes · archived
2820. Real-time driver drowsiness feedback improves driver alertness and self-reported driving performance ↗ · 2015 · Aidman, Eugene et al. · indexed
2821. Task-irrelevant Auditory Event-related Potentials as Mental Workload Indicators: A Between-task Comparison Study ↗ · 2020 · Xu, Jinzhao et al. · indexed
2822. Effects of Driver Task-related Fatigue on Driving Performance ↗ · 2014 · Gastaldi, Massimiliano et al. · indexed
2823. Safety Enhancement by Detecting Driver Impairment Through Analysis of Real-Time Volatilities [Research Brief] · 2023 · Khattak, Asad J. · archived
2824. Effectiveness and Workload Reduction Model of Hands-off Function in Driver Assistance System · 2022 · TSUKADA, Takemi et al. · archived
2825. The Effect of Communicational Signals on Drivers’ Emotion States · 2021 · Ba, Yutao et al. · archived
2826. Driver Sleepiness Detection Algorithm Based on Relevance Vector Machine ↗ · 2021 · Wei, Lingxiang et al. · indexed
2827. Detecting driver fatigue through the use of advanced face monitoring techniques · 2001 · Veeraraghavan, Harini et al. · archived
2828. A comprehensive experimental framework based on analysis of the pilot’s EEG and NASA-TLX questionnaire in a VR environment ↗ · 2023 · Ji, Li et al. · indexed
2829. Evaluation of mixed culture bridge teammates' mental workload using heart rate variability: Simulator-based ship handling ↗ · 2016 · Kitamura, Kenichi et al. · indexed
2830. Why Do People Have Drowsy Driving Crashes? Input From Drivers Who Just Did · 1999 · Vaughn, Bradley V. et al. · archived
2831. Time Course of Reaction Time and EEG While Performing a Vigilance Task During Total Sleep Deprivation ↗ · 1996 · Corsi-Cabrera, M. et al. · indexed
2832. Cognitive Response of Underground Car Driver Observed by Brain EEG Signals ↗ · 2024 · Zhang, Yizhe et al. · indexed
2833. ANALYSIS OF METHODS FOR DETERMINING DRIVER FATIGUE AND A WAYS OF THEIR IMPROVEMENT ↗ · 2022 · Poghosyan, Vigen · indexed
2834. Applications of internet of things for monitoring drivers-a comprehensive study · 2022 · Yogarayan, Sumendra et al. · archived
2835. Vector Phase Analysis Approach for Sleep Stage Classification: A Functional Near-Infrared Spectroscopy-Based Passive Brain–Computer Interface ↗ · 2021 · Arif, Saad et al. · indexed
2836. Assessing Interference from Mental Workload Using a Naturalistic Simulated Driving Task: A Pilot Study ↗ · 2006 · Horrey, William J. et al. · indexed
2837. A Review of the Use of Gaze and Pupil Metrics to Assess Mental Workload in Gamified and Simulated Sensorimotor Tasks ↗ · 2024 · Gorin, Holly et al. · indexed
2838. Relations among Multiple Workload Measure during a Memory Task ↗ · 2000 · Ryan, Arthur M. · indexed
2839. Cascaded Convolutional Neural Network with Attention Mechanism for Mobile EEG-based Driver Drowsiness Detection System ↗ · 2019 · Ding, Sirui et al. · indexed
2840. Adapting artificial neural networks to a specific driver enhances detection and prediction of drowsiness ↗ · 2018 · Jacobé de Naurois, Charlotte et al. · indexed
2841. An early warning system for predicting driver fatigue ↗ · 2017 · Lin, Yu-Yao et al. · indexed
2842. Selection of Measurement Method for Detection of Driver Visual Cognitive Distraction: A Review ↗ · 2017 · Yusoff, Norhasliza M. et al. · indexed
2843. Human Confusion Recognition Techniques: Measurements, Algorithms, and Future Research Directions for Automated Driving ↗ · 2026 · Huo, Hao et al. · indexed
2844. The Effect of Whole-Body Haptic Feedback on Driver’s Perception in Negotiating a Curve · 2018 · Pakdamanian, Erfan et al. · archived
2845. Preventing Road Crashes with IoT Monitoring of Driver Fatigue in Real-Time · 2025 · Kashyap, Abhijan S. et al. · archived
2846. Multimodal Driver Condition Monitoring System Operating in the Far-Infrared Spectrum ↗ · 2024 · Knapik, Mateusz et al. · indexed
2847. Effect of fNIRS on Physiological Index and Performance Under Vibratory Stimulus · 2019 · Sugimoto, Junya et al. · archived
2848. Live Demonstration of Portable Systems based on Silicon Sensors for the monitoring of Physiological Parameters of Driver Drowsiness and Pulse Wave Velocity ↗ · 2018 · Conoci, Sabrina et al. · indexed
2849. The Combined Effect of Alcohol and Sleepiness on Eye Tracking Features: Implications for Driver Monitoring Systems ↗ · 2025 · Ahlström, Christer et al. · indexed
2850. Reduction Effect of Traffic Accidents by Function of Drowsiness Detection ↗ · 2016 · Miyaji, Masahiro · indexed
2851. From Occupational Stress to Crash Risk: A Serial Mediation Model of Driver Fatigue, Cognitive Impairment, and Wellbeing Among Thai Commercial Truck Drivers ↗ · 2026 · Vanichkobchinda, Pongtana et al. · indexed
2852. Personality trait prediction by machine learning using physiological data and driving behavior ↗ · 2022 · Evin, Morgane et al. · indexed
2853. Vehicle Driver Monitoring through the Statistical Process Control ↗ · 2019 · Assuncao, Arthur et al. · indexed
2854. EEG-based mental workload recognition related to multitasking ↗ · 2015 · Lim, Wei Lun et al. · indexed
2855. Effects of Loading and Unloading Cargo on Commercial Truck Driver Alertness and Performance · 2001 · Krueger, G. P. et al. · archived
2856. EEG workload estimation and classification: a systematic review ↗ · 2025 · Hassan, Jahid et al. · indexed
2857. An eye tracking investigation of attention mechanism in driving behavior under emotional issues and cognitive load ↗ · 2023 · Wang, Quan et al. · indexed
2858. Mental workload level assessment based on compounded hysteresis effect ↗ · 2022 · Samima, Shabnam et al. · indexed
2859. Driver Distraction Recognition Using Wearable IMU Sensor Data ↗ · 2021 · Sun, Wencai et al. · indexed
2860. Effects of vibration on occupant driving performance under simulated driving conditions ↗ · 2017 · Azizan, Mohd Amzar et al. · indexed
2861. Measurement of a Navigator's Mental Workload for Ship Handling Based on Saliva Nitric Oxide Assay ↗ · 2013 · Kitamura, Kenichi et al. · indexed
2862. Impact of free-choice non-driving related activities on driver fatigue and performance in the context of conditional automated driving ↗ · 2025 · Loew, Alexandra et al. · indexed
2863. Driving Control Using Emotion Analysis Via EEG ↗ · 2018 · Bankar, Chinmayi et al. · indexed
2864. Comparing Expert Driving Behavior in Real World and Simulator Contexts ↗ · 2013 · Ekanayake, Hiran B. et al. · indexed
2865. At home and away: Measuring the sleep of Australian truck drivers ↗ · 2012 · Baulk, Stuart D. et al. · indexed
2866. Real-Time Assessment of Mental Workload with Near-Infrared Spectroscopy: Potential for Human-Computer Interaction · 2008 · Fantini, Sergio et al. · archived
2867. Fatigue Driving Detection by Fusing Neural Network and Physiological Indicator ↗ · 2025 · Li, Muze · indexed
2868. Mental Workload Assessment Using Machine Learning Techniques Based on EEG and Eye Tracking Data ↗ · 2024 · Aksu, Şeniz Harputlu et al. · indexed
2869. Effect of cognitive reserve on physiological measures of cognitive workload in older adults with cognitive impairments · 2022 · Devos, Hannes et al. · archived
2870. On the selection of stimulus for the auditory variant of the detection response task method for driving experiments ↗ · 2017 · Stojmenova, Kristina et al. · indexed
2871. The effects of iPod Use on Driver Distraction ↗ · 2011 · Mouloua, Mustapha et al. · indexed
2872. Differential contributions of inhibition and task engagement to workload: evidence from a novel adaptive Stroop task ↗ · 2026 · Jaiaue, Thipkanlaya et al. · indexed
2873. Towards Real-Time Recognition of Users Mental Workload Using Integrated Physiological Sensors Into a VR HMD ↗ · 2020 · Luong, Tiffany et al. · indexed
2874. A Review of Driver Fatigue Detection: Progress and Prospect ↗ · 2019 · Liu, Fan et al. · indexed
2875. Computer Vision Based Driver Health and Wellness Monitoring System: A) Fatigue Detection, B) Emotional Wellbeing ↗ · 2026 · Iqbal, Shoaib et al. · indexed
2876. The effects of the traffic signs information volume on the visual characteristics and workload of novice and experienced drivers ↗ · 2024 · Han, Lei et al. · indexed
2877. 0603 Divided Attention Steering Simulator Compared to Other Daytime Sleepiness Tests in Sleep Apnea ↗ · 2020 · Penzel, T et al. · indexed
2878. The Effects of Extra Cognitive Workload on Drivers’ Driving Performance under Smooth Car-Following Drive and Critical Situations ↗ · 2020 · Zhai, Junda et al. · indexed
2879. 3115 Adapting Alarm Threshold to Driver Behavior and/or Psychological State ↗ · 2007 · Itoh, Makoto et al. · indexed
2880. Medical Conditions and Driving: A Review of the Literature (1960-2000) · 2005 · Dobbs, Bonnie M. et al. · archived
2881. Emotion-Aware Contextual Modelling for Robust Driver Fatigue Detection ↗ · 2026 · Budzan, Sebastian et al. · indexed
2882. Assessing Mental Workload in Rural Women: A Heart Rate Variability Analysis of Working Women vs. Homemakers ↗ · 2025 · RMCS, COCS, HAU Hisar et al. · indexed
2883. Mental Workload Assessment using Low-Channel Prefrontal EEG Signals ↗ · 2023 · Beiramvand, Matin et al. · indexed
2884. The eye activity measurement of mental workload based on basic flight task ↗ · 2012 · He, Xueli et al. · indexed
2885. Enhancing Mental Fatigue Detection through Physiological Signals and Machine Learning Using Contextual Insights and Efficient Modelling ↗ · 2023 · Cos, Carole-Anne et al. · indexed
2886. Sleep‐related eye symptoms and their potential for identifying driver sleepiness ↗ · 2014 · Filtness, Ashleigh J. et al. · indexed
2887. Driver Sleepiness-Related Problems, Health Status, and Prolonged Driving Among Professional Heavy-Vehicle Drivers ↗ · 2000 · Hakkanen, Helina et al. · indexed
2888. Investigation by the Epworth Sleepiness Scale of daytime sleepiness in professional drivers during work hours ↗ · 2025 · Ntelezos, Konstantinos et al. · indexed
2889. Assessment of Scalability and Adaptability in Federated Learning Framework for Robust Driver Stress Monitoring ↗ · 2025 · S, Arun Kumar et al. · indexed
2890. Evaluating the Cognitive Load of Pilots: A Review of Workload Assessment Tools and Data Analysis Methods ↗ · 2024 · Cesare, Michele Giuseppe Di et al. · indexed
2891. Cross-Entropy-Based Assessment of Mental Workloads Using Two Prefrontal EEG Channels ↗ · 2023 · Beiramvand, Matin et al. · indexed
2892. Effects of vehicle vibration on driver alertness: a pilot study ↗ · 2023 · Xu, Jinhui et al. · indexed
2893. Improving upper-limb prosthesis usability: Cognitive workload measures quantify task difficulty · 2022 · Cooper, JM et al. · archived
2894. Driver's drowsiness monitoring system utilizing microwave Doppler sensor ↗ · 2012 · Staszek, Kamil et al. · indexed
2895. Frequent lapses of responsiveness during an extended visuomotor tracking task in non‐sleep‐deprived subjects ↗ · 2006 · PEIRIS, MALIK T. R. et al. · indexed
2896. A Driving Simulator Study of Young Driver’s Behavior under Angry Emotion ↗ · 2019 · Hu, Hongyu et al. · indexed
2897. Physiological measurement used in real time experiment to detect driver cognitive distraction ↗ · 2014 · Azman, Afizan et al. · indexed
2898. Driver Warning Assistant for Monitoring Heart Rate and SpO&lt;sub&gt;2&lt;/sub&gt; Using Mobile Phones ↗ · 2014 · Dumitru, Adrian Iulian et al. · indexed
2899. EEG Markers of Cognitive Load and Mental Fatigue in University Students: A Systematic Review ↗ · 2026 · Petrović, Nikol · indexed
2900. EEG markers of vigilance, task-induced fatigue and motivation during sustained attention: Evidence for decoupled alpha- and beta-signatures · 2024 · Hanzal, Simon et al. · archived
2901. Using galvanic skin response for cognitive load measurement in arithmetic and reading tasks ↗ · 2012 · Nourbakhsh, Nargess et al. · indexed
2902. On the Fast Lane to Road Rage · 2003 · Drews, Frank A. et al. · archived
2903. ANALYSIS OF THE IMPACT OF TASK DIFFICULTY ON THE OPERATORʾS WORKLOAD LEVEL ↗ · 2022 · Galant-Gołębiewska, Marta et al. · indexed
2904. Understanding the Multidimensional and Dynamic Nature of Facial Expressions Based on Indicators for Appraisal Components as Basis for Measuring Drivers' Fear · 2021 · Zhang, Meng et al. · archived
2905. On-line driver workload estimation. Effects of road situation and age on secondary task measures ↗ · 2000 · Verwey, Willem B. · indexed
2906. Multimodal Fusion for Robust Driver Drowsiness Detection: Integrating EEG and Video Signals with Enhanced Accuracy ↗ · 2024 · Shanthini, S et al. · indexed
2907. Steering Demands Diminish the Early-P3, Late-P3 and RON Components of the Event-Related Potential of Task-Irrelevant Environmental Sounds ↗ · 2016 · Scheer, Menja et al. · indexed
2908. The 10-Year Risk of Verifed Motor Vehicle Crashes in Relation to Physiologic Sleepiness ↗ · 2010 · Drake, Christopher L. et al. · indexed
2909. Stroop color–word test, arousal, electrodermal activity and performance in a critical driving situation ↗ · 2004 · Collet, Christian et al. · indexed
2910. CLASSIFICATION OF COGNITIVE WORKLOAD FROM EEG SIGNALS USING MULTIDIMENSIONAL FEATURES WITH MACHINE LEARNING AND DEEP LEARNING · 2025 · Koca, Yavuz Bahadir · archived
2911. Driver Facial Emotions and Drowsiness Detection for Enhanced Advanced Driver Assistance Systems(ADAS): Safety Management ↗ · 2024 · Bharadwaj, Sippee et al. · indexed
2912. Toward Workload-Based Adaptive Automation: The Utility of fNIRS for Measuring Load in Multiple Resources in the Brain ↗ · 2023 · Hirshfield, Leanne et al. · indexed
2913. Occupational health disparities among U.S. long-haul truck drivers: the influence of work organization and sleep on cardiovascular and metabolic disease risk · 2018 · Hege, Adam et al. · archived
2914. Driving and Speaking: Revelations by the Head-Mounted Detection Response Task · 2013 · Conti, Antonia S et al. · archived
2915. Sigh rate and respiratory variability during mental load and sustained attention ↗ · 2010 · Vlemincx, Elke et al. · indexed
2916. The Relation between Mental Workload and Face Temperature in Flight Simulation ↗ · 2024 · Bonyad, Amin et al. · indexed
2917. Psychological work characteristics, psychological workload and associated psychological and cognitive requirements of train drivers ↗ · 2014 · Zoer, Ilona et al. · indexed
2918. Decision Tree-Based Pilot Workload Prediction Through Optimized HRV Features Selection ↗ · 2026 · Vindigni, Carmelo Rosario et al. · indexed
2919. Sighs Shape Respiratory Variability and Pupil Dynamics and Adapt to Sustained Attention Demands ↗ · 2025 · Andrews, Ralph W. G. et al. · indexed
2920. Automated assessment of mental workload from PPG sensor data using cross-wavelet coherence and transfer learning ↗ · 2024 · Gupta, Shresth et al. · indexed
2921. On-road Guided Slow Breathing Interventions for Car Commuters ↗ · 2019 · Balters, Stephanie et al. · indexed
2922. Automation Control System against Driver Falling Asleep in Traffic ↗ · 2018 · Dymov, Ilya S. et al. · indexed
2923. Assessment of mental workload: A new electrophysiological method based on intra-block averaging of ERP amplitudes ↗ · 2016 · Horat, Sibylle K. et al. · indexed
2924. Development of driver-state estimation algorithm based on Hybrid Bayesian Network ↗ · 2015 · Ryu, Dong Woon et al. · indexed
2925. Evaluation of ship navigator's mental workload for ship handling based on salivary NO&lt;inf&gt;3&lt;/inf&gt;&amp;#x2212; ↗ · 2012 · Kitamura, Kenichi et al. · indexed
2926. What You May Not See Might Slow You Down Anyway: Masked Images and Driving ↗ · 2012 · Lewis-Evans, Ben et al. · indexed
2927. Development of Active and Passive Fatigue Manipulations Using a Driving Simulator ↗ · 2007 · Saxby, Dyani et al. · indexed
2928. Driver cognitive distraction detection: Feature estimation and implementation ↗ · 2007 · Kutila, M H et al. · indexed
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2930. A fuzzy recurrent neural network for driver fatigue detection based on steering-wheel angle sensor data ↗ · 2019 · Li, Zuojin et al. · indexed
2931. Topographic map analysis for driver cognitive distraction ↗ · 2014 · Almahasneh, Hossam et al. · indexed
2932. Brain-computer interface for smart vehicle: Detection of braking intention during simulated driving ↗ · 2014 · Kim, Jeong-Woo et al. · indexed
2933. GETN: A Graph-Based EEG Transformer Network for Driver Takeover Reliability Assessment in Conditionally Automated Driving ↗ · 2025 · Zhao, Xinzhi et al. · indexed
2934. Robust PPG-Based Mental Workload Assessment System Using Wearable Devices ↗ · 2023 · Beh, Win-Ken et al. · indexed
2935. XGBoost Algorithm-Based Monitoring Model for Urban Driving Stress: Combining Driving Behaviour, Driving Environment, and Route Familiarity ↗ · 2021 · Lu, Yue et al. · indexed
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2942. The impact of sleep disorders on driving safety—findings from the Second Strategic Highway Research Program naturalistic driving study ↗ · 2018 · Liu, Shu-Yuan et al. · indexed
2943. Monitoring alert and drowsy states by modeling EEG source nonstationarity ↗ · 2017 · Hsu, Sheng-Hsiou et al. · indexed
2944. Prediction of driving stress on high-altitude expressway using driving environment features: A naturalistic driving study in Tibet ↗ · 2024 · Qin, Pengcheng et al. · indexed
2945. Speed behaviour and mental workload of small-spacing expressway interchanges based on field driving test ↗ · 2023 · Xu, Jin et al. · indexed
2946. Investigating EEG-based cross-session and cross-task vigilance estimation in BCI systems ↗ · 2023 · Wang, Kangning et al. · indexed
2947. Heart rate variability, mood and performance: a pilot study on the interrelation of these variables in amateur road cyclists ↗ · 2022 · Alfonso, Carla et al. · indexed
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2949. Predicting Driver Fatigue in Monotonous Automated Driving with Explanation using GPBoost and SHAP ↗ · 2021 · Zhou, Feng et al. · indexed
2950. Yet Another Objective Approach for Measuring Cognitive Load Using EEG-Based Workload ↗ · 2016 · Chang, Hao-Cheng et al. · indexed
2951. Vulnerability in Vigilance Fluctuations During Daytime: Evidence From Behaviour and Resting‐State <scp>EEG</scp> ↗ · 2026 · Gong, Yanlin et al. · indexed
2952. Takeover and non-driving related task performance in conditional automated driving: EEG and behavior Parameters interaction ↗ · 2025 · Gao, Yuan et al. · indexed
2953. ERP microstate analysis reveals prolonged early-stage P3 processing in mental fatigue ↗ · 2025 · Lai, Jingzhu et al. · indexed
2954. A Review of Recent Developments in Driver Drowsiness Detection Systems ↗ · 2022 · Albadawi, Yaman et al. · indexed
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2956. An EEG-Assisted Two-Stage PERCLOS Forecasting Method for Driver Fatigue Early Warning ↗ · 2026 · Jiang, Junye et al. · indexed
2957. Systematic Review of Multimodal Fusion Strategies for Driver Fatigue Detection in Autonomous Vehicles · 2025 · Huang, Xiang · archived
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2960. Mental Workload Modeling of Time-Critical Tasks in Autonomous Driving Based on a Multi-source Information Fusion Approach ↗ · 2022 · Ding, Yaonan et al. · indexed
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2964. Review of Studies on Older Drivers’ Behavior and Stress—Methods, Results, and Outlook ↗ · 2021 · Zhao, Yanning et al. · indexed
2965. Enhanced Driver Safety with Advanced Vision Systems ↗ · 2018 · Howard, Dwight · indexed
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2969. Standardized evaluation of camera-based driver state monitoring systems ↗ · 2019 · Tian, Renran et al. · indexed
2970. Brain activity measurement of train driver using wearable NIRS ↗ · 2018 · MAKISHIMA, Saki et al. · indexed
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2974. Effects of driver behavior style differences and individual differences on driver sleepiness detection ↗ · 2015 · Li, Keyong et al. · indexed
2975. Effects of Binaural Beats on EEG and Reaction Time While Driving ↗ · 2022 · Kim, Kyubeom et al. · indexed
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2977. AGL-Net: An Efficient Neural Network for EEG-Based Driver Fatigue Detection ↗ · 2023 · Fang, Weijie et al. · indexed
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2979. Using Machine Learning to Train a Wearable Device for Measuring Students’ Cognitive Load during Problem-Solving Activities Based on Electrodermal Activity, Body Temperature, and Heart Rate: Development of a Cognitive Load Tracker for Both Personal and Classroom Use ↗ · 2020 · Romine, William L. et al. · indexed
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3075. Driver Head Posture Monitoring using MEMS Magnetometer and Neural Network for Long-distance Driving Fatigue Analysis ↗ · 2019 · Han, Hobeom et al. · indexed
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3092. Feature Weight Driven Interactive Mutual Information Modeling for Heterogeneous Bio-Signal Fusion to Estimate Mental Workload ↗ · 2017 · Zhang, Pengbo et al. · indexed
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3097. Research on Classification of Driving Fatigue Brain Regions Under Human Machine Co-Driving Based on Time-Frequency Domain EEG Features ↗ · 2024 · Li, Yan et al. · indexed
3098. 0194 Sleep Quantity And Quality, Pvt-b Performance, And Subjective Sleepiness, Fatigue, And Stress In Commercial Motor Vehicle (cmv) Drivers: On-duty Days Vs. Restart (off-duty) Days ↗ · 2019 · Dinges, David F. et al. · indexed
3099. Non-Intrusive Driver Condition Monitoring in Highly Automated Vehicles with Medical Information Support for Emergency Calling ↗ · 2019 · Minea, Marius et al. · indexed
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3101. Reliability of Mental Workload Index Assessed by EEG with Different Electrode Configurations and Signal Pre-Processing Pipelines ↗ · 2023 · Mastropietro, Alfonso et al. · indexed
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3112. Driver Drowsiness Detection Using Deep Learning * ↗ · 2024 · Singh, Saurabh Kumar et al. · indexed
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3134. Mental Workload Classification By Eye Movements In Visual Search Tasks ↗ · 2020 · Pang, Liping et al. · indexed
3135. Drowsy Driving and Automobile Crashes · 1998 · NHTSA · archived
3136. A self-attention domain adaptation network based on Riemannian representation and contrastive learning for EEG driver drowsiness detection ↗ · 2026 · AlMajed, Reham et al. · indexed
3137. Boring But Demanding: Using Secondary Tasks to Counter the Driver Vigilance Decrement for Partially Automated Driving ↗ · 2023 · Mishler, Scott et al. · indexed
3138. Increased nocturnal arterial pulsation frequencies of obstructive sleep apnoea patients is associated with an increased number of lapses in a psychomotor vigilance task ↗ · 2020 · Kainulainen, Samu et al. · indexed
3139. Field Study on the Efficacy of the New Restart Provision for Hours of Service [Final Report] · 2014 · Van Dongen, Hans P.A. et al. · archived
3140. Drowsiness detection of EEG signals using image-based convolutional neural network · 2023 · Hong, Yunzhe et al. · archived
3141. Cognitive Load Assessment through Power Spectral Density in EEG ↗ · 2023 · Simbolon, Artha Ivonita et al. · indexed
3142. In-Vehicle Interface Adaptation to Environment-Induced Cognitive Workload · 2022 · Meiser, Elena et al. · archived
3143. Relationship of Event-Related Potentials to the Vigilance Decrement ↗ · 2018 · Haubert, Ashley et al. · indexed
3144. Fatigue, Sleep Restriction, and Performance in Automobile Drivers: A Controlled Study in a Natural Environment ↗ · 2003 · Philip, Pierre et al. · indexed
3145. EEG-based driving intuition and collision anticipation using joint temporal-frequency multi-layer dynamic brain network · 2024 · Liang, Jialong et al. · archived
3146. The Psychomotor Vigilance Test Compared to a Divided Attention Steering Simulation in Patients with Moderate or Severe Obstructive Sleep Apnea ↗ · 2020 · Huang Y et al. · indexed
3147. Asleep at the automated wheel—Sleepiness and fatigue during highly automated driving ↗ · 2018 · Vogelpohl, Tobias et al. · indexed
3148. Driver Drowsiness Estimation From EEG Signals Using Online Weighted Adaptation Regularization for Regression (OwARR) · 2017 · Wu, Dongrui et al. · archived
3149. Driver inattention monitoring system based on multimodal fusion with visual cues to improve driving safety ↗ · 2016 · Li, Xuanpeng et al. · indexed
3150. Driver Drowsiness Detection System Based on Eye State Analysis · 2024 · C, Pavilaa. · archived
3151. The Influence of the Secondary Tasks on Driving Performance and Mental Workload at Different Speeds ↗ · 2019 · Chen, Pei et al. · indexed
3152. Mental Workload, Task Demand and Driving Performance: What Relation? ↗ · 2014 · da Silva, Fátima Pereira · indexed
3153. Drowsy Driving and Automobile Crashes: Report and Recommendations. · 2013 · NHTSA · archived
3154. Altering temporal dynamics of sleepiness and mood during sleep deprivation: evidence from resting-state EEG microstates · 2024 · bai, duo et al. · archived
3155. An Investigation of the Effects of Brain Fatigue on the Sustained Attention of Intelligent Coal Mine VDT Operators ↗ · 2022 · Sun, Linhui et al. · indexed
3156. Sleep disorders and risk of traffic crashes: A naturalistic driving study analysis ↗ · 2021 · Bharadwaj, Nipjyoti et al. · indexed
3157. Detection of braking intention in diverse situations during simulated driving based on EEG feature combination ↗ · 2014 · Kim, Il-Hwa et al. · indexed
3158. Driver Fitness Medical Guidelines · 2009 · NHTSA · archived
3159. A Real-time Driving Drowsiness Detection Algorithm With Individual Differences Consideration ↗ · 2019 · You, Feng et al. · indexed
3160. Sustained Attention in Real Classroom Settings: An EEG Study · 2017 · Ko, Li-Wei et al. · archived
3161. Hours of Service and Driver Fatigue: Drive Characteristics Research · 2011 · NHTSA · archived
3162. A Realtime Driver Drowsiness Detection Application Using Facial Pattern Recognition with Inbuilt Map, Navigation System and Location Features. ↗ · 2023 · F, Ajayi Oluwabukola et al. · indexed
3163. Detecting Driver Drowsiness with Multi-Sensor Data Fusion Combined with Machine Learning ↗ · 2021 · Kulhandjian, Hovannes · indexed
3164. Cognitive Load Identification of Pilots Based on Physiological-Psychological Characteristics in Complex Environments ↗ · 2020 · Wang, Haibo et al. · indexed
3165. An angry driver is not the same as a fearful driver ↗ · 2011 · Jeon, Myounghoon et al. · indexed
3166. Simulated Driving and Brain Imaging: <i>Combining Behavior, Brain Activity, and Virtual Reality</i> ↗ · 2006 · Carvalho, Kara N. et al. · indexed
3167. Predicting Operator Situation Awareness in Nuclear Power Plant Operations Using Multimodal Physiological Time-Series ↗ · 2026 · Chen, Shuai et al. · indexed
3168. The Relationship Between Work Fatigue and Work Stress Among Kawangkoan, Sonder, Tompaso (KST) Truck Driver Community ↗ · 2025 · Panambunan, Dela et al. · indexed
3169. Smartphone-based monitoring of heart rate variability and resting heart rate predicts variability in symptom exacerbations in people with complex chronic illness ↗ · 2024 · Aitken, Annie et al. · indexed
3170. Driver alert state and fatigue detection by salient points analysis ↗ · 2009 · Jimenez-Pinto, Javier et al. · indexed
3171. Driving Status' Monitoring and Alarming System Based on Information Fusion Technology ↗ · 2006 · Jin Zhang et al. · indexed
3172. Quantifying Workload and Stress in Intensive Care Unit Nurses: Preliminary Evaluation Using Continuous Eye-Tracking ↗ · 2022 · Ahmadi, Nima et al. · indexed
3173. Sensitivity of PERCLOS70 to Drowsiness Level: Effectiveness of PERCLOS70 to Prevent Crashes Caused by Drowsiness ↗ · 2022 · Murata, Atsuo et al. · indexed
3174. State Driver Stress as a Function of Occupational Stress, Traffic Congestion, and Trait Stress Susceptibility1 ↗ · 2007 · Wickens, Christine M. et al. · indexed
3175. Assessment of muscle fatigue in low level monotonous task performance during car driving ↗ · 2005 · Hostens, I. et al. · indexed
3176. Driver ECG Measuring System With a Conductive Fabric-Based Dry Electrode ↗ · 2018 · Choi, You-Jun et al. · indexed
3177. An experiment to explore the sensitivity of measuring mental effort by applying pupillometry and blink rate to task difficulty levels ↗ · 2026 · Dutka, Krisztian et al. · indexed
3178. Spatio Temporal Attentional EEGNet: An Enhanced Deep Learning Model for Cognitive Workload Detection · 2025 · Ghosh, Sayan et al. · archived
3179. S24 Predicting driver sleepiness in OSAHS: towards a screening tool for road safety ↗ · 2025 · Kumar, A et al. · indexed
3180. EEG Sensing to Assess Mental Fatigue Across Personality Traits Under Cognitive Load ↗ · 2025 · Riaz, Majid et al. · indexed
3181. When Does the Driver Workload Reaches Its Limits ? ↗ · 2006 · Girard, J.-M. et al. · indexed
3182. Driver Fatigue and Accidents - Can Visual Sensitivity Predict Drivers Ability to Drive Safely ? ↗ · 2000 · Alm, Håkan · indexed
3183. The i-DREAMS intervention strategies to reduce driver fatigue and sleepiness for different transport modes ↗ · 2021 · Pilkington-Cheney, Fran et al. · indexed
3184. Based on Facial Geometric Features and Hand Motion Characteristics Driver Fatigue Detection ↗ · 2019 · LIU, Mingzhou · indexed
3185. Drowsiness and driving performance on commuter trips ↗ · 2018 · Caponecchia, Carlo et al. · indexed
3186. Driver Stress and Workload Based Experience Analysis to Compute the Effects of Designing and Calibrating In-Car Navigation System ↗ · 2023 · Ahmed, Syed Thouheed et al. · indexed
3187. Towards Intelligent Data Analytics: A Case Study in Driver Cognitive Load Classification ↗ · 2020 · Barua, Shaibal et al. · indexed
3188. Driving Under the Influence: How Music Listening Affects Driving Behaviors ↗ · 2019 · Navarro, Jordan et al. · indexed
3189. Real-time driver drowsiness estimation by multi-source information fusion with Dempster–Shafer theory ↗ · 2013 · Li, Xuanpeng et al. · indexed
3190. Effect of fatigue on performance measured by a driving simulator in automobile drivers ↗ · 2003 · Philip, Pierre et al. · indexed
3191. HatSeqNet: A Sequence-Based Deep Learning Model for Cross-Subject Driver Drowsiness Detection Using Single-Channel EEG Signal ↗ · 2026 · Rahman, Sadman et al. · indexed
3192. A Three-Class Classification of Cognitive Workload Based on EEG Spectral Data ↗ · 2019 · Plechawska-Wójcik, Małgorzata et al. · indexed
3193. Susceptibility to audio signals during autonomous driving ↗ · 2018 · van der Heiden, Remo M. A. et al. · indexed
3194. The Effects of Driving Experience on the P300 Event-Related Potential during the Perception of Traffic Scenes ↗ · 2021 · Inagaki, Keiichiro et al. · indexed
3195. Continuous decoding of cognitive load from electroencephalography reveals task-general and task-specific correlates ↗ · 2020 · Boring, Matthew J et al. · indexed
3196. 0310 Oculometrics Track Performance on the Psychomotor Vigilance Task During Acute Sleep Deprivation ↗ · 2020 · Feick, N H et al. · indexed
3197. Sleep habits and road traffic accident risk for Iranian occupational drivers · 2015 · Ebrahimi, Mohammad Hossein et al. · archived
3198. Multinomial Logistic Regression Model for Predicting Driver's Drowsiness Using Behavioral Measures ↗ · 2015 · Murata, Atsuo et al. · indexed
3199. Driver state monitoring and assisted intervention based on deep learning ↗ · 2026 · Thanh, Nguyen Le Chau et al. · indexed
3200. Effects of adopting voice assistants countermeasures on alerting drowsy drivers across age ↗ · 2025 · Zhang, Wei et al. · indexed
3201. State of the Art in Drivers’ Attention Monitoring – A Systematic Literature Review ↗ · 2023 · Al-Gburi, Sama Hussein et al. · indexed
3202. Central and Peripheral Activities During Driving with Simulated Cataract Vision ↗ · 2023 · Kasagi, Shunsuke et al. · indexed
3203. Driver&amp;#x2019;s cognitive distraction detection using AdaBoost on pattern recognition basis ↗ · 2008 · Miyaji, Masahiro et al. · indexed
3204. Impact of Local/Short Haul Operations on Driver Fatigue: Focus Group Summary and Analysis [TechBrief] · 1998 · NHTSA · archived
3205. Enhancing Cross-Dataset Mental Workload Detection Using Electrodermal Activity and Domain Adaptation ↗ · 2026 · Sigcha, Luis et al. · indexed
3206. Modeling Sensor-based Vigilance Decrement in the Healthcare Environment ↗ · 2024 · Li, Jiaxin et al. · indexed
3207. An improved CapsNet based on data augmentation for driver vigilance estimation with forehead single-channel EEG ↗ · 2024 · Yang, Huizhou et al. · indexed
3208. Estimation of Driver Vigilance Status Using Real-Time Facial Expression and Deep Learning ↗ · 2021 · Tamanani, Reza et al. · indexed
3209. Towards continuous and real-time attention monitoring at work: reaction time versus brain response ↗ · 2016 · Mijović, Pavle et al. · indexed
3210. Mental workload when driving in a simulator: Effects of age and driving complexity ↗ · 2009 · Cantin, Vincent et al. · indexed
3211. Towards a Ready-to-Use Drivers' Vigilance Monitoring System ↗ · 2008 · Ibarra-Orozco, Rodolfo et al. · indexed
3212. IEconformer: A Robust Convolutional Transformer for EEG-Based Fatigue Driving Detection ↗ · 2024 · Chen, Jie et al. · indexed
3213. Drivers Stress Identification in Real-World Driving Tasks ↗ · 2022 · Bano, Saira et al. · indexed
3214. Validation of the F-DBQ: A short (and accurate) risky driving behavior questionnaire for long-haul professional drivers ↗ · 2021 · Useche, Sergio A. et al. · indexed
3215. Validating lane drifts as a predictive measure of drug or sleepiness induced driving impairment · 2020 · Vinckenbosch, F. R. J. et al. · archived
3216. Reliability over time of EEG-based mental workload evaluation during Air Traffic Management (ATM) tasks · 2015 · Arico, Pietro et al. · archived
3217. Impact of acute psychosocial stress on attentional control in humans. A study of evoked potentials and pupillary response ↗ · 2023 · Rojas-Thomas, F. et al. · indexed
3218. Driving Performance and Driver State in Obstructive Sleep Apnea: What Changes with Positive Airway Pressure? ↗ · 2017 · Aksan, Nazan et al. · indexed
3219. Facing successfully high mental workload and stressors: An <scp>fMRI</scp> study ↗ · 2021 · Causse, Mickaël et al. · indexed
3220. Investigating the impact of fatigue level on visual attention of heavy-duty truck driver: An eye tracking study ↗ · 2024 · Cui, Tianyang et al. · indexed
3221. An Integrated Electroencephalography and Eye-Tracking Analysis Using eXtreme Gradient Boosting for Mental Workload Evaluation in Surgery ↗ · 2024 · Shafiei, Somayeh B. et al. · indexed
3222. A Cyber-Physical-Human System for One-to-Many UAS Operations: Cognitive Load Analysis ↗ · 2020 · Planke, Lars J. et al. · indexed
3223. Electroencephalogram assessment of mental fatigue in visual search ↗ · 2015 · Fan, Xiaoli et al. · indexed
3224. A Novel Experiment Design for Studying Multiple Cognitive Factors in Conditionally Automated Driving Contexts ↗ · 2024 · Jeevanandam, Sibibalan et al. · indexed
3225. Investigation of the Effects of Split Sleep Schedules on Commercial Vehcle Driver Safety and Health · 2012 · NHTSA · archived
3226. Age-Related Effect of Sleepiness on Driving Performance: A Systematic-Review ↗ · 2021 · Scarpelli, Serena et al. · indexed
3227. Sebuah Analisis Tingkat Stres dan Performansi serta Hubungannya pada Kecepatan Respon dan Jumlah Kesalahan Pengemudi Mobil Pribadi di Bandung ↗ · 2020 · Febrianti, Asterina · indexed
3228. A Multi-Sensor Late Fusion Framework for Driver Cognitive State Detection ↗ · 2025 · Raafay Umar, S A et al. · indexed
3229. Road Vehicle Automation and Its Effects on Fatigue, Sleep, Rest, and Recuperation ↗ · 2023 · Ahlström, Christer et al. · indexed
3230. Using Detection Response Task and NASA-TLX to Measure the Difference in Cognitive Workload Between Partially Automated Mode and Manual Mode: An On-Road Study ↗ · 2023 · Jajo, Noor et al. · indexed
3231. A naturalistic study assessing the impact of daytime running lights and vehicle passing events on cyclist’s physiological stress ↗ · 2022 · Venkatachalapathy, Archana et al. · indexed
3232. Yawn Based Driver Fatigue Level Prediction ↗ · 2020 · Kassem, Haider et al. · indexed
3233. Decoding Analysis of Alpha Oscillation Networks on Maintaining Driver Alertness ↗ · 2020 · Zhang, Chi et al. · indexed
3234. Real-time Driver Monitoring System Based on Visual Cues ↗ · 2020 · Pondit, Ashish et al. · indexed
3235. Driving Anomaly Detection with Conditional Generative Adversarial Network using Physiological and CAN-Bus Data ↗ · 2019 · Qiu, Yuning et al. · indexed
3236. Automatic discrimination of attention levels estimated by frontal EEG activity in drivers ↗ · 2017 · Kashihara, Koji · indexed
3237. Driver Eye State Detection using Minimum Intensity Projection - An Application to Driver Fatigue Alertness ↗ · 2015 · Punitha, A. et al. · indexed
3238. Evaluation of the Train Drivers Mental Workload to Increase Well-being · 2024 · M. M., Ridlo et al. · archived
3239. EEG-based Mental Workload Estimation using Encoder-Decoder Networks with Multilevel Feature Fusion ↗ · 2022 · Jin, Chang-Gyun et al. · indexed
3240. EEG signal classification for drowsiness detection using wavelet transform and support vector machine · 2021 · Br. Pasaribu, Novie Theresia et al. · archived
3241. Detection and Prediction of Driver Drowsiness for the Prevention of Road Accidents Using Deep Neural Networks Techniques ↗ · 2021 · Nasri, Ismail et al. · indexed
3242. Driver Drowsiness Detection Based on Joint Monitoring of Yawning, Blinking and Nodding ↗ · 2020 · Ghourabi, Aicha et al. · indexed
3243. Can we predict driver distraction without driver psychophysiological state? ↗ · 2019 · de Salis, Emmanuel et al. · indexed
3244. Analysing Noisy Driver Physiology Real-Time Using Off-the-Shelf Sensors: Heart Rate Analysis Software from the Taking the Fast Lane Project ↗ · 2019 · Van Gent, Paul et al. · indexed
3245. Driver safety awareness and assistance system for cognitive vehicle control ↗ · 2014 · Janani. N et al. · indexed
3246. Driving Fatigue among Long Distance Heavy Vehicle Drivers in Klang Valley, Malaysia ↗ · 2014 · Khamis, Nor Kamaliana et al. · indexed
3247. Vision-based estimation of driver drowsiness with ORD model using evidence theory ↗ · 2013 · Li, Xuanpeng et al. · indexed
3248. Physical Fatigue Comparison of Eco-Driving and Normal Driving ↗ · 2011 · YAMABE, Shigeyuki et al. · indexed
3249. A Study on Evaluation of Automobile Driver Fatigue Performance ↗ · 2010 · Weng, Maorong · indexed
3250. The Perils of Drowsy Driving ↗ · 1997 · Dement, William C. · indexed
3251. Serial Mediation Effects of Driver Fatigue and Cognitive Impairment on the Relationship Between Occupational Stressors and Wellbeing Among Commercial Truck Drivers: A PLS-SEM Analysis ↗ · 2025 · Akkarasrisawad, Ekkasit et al. · indexed
3252. Detection of Driver Drowsiness to Avoid Accidents and Prevent Alertness · 2025 · Khekale, Lalit · archived
3253. Re‐examining cognitive load measures in real‐world learning: Evidence from both subjective and neurophysiological data ↗ · 2024 · Liu, Xiaobo et al. · indexed
3254. Correlation between Situational Awareness and EEG signals ↗ · 2021 · Kästle, Jan Luca et al. · indexed
3255. Driver physiological condition assessment system based on image-based photoplethysmography ↗ · 2024 · Chen, Chen et al. · indexed
3256. Quantifying Pilot Performance and Mental Workload in Modern Aviation Systems: A Scoping Literature Review ↗ · 2025 · Kyle, Ainsley R. et al. · indexed
3257. Task-Related Effort – Electrodermal Activity as an Indicator of Boredom vs. Difficulty Related Effort in Cognitive-Physical Sequential Tasks ↗ · 2025 · Radtke, Vanessa et al. · indexed
3258. A Semi-Supervised Wasserstein Generative Adversarial Network for Classifying Driving Fatigue from EEG signals ↗ · 2019 · Panwar, Sharaj et al. · indexed
3259. Data-point and feature selection of motor imagery EEG signals for neural classification of cognitive tasks in car-driving ↗ · 2015 · Saha, Anuradha et al. · indexed
3260. On the feasibility of using pupil diameter to estimate cognitive load changes for in-vehicle spoken dialogues ↗ · 2013 · Kun, Andrew L. et al. · indexed
3261. The Effect of Repeated Emergency Response Trials on Performance during Extended-Duration Simulated Driving ↗ · 1982 · Muto, William H. et al. · indexed
3262. SAFE-Drive: A Synergistic Adaptive Fusion Framework for Multimodal Driver Emotion Recognition in Real Driving Scenarios ↗ · 2026 · Huang, Yaning et al. · indexed
3263. Fatigue Modelling in Truck Drivers Transporting Liquefied Gas Cylinders Using the Psychomotor Vigilance Test (PVT) and Karolinska Sleepiness Scale (KSS) ↗ · 2024 · Syaifullah, Danu Hadi et al. · indexed
3264. Effects of emotional decorative pictures on cognitive load as assessed by pupil dilation and <scp>EEG</scp> frequency band power ↗ · 2023 · Scharinger, Christian · indexed
3265. Investigation of the optimal time interval between task-irrelevant auditory probes for evaluating mental workload in the shortest possible time ↗ · 2022 · Sugimoto, Fumie et al. · indexed
3266. Information Fusion System with GPRS module for Monitoring the Status of Driver ↗ · 2007 · Jin Zhang et al. · indexed
3267. Development of a Functional Near Infrared Spectroscopy System for Drowsiness Detection during Motorcycle Driving ↗ · 2025 · Dalin, John Roy et al. · indexed
3268. Reliability of MUSE 2 and Tobii Pro Nano at capturing mobile application users' real-time cognitive workload changes ↗ · 2022 · Zhang, Limin et al. · indexed
3269. More Than Just &ldquo;Stressful&rdquo;? Testing the Mediating Role of Fatigue on the Relationship Between Job Stress and Occupational Crashes of Long-Haul Truck Drivers ↗ · 2021 · Useche, SA et al. · indexed
3270. An Efficient Detection of Driver Tiredness and Fatigue using Deep Learning ↗ · 2022 · Nirmala, M et al. · indexed
3271. The effect of daylight versus darkness on driver sleepiness: a driving simulator study ↗ · 2018 · Ahlström, Christer et al. · indexed
3272. Driver State in Take-over from Automated to Manual Driving ↗ · 2016 · ITO, Toshio et al. · indexed
3273. Decoding Agency-Related Neural States During Human–AI Interaction in Autonomous Driving Using EEG and Deep Learning · 2026 · Houdoyer, Eléonore et al. · archived
3274. Toward physiological indices of emotional state driving future ebook interactivity ↗ · 2016 · van Erp, Jan B.F. et al. · indexed
3275. DRIVER FATIGUE: CONCEPTS, MEASUREMENT AND CRASH COUNTERMEASURES ↗ · 1988 · Haworth, Narelle et al. · indexed
3276. PERCLOS-based technologies for detecting drowsiness: current evidence and future directions ↗ · 2023 · Abe, Takashi · indexed
3277. Development of driving fatigue strain index to analyze risk levels of driving activity ↗ · 2017 · Ani, Mohammad Firdaus et al. · indexed
3278. Fatigue, Sleepiness, and Performance in Simulated Versus Real Driving Conditions ↗ · 2005 · Philip, Pierre et al. · indexed
3279. Neuroassessment and monitoring of higher cognitive functions in naturalistic contexts: the case of organizational neuroscience · 2026 · Crivelli, Davide et al. · archived
3280. REViVe: Development of a reactive environmental vigilance in-vehicle system to mitigate drowsiness-induced inattention during automated driving ↗ · 2025 · Lim, Chiho et al. · indexed
3281. How Can the Trust-Change Direction be Measured and Identified During Takeover Transitions in Conditionally Automated Driving? Using Physiological Responses and Takeover-Related Factors ↗ · 2023 · Yi, Binlin et al. · indexed
3282. Driver Status Monitoring and Early Warning System Based on Multi-sensor Fusion ↗ · 2020 · Liu, Dan · indexed
3283. Driver fatigue surveillance via eye detection ↗ · 2014 · Chang, Tang-Hsien et al. · indexed
3284. Examination of Driver Fatigue on Long Distance Trip ↗ · 2001 · IWAKURA, Seiji et al. · indexed
3285. The development of cognitive workload management framework based on neuronal dynamics principle to maintain train driver’s health and railway safety ↗ · 2023 · Sugiono, Sugiono et al. · indexed
3286. Study on the Driver Visual Workload of Bridge-Tunnel Groups on Mountainous Expressways ↗ · 2023 · Zhang, Bo et al. · indexed
3287. Subject matching for cross-subject EEG-based recognition of driver states related to situation awareness ↗ · 2022 · Li, Ruilin et al. · indexed
3288. Evidence Report: Obstructive Sleep Apnea and Commercial Motor Vehicle Driver Safety (Comprehensive Review): Volume 1 [November 21 2007] · 2007 · NHTSA · archived
3289. Tracking of Mental Workload with a Mobile EEG Sensor ↗ · 2021 · Kutafina, Ekaterina et al. · indexed
3290. Electrogastrography in Autonomous Vehicles—An Objective Method for Assessment of Motion Sickness in Simulated Driving Environments ↗ · 2021 · Gruden, Timotej et al. · indexed
3291. Cognitive workload and driving behavior in persons with hearing loss · 2013 · Thorslund, Birgitta et al. · archived
3292. Psychomotor Vigilance Testing of Professional Drivers in the Occupational Health Clinic ↗ · 2012 · Zhang, Chunbai et al. · indexed
3293. Vocal Markers in Aviation of Workload, Stress, Fatigue, and Sleepiness: A Protocol Validation Study ↗ · 2025 · Gnerre, Martina et al. · indexed
3294. Investigating the relationship between EEG features and N-back task difficulty levels with NASA-TLX scores among undergraduate students · 2023 · Harputlu Aksu, Şeniz et al. · archived
3295. Multimodal Sensing and Computational Intelligence for Situation Awareness Classification in Autonomous Driving ↗ · 2023 · Liang, Nade et al. · indexed
3296. Psycho-physiological measures for assessing cognitive load ↗ · 2010 · Haapalainen, Eija et al. · indexed
3297. Driver alertness sensing ↗ · 2006 · Holzbecher, J. et al. · indexed
3298. Psychophysical Determinants of Stress in Sustained Attention ↗ · 1993 · Galinsky, Traci L. et al. · indexed
3299. Factors influencing emotional driving: examining the impact of arousal on the interplay between age, personality, and driving behaviors · 2025 · Shangguan, Zhegong et al. · archived
3300. Drowsiness Detection using EEG signals and Machine Learning Algorithms · 2022 · Joshi, Adinath et al. · archived
3301. Optimal Threshold Determination for Discriminating Driving Anger Intensity Based on EEG Wavelet Features and ROC Curve Analysis ↗ · 2016 · Wan, Ping et al. · indexed
3302. Advanced Driver Assistance Systems and Emotion-based Driver Behavior · 2025 · Waters, Anthony et al. · archived
3303. Workload Assessment of Tractor Operations with Ergonomic Transducers and Machine Learning Techniques ↗ · 2023 · Hota, Smrutilipi et al. · indexed
3304. The Research and Design of Intelligent Safe-driving Detecting System Based on the Eeg Sensor ↗ · 2018 · Zhou, Yan-ling et al. · indexed
3305. Are drivers aware of sleepiness and increasing crash risk while driving? ↗ · 2014 · Williamson, Ann et al. · indexed
3306. Fatigue, sleep restriction and driving performance ↗ · 2005 · Philip, Pierre et al. · indexed
3307. COVERT: Cognitive Internet of Vulnerable Road Users in Traffic · 2025 · Kamat, Vineet R. et al. · archived
3308. Research on Deep Learning-based Driver Fatigue Driving Behavior Recognition Methods ↗ · 2024 · Sun, Miao et al. · indexed
3309. Driver Drowsiness Monitoring System Using Visual Behavior And Machine Learning ↗ · 2022 · Swathi, A. et al. · indexed
3310. EEG Sinyalleri Kullanılarak Zihinsel İş Yükü Seviyelerinin Sınıflandırılması Classification of Mental Workload Levels by Using EEG Signals · 2021 · AKMAN AYDIN, Eda · archived
3311. Irrelevant speech sound level effects on sustained attention with electrodermal and electroencephalogram monitoring · 2026 · Sheng, Yan et al. · archived
3312. Mental Workload as a Predictor of ATCO’s Performance: Lessons Learnt from ATM Task-Related Experiments · 2024 · Muñoz-de-Escalona, Enrique et al. · archived
3313. Dry EEG-based Mental Workload Prediction for Aviation ↗ · 2023 · Salvan, Laura et al. · indexed
3314. Toward Applicable EEG-Based Drowsiness Detection Systems: A Review ↗ · 2022 · Sheibani Asl, Nasrin et al. · indexed
3315. In‐car countermeasures open window and music revisited on the real road: popular but hardly effective against driver sleepiness ↗ · 2012 · SCHWARZ, JOHANNA F. A. et al. · indexed
3316. Habitually Sleepy Drivers Have a High Frequency of Automobile Crashes Associated with Respiratory Disorders during Sleep ↗ · 2000 · Masa, Juan F. et al. · indexed
3317. <scp>ERP</scp> and pupil responses to deviance in an oddball paradigm ↗ · 2014 · Kamp, Siri-Maria et al. · indexed
3318. Real-Time Driver Fatigue Detection Based on Eye State Recognition ↗ · 2013 · Sun, Chao et al. · indexed
3319. The Interactive Effects of Extended Wakefulness and Low-dose Alcohol on Simulated Driving and Vigilance · 2007 · Howard, Mark E. et al. · archived
3320. Detecting Mental Workload in Surgical Teams Using a Wearable Single-Channel Electroencephalographic Device ↗ · 2019 · Morales, José M. et al. · indexed
3321. Mediating role of fatigue driving in the influence of job demand and insecurity on safety incidents among bus drivers · 2025 · Amoadu, Mustapha et al. · archived
3322. Machine Learning for Prediction of Driver Takeover Time in Automated Driving: Insights from Non-urgent Low Consequence Scenarios ↗ · 2024 · Villarreal, Ryan Thomas et al. · indexed
3323. Effect of highway directional signs on driver mental workload and behavior using eye movement and brain wave ↗ · 2020 · Yang, Yanqun et al. · indexed
3324. Driver fatigue monitoring method based on multi-information fusion ↗ · 2010 · He, Han et al. · indexed
3325. Automated Classification of Cognitive Workload Levels Based on Psychophysiological and Behavioural Variables of Ex-Gaussian Distributional Features ↗ · 2022 · Kaczorowska, Monika et al. · indexed
3326. Drowsiness detection system design based on individual driver ↗ · 2019 · Pasaribu, Novie Theresia Br. et al. · indexed
3327. The study of driver's reaction for traffic information on actual driving and DS using fNIRS ↗ · 2018 · Yamamoto, Kouji et al. · indexed
3328. Prolonged exposure to glare and driving time: effects on performance in a driving simulator ↗ · 1999 · Ranney, Thomas A. et al. · indexed
3329. Reduction of Artifacts in Capacitive Electrocardiogram Signals of Driving Subjects ↗ · 2021 · Škorić, Tamara · indexed
3330. Examining Driver Alertness as a Mediator between Work Fatigue and Driver Behaviours among Malaysian Drivers ↗ · 2025 · Joseph, Asong et al. · indexed
3331. Implementation of the EAR Method in Detecting Drowsiness in Vehicle Drivers ↗ · 2024 · Suryowinoto, Andy et al. · indexed
3332. EMG provides an earlier glimpse into the effects of cognitive distraction on brake motor response ↗ · 2014 · D’Addario, Pamela M. et al. · indexed
3333. Using long short term memory and convolutional neural networks for driver drowsiness detection ↗ · 2021 · Quddus, Azhar et al. · indexed
3334. Measurement and Analysis of Brain Activation during a Driving Task ↗ · 2007 · Shang, Tao et al. · indexed
3335. Disentangling Arousal and Attentional Contributions to Pupil Size: Toward Simultaneous Estimation of Emotional and Cognitive States ↗ · 2025 · Tsutsumi, Taihei et al. · indexed
3336. Drowsiness and distraction while driving: A study based on smartphone app data ↗ · 2020 · Soares, Sónia et al. · indexed
3337. Detecting Users’ Cognitive Load by Galvanic Skin Response with Affective Interference ↗ · 2017 · Nourbakhsh, Nargess et al. · indexed
3338. Differences of drivers’ reaction times according to age and mental workload ↗ · 2007 · Makishita, Hiroshi et al. · indexed
3339. Driver risk factors for sleep-related crashes ↗ · 2003 · Stutts, Jane C et al. · indexed
3340. The Influence of Traffic Congestion, Daily Hassles, and Trait Stress Susceptibility on State Driver Stress: An Interactive Perspective1 ↗ · 2000 · Hennessy, Dwight A. et al. · indexed
3341. Modern Drowsiness Detection in Deep Learning: A review ↗ · 2022 · Jasim, Sarah Saadoon et al. · indexed
3342. Driver State Regulation via Real-Time Neurofeedback in Partially Automated Driving ↗ · 2020 · Nobari, Khazar Dargahi et al. · indexed
3343. The Effect of Mental Workload towards Mental Fatigue on Customer Care Agent Using Electroencephalogram ↗ · 2019 · Alifah, Shafira Karamina et al. · indexed
3344. Stress and Workload Assessment in Aviation—A Narrative Review ↗ · 2023 · Masi, Giulia et al. · indexed
3345. Pupillometry and the vigilance decrement: Task‐evoked but not baseline pupil measures reflect declining performance in visual vigilance tasks ↗ · 2022 · Martin, Joel T. et al. · indexed
3346. Neurophysiological correlates of age differences in driving behavior during concurrent subtask performance ↗ · 2021 · Stojan, Robert et al. · indexed
3347. Dual Frequency Head Maps: A New Method for Indexing Mental Workload Continuously during Execution of Cognitive Tasks ↗ · 2017 · Radüntz, Thea · indexed
3348. Evaluation of Mental Workload for Athletes' Training Based on Salivary NO3- Concentration ↗ · 2015 · Kitamura, Kenichi et al. · indexed
3349. Effects of Environmental Factors on Naturalistic Driving in Obstructive Sleep Apnea ↗ · 2013 · Yu, Lixi et al. · indexed
3350. Attentional demand and processing of relevant visual information during simulated driving: A MEG study ↗ · 2010 · Fort, Alexandra et al. · indexed
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3352. DriveCare: A Real-Time Vision Based Driver Drowsiness Detection Using Multiple Convolutional Neural Networks With Kernelized Correlation Filters (MCNN-KCF) ↗ · 2020 · Gopikrishnan, U et al. · indexed
3353. Unobtrusive Driver Drowsiness Prediction Using Driving Behavior from Vehicular Sensors ↗ · 2018 · Dehzangi, Omid et al. · indexed
3354. Intraocular pressure is sensitive to cumulative and instantaneous mental workload ↗ · 2017 · Vera, Jesús et al. · indexed
3355. Driving Alertness System Using Deep Learning · 2024 · Vaidya, Prof. R. S. · archived
3356. Research on fatigue driving detection methods ↗ · 2022 · Qin, Ge et al. · indexed
3357. Older Driver Physical Fitness [Traffic Tech] · 2021 · NHTSA · archived
3358. Towards the development of design guidelines handbook for driver hypovigilance detection and warning - the AWAKE approach ↗ · 2004 · Bekiaris, E.D. · indexed
3359. Accident Prevention System for Drivers Safety · 2025 · Garje, Avantika · archived
3360. CNN-GRU for Drowsiness Detection from Electrocardiogram Signal ↗ · 2025 · Hendratno, Setiawan et al. · indexed
3361. Physiological workload assessment with the help of heart rate and perceived exertion rating on handcart pullers of wholesale trade markets of Delhi ↗ · 2023 · PANDIT, AMOL SANGEETA · indexed
3362. Driving Fatigue Behavior Analysis Based on BP Neural Network ↗ · 2020 · Wang, Yanling · indexed
3363. A tool for mental workload evaluation and adaptation ↗ · 2013 · Oliveira, Inês et al. · indexed
3364. Daytime driving simulation performance and sleepiness in obstructive sleep apnoea patients ↗ · 2007 · Pizza, Fabio et al. · indexed
3365. Functional brain imaging of train driver by functional Near-Infrared Spectroscopy (fNIRS) ↗ · 2006 · Kojima, T. et al. · indexed
3366. Neuromorphic Driver Monitoring Systems: A Proof-of-Concept for Yawn Detection and Seatbelt State Detection Using an Event Camera ↗ · 2023 · Kielty, Paul et al. · indexed
3367. EEG Correlates of Sustained Attention Variability during Discrete Multi-finger Force Control Tasks ↗ · 2021 · Peng, Cong et al. · indexed
3368. A hybrid observer approach for driver drowsiness detection ↗ · 2011 · Cario, Gianni et al. · indexed
3369. Handbook of Human Performance Measures and Crew Requirements for Flight Deck Research · 1995 · Rehmann, Albert J. · archived
3370. Assessment of mental workload states in monitors using functional near-infrared spectroscopy ↗ · 2025 · Wang, Yuzhen et al. · indexed
3371. Electroencephalography in Evaluating Mental Workload of Gaming ↗ · 2021 · Ahonen, Ville et al. · indexed
3372. Effects of one-pedal automobile operation on the driver's emotional state and cognitive workload ↗ · 2020 · Sugimoto, Fumie et al. · indexed
3373. STUDY OF TARGET VISIBILITY ON THE ROAD WITH DRIVING AS WORKLOAD ↗ · 2019 · CAO, DEWEI et al. · indexed
3374. Measures of states of consciousness during attentional and cognitive load ↗ · 2019 · Nilsen, André S. et al. · indexed
3375. Main sequence: An index for detecting mental workload variation in complex tasks ↗ · 2011 · Di Stasi, Leandro Luigi et al. · indexed
3376. Hazard perception in novice and experienced drivers: The effects of sleepiness · 2009 · Smith, Simon S. et al. · archived
3377. The effects of distraction on younger drivers: A neurophysiological perspective ↗ · 2024 · Goldsworthy, Jake et al. · indexed
3378. Driver sleepiness, fatigue, careless behavior and risk of motor vehicle crash and injury: Population based case and control study ↗ · 2017 · Bener, Abdulbari et al. · indexed
3379. Evaluation of a student's mental workload for simulator training using salivary amylase activity ↗ · 2010 · Nishimura, Nozomu et al. · indexed
3380. Validating an integrated workload scale for vessel traffic services: a comparative assessment with NASA-TLX · 2026 · Crestelo Moreno, Fernando et al. · archived
3381. Thermal-Based Driver Monitoring in an Automotive Environment Using a Mobile Camera: A Feasibility Study ↗ · 2026 · Stoyanov, Yordan · indexed
3382. Risk factors associated with sleep-disordered breathing in professional truck drivers whose collisions were attributed to microsleep-related behaviors while driving ↗ · 2023 · Sawatari, Hiroyuki et al. · indexed
3383. Acoustic Measures of Voice and Physiologic Measures of Autonomic Arousal during Speech as a Function of Cognitive Load ↗ · 2017 · MacPherson, Megan K. et al. · indexed
3384. Evaluation of Lane Departure Warnings for Drowsy Drivers · 2006 · Blommer, Mike et al. · archived
3385. The Effects of Event Rate and Array Size on a Cognitive Vigilance Task with Associated EEG Rhythms and a Derived Engagement Index ↗ · 2002 · Smith, Carl et al. · indexed
3386. Electrodermal Activity (EDA) Morphologies and Prediction of Engagement with Simple Moving Average Crossover: A Mixed-Method Study ↗ · 2024 · Nandipati, Kishore Kumar et al. · indexed
3387. Real-Time Trust Prediction in Conditionally Automated Driving Using Physiological Measures ↗ · 2023 · Ayoub, Jackie et al. · indexed
3388. Pupillometry and the vigilance decrement: Task-evoked but not baseline pupil measures reflect declining performance in visual vigilance tasks ↗ · 2021 · Martin, Joel T. et al. · indexed
3389. Validation of auditory detection response task method for assessing the attentional effects of cognitive load ↗ · 2018 · Stojmenova, Kristina et al. · indexed
3390. Cortisol, Chromogranin A, and Pupillary Responses Evoked by Speech Recognition Tasks in Normally Hearing and Hard-of-Hearing Listeners: A Pilot Study · 2016 · Kramer, Sophia E. et al. · archived
3391. Measurement of train driver's brain activity by functional near-infrared spectroscopy (fNIRS) ↗ · 2005 · Kojima, T. et al. · indexed
3392. Driver Monitoring System Using Machine Learning ↗ · 2023 · M. D. Ingle et al. · indexed
3393. Assessing the impact of sleep time on truck driver performance using a recurrent event model ↗ · 2019 · Liu, Yi et al. · indexed
3394. Assessing the impact of sleep time on truck driver performance using a recurrent event model ↗ · 2019 · Liu, Yi et al. · indexed
3395. Police drowsy driving: predicting fatigue-related performance decay ↗ · 2015 · James, Stephen M. et al. · indexed
3396. Confidence-driven adaptive time window for real-time driver fatigue detection in Level 2-3 autonomous vehicles: a multi-dataset validation study · 2026 · Xie, Wantong et al. · archived
3397. Takeover performance prediction model considering cognitive load: analysis of subjective and objective factors ↗ · 2025 · Ge, Huimin et al. · indexed
3398. How to Prevent Drivers before Their Sleepiness Using Deep Learning-Based Approach ↗ · 2023 · Akrout, Belhassen et al. · indexed
3399. Cepstral Analysis of Driving Behavioral Signals for Driver Identification · 2006 · Miyajima, C. et al. · archived
3400. How to measure the mental workload. Assessment of the workload to the train drivers. · 1993 · UGAJIN, Hiroshi · archived
3401. Neural insights on expert surgeons’ mental workload during live robotic surgeries ↗ · 2025 · Lim, Chiho et al. · indexed
3402. On validating a generic camera-based blink detection system for cognitive load assessment · 2023 · Biondi, Francesco N. et al. · archived
3403. Detection of Driver Fatigue State using Deep Neural Network ↗ · 2021 · Anwar, Noreen et al. · indexed
3404. Cognitive workload and anticipatory processes during pedestrian time-to-arrival estimation: Evidence from EEG in an immersive virtual reality road-crossing scenario ↗ · 2026 · Armada, Victor et al. · indexed
3405. Detecting anger-provoking events with smartphones: a naturalistic driving study ↗ · 2025 · Wang, Yi et al. · indexed
3406. Driver Drowsiness Detection and Monitoring System using Machine Learning ↗ · 2022 · Chinthalachervu, Rohith et al. · indexed
3407. Decoding the cognitive states of attention and distraction in a real-life setting using EEG · 2022 · Kaushik, Pallavi et al. · archived
3408. Measurement of Driver’s Mental Workload in Partial Autonomous Driving ↗ · 2019 · Chen, Weiya et al. · indexed
3409. Utilizing ego-centric video to conduct naturalistic bicycling studies. · 2016 · Liu, Feng et al. · archived
3410. AROUSAL VALUE OF THE STIMULUS AND EEG ABUNDANCE IN AN AUDITORY VIGILANCE TASK ↗ · 1972 · GALE, ANTHONY et al. · indexed
3411. Can EEG Be Adopted as a Neuroscience Reference for Assessing Software Programmers’ Cognitive Load? · 2021 · Medeiros, Júlio et al. · archived
3412. Random Subspace K-NN Based Ensemble Classifier for Driver Fatigue Detection Utilizing Selected EEG Channels · 2021 · Rashid, Mamunur et al. · archived
3413. Research on Maximum Driving Time Based on Driving Fatigue Model from Field Experiment ↗ · 2019 · Zhang, Qi et al. · indexed
3414. Assessment of Seafarers’ Mental Workload: A Study on High Speed Craft · 2024 · Kartoglu, Cem et al. · archived
3415. Neural Networks Meet Neural Activity: Utilizing EEG for Mental Workload Estimation · 2024 · Siddhad, Gourav et al. · archived
3416. Stress Response and Safe Driving Time of Bus Drivers in Hot Weather ↗ · 2022 · Sun, Xianglong et al. · indexed
3417. Driver drowsiness evaluation by means of thermal infrared imaging: preliminary results ↗ · 2021 · Cardone, Daniela et al. · indexed
3418. Study on Driver Stress Response Ability on Rural Roads in China ↗ · 2013 · Bian, Haoyi et al. · indexed
3419. Driver's cognitive state classification toward brain computer interface via using a generalized and supervised technology ↗ · 2010 · Chuang, Chun-Hsiang et al. · indexed
3420. Modelling self-reported driver perspectives and fatigued driving via deep learning ↗ · 2021 · Zoupos, Alexandros et al. · indexed
3421. Determinants of Association and Dissociation between Subjective and Objective Measures of Workload ↗ · 2018 · Yakobi, Ofir · indexed
3422. Effects of mental workload on involuntary attention: A somatosensory ERP study ↗ · 2017 · Mun, Sungchul et al. · indexed
3423. Design &amp; analysis of k-means algorithm for cognitive fatigue detection in vehicular driver using oximetry pulse signal ↗ · 2015 · Sharma, Manish Kumar et al. · indexed
3424. Multi‐parameter fusion driver fatigue detection method based on facial fatigue features ↗ · 2024 · Du, Xuejing et al. · indexed
3425. Real-Time Detection of Drowsiness Related Lane Departures Using Steering Wheel Angle ↗ · 2012 · McDonald, Anthony D. et al. · indexed
3426. Auditory probe sensitivity to mental workload changes – an event-related potential study ↗ · 2001 · Ullsperger, Peter et al. · indexed
3427. Interactive Effects of Sleep Deprivation, Time of Day, and Driving Experience on a Driving Task ↗ · 1998 · Lenné, Michael G. et al. · indexed
3428. Effect of Tunnel Length on Driving Workload and Performance ↗ · 2025 · Zhang, Xiaodong et al. · indexed
3429. EEG-based evaluation of motion sickness and reducing sensory conflict in a simulated autonomous driving environment ↗ · 2022 · Li, Zhibin et al. · indexed
3430. Does heart rate variability predict better executive functioning? A systematic review and meta-analysis ↗ · 2022 · Magnon, Valentin et al. · indexed
3431. PREDICTING THE MENTAL STRESS LEVEL OF DRIVERS IN A BRAKING CAR PROCESS USING ARTIFICIAL INTELLIGENCE ↗ · 2022 · Sugiono, Sugiono et al. · indexed
3432. Investigating hierarchical and ensemble classification approaches to mitigate the negative effect of varying stress state on EEG-based detection of mental workload level - and vice versa ↗ · 2021 · Bagheri, Mahsa et al. · indexed
3433. Drivers’ Skin Conductance Response Characteristics Research during Car-Following Process ↗ · 2020 · Shi, Xi et al. · indexed
3434. Effect of Closed-Loop Motion Cueing Algorithm for a Six-Degrees-of-Freedom Dynamic Simulator on Pupil Diameter as a Driver Stress Factor ↗ · 2018 · Aykent, Baris et al. · indexed
3435. Who is behind the wheel? Driver identification and fingerprinting ↗ · 2018 · Ezzini, Saad et al. · indexed
3436. Fusion of driver-information based driver status recognition for co-pilot system ↗ · 2016 · Jinwoo Kim et al. · indexed
3437. Fusion of Optimized Indicators from Advanced Driver Assistance Systems (ADAS) for Driver Drowsiness Detection ↗ · 2014 · Daza, Iván et al. · indexed
3438. An Evaluation of the Effects of a Functional Energy Drink on Post-lunch and Early Evening Driving Performance · 2001 · Parks, A. M. et al. · archived
3439. Physiological Indicators of Panic Cognition and Their Effects on Emergency Task Performance: Evidence From Virtual Reality and Multimodal Monitoring ↗ · 2026 · Zhang, Rui et al. · indexed
3440. Research on the Management of Real-Time Driver Fatigue Detection System ↗ · 2024 · You, Miaona · indexed
3441. Prefrontal activation during simulated driving in people with schizophrenia: A functional near-infrared spectroscopy study · 2023 · Okada, Hiroki et al. · archived
3442. Development of driving fatigue strain index using fuzzy logic to analyze risk levels of driving activity ↗ · 2019 · Ani, Mohammad Firdaus et al. · indexed
3443. The Influence of Impairment Feedback on Driver Behavior: A Simulator Study ↗ · 2000 · Fairclough, Stephen H. et al. · indexed
3444. Driver EEG Attention Monitoring Based on Wavelet Packet Decomposition and BiLSTM ↗ · 2026 · Wang, Qiuyun et al. · indexed
3445. Driver Steering Intention Prediction Based on Fusion of EEG and Eye Movement Signals ↗ · 2023 · Hu, Jiayao et al. · indexed
3446. Effects of scheduled manual driving on drowsiness and response to take over request: A simulator study towards understanding drivers in automated driving ↗ · 2019 · Wu, Yanbin et al. · indexed
3447. Advanced Driver Assistance Systems for Driver Health and Fatigue Monitoring Using Camera, Biometric Sensors, Telematics and Machine Learning ↗ · 2025 · Bhargav, Matavalam · indexed
3448. Enhancing Driver Fatigue Monitoring: A Hybrid Human–Machine Intelligence Framework with Adaptive Real-time Feedback ↗ · 2025 · Zhu, Tianjun et al. · indexed
3449. Advancements and Perspectives in Fatigue Driving Detection: A Comprehensive Review ↗ · 2024 · Yan, Xiao et al. · indexed
3450. Convolutional Neural Networks (CNN) and Facial Features based Smart Driver Alertness Detection ↗ · 2023 · Kumar, K.V Pavan et al. · indexed
3451. Fatigue State Detection of Locomotive Driver Based on Human Posture Features and Double-Stream Long Short-Term Memory Neural Network ↗ · 2022 · Li, Zhaoyi et al. · indexed
3452. A Morphological Method for Driver Fatigue Monitoring ↗ · 2024 · Wu, Wen-Yen · indexed
3453. Linking Threat-Related Attentional Biases Toward Bicyclists to Driving Behavior ↗ · 2021 · Kim, Andy et al. · indexed
3454. Vigilance Task-Related Change in Brain Functional Connectivity as Revealed by Wavelet Phase Coherence Analysis of Near-Infrared Spectroscopy Signals · 2016 · Wang, Wei et al. · archived
3455. Drowsy Driving Among Older Adults: A Literature Review · 2010 · Zanier, Nicole et al. · archived
3456. Freight transport and non-driving work duties as predictors of falling asleep at the wheel in urban areas of Crete ↗ · 2005 · Tzamalouka, Georgia et al. · indexed
3457. Driver fatigue detection system ↗ · 2015 · Clement, F. S. C. et al. · indexed
3458. Personal noise ranking of road traffic: Subjective estimation versus physiological parameters under laboratory conditions ↗ · 2006 · Raggam, Reinhard B. et al. · indexed
3459. Age-related differences in eye blink-related neural activity and functional connectivity during driving ↗ · 2025 · Alyan, Emad et al. · indexed
3460. WORKLOAD OF HELICOPTER PILOTS AND ITS IMPACT ON FLIGHT PERFORMANCE ↗ · 2025 · Institute of Aeronautics and Applied Mechanics, Warsaw University of Technology, Warsaw, Poland et al. · indexed
3461. SADNet: sustained attention decoding in a driving task by self-attention convolutional neural network ↗ · 2024 · Lai, Shuzhong et al. · indexed
3462. Deep Learning-Based Classification of Stress Levels during Real-World Driving Tasks ↗ · 2022 · Mohd Isam, F.N.H. et al. · indexed
3463. Meditation Alters Cognitive Load: EEG Fractal-Based Classification and HRV Geometric Assessment ↗ · 2025 · Singh, Swati et al. · indexed
3464. A Systematic Literature Review of Driver Inattention Monitoring Systems for Smart Car ↗ · 2022 · Soultana, Abdelfettah et al. · indexed
3465. Preliminary on Human Driver Behavior: A Review ↗ · 2020 · Yan, Xiao et al. · indexed
3466. Integrating Neurophysiological Sensors and Driver Models for Safe and Performant Automated Vehicle Control in Mixed Traffic ↗ · 2019 · Damm, W. et al. · indexed
3467. Real-time system for monitoring driver vigilance ↗ · 2005 · Bergasa, L.M. et al. · indexed
3468. Application of a Heavy Vehicle Drowsy Driver Detection System ↗ · 1999 · Grace, Richard et al. · indexed
3469. Research on Driver Fatigue State Detection Method Based on Deep Learning ↗ · 2021 · Wang, Yonghui et al. · indexed
3470. The effect of competition on heart rate during kart driving: A field study ↗ · 2011 · Matsumura, Kenta et al. · indexed
3471. The Effects of Negative Ionisation on Subjective Symptom Intensity and Driver Vigilance in a Moving Vehicle ↗ · 1995 · Wyon, David P. et al. · indexed
3472. Predicting Operator Situation Awareness from Psychophysiological Signals: Utility of Personalized and Universal Models ↗ · 2024 · Zhang, Johnny et al. · indexed
3473. Change of drivers’ functional condition during dangerous goods transportation ↗ · 2022 · Afonin, Maksym · indexed
3474. The Novelty Appraisal of the Feeling of Risk in Vehicles ↗ · 2022 · Zhang, Meng et al. · indexed
3475. The Effects of Fatigue on Driver Performance for Single and Team Long-Haul Truck Drivers ↗ · 2003 · Klauer, Shelia G et al. · indexed
3476. A Psychophysiological Model Based on Machine Learning Algorithms for Evaluating Commercial Airline Pilots' Mental Workload in Flight‐Simulation Context ↗ · 2025 · Wang, Lei et al. · indexed
3477. Associating EEG Functional Networks and the Effect of Sleep Deprivation as Measured Using Psychomotor Vigilance Tests ↗ · 2024 · Mason, Sophie L. et al. · indexed
3478. A CNN-Based Wearable System for Driver Drowsiness Detection ↗ · 2023 · Li, Yongkai et al. · indexed
3479. Fatigue, sleepiness and workload in train traffic controllers · 2022 · Noriega, Paulo et al. · archived
3480. Impacts of sleep deprivation on vigilance, fatigue, and performance during simulated train driving ↗ · 2018 · Theresia, Clara et al. · indexed
3481. Contextualizing Naturalistic Driving Data in a Rural State Among Drivers With and Without Obstructive Sleep Apnea ↗ · 2017 · Dawson, Jeffrey D et al. · indexed
3482. Aerobic exercise modulates EEG microstates under distinct mental workload ↗ · 2025 · Yu, Geng et al. · indexed
3483. The Effects of Sleep Quality on Vigilance and Driving Performance in a Train Simulator ↗ · 2020 · Siswanto, D et al. · indexed
3484. EEG-Based Classification of Emotional State Using an Autonomous Vehicle Simulator ↗ · 2018 · Park, Corey et al. · indexed
3485. Mental workload classification with concurrent electroencephalography and functional near-infrared spectroscopy ↗ · 2017 · Liu, Yichuan et al. · indexed
3486. The development of a naturalistic data collection system to perform critical incident analysis: An investigation of safety and fatigue issues in long-haul trucking ↗ · 2006 · Dingus, Thomas A. et al. · indexed
3487. Mental Fatigue Degree Recognition Based on Relative Band Power and Fuzzy Entropy of EEG ↗ · 2023 · Xu, Xin et al. · indexed
3488. A survey of the relationship between the mental workload and cognitive failure in taxi drivers, 2017 ↗ · 2017 · Kazemi, Reza et al. · indexed
3489. Naturalistic Driving Scenario Recognition with Multimodal Data ↗ · 2022 · Wang, Ke et al. · indexed
3490. Real-Time Driver-Drowsiness Detection System Using Facial Features ↗ · 2019 · Deng, Wanghua et al. · indexed
3491. DISCRIMINATION OF MENTAL WORKLOAD LEVELS IN HUMAN SUBJECTS WITH FUNCTIONAL NEAR-INFRARED SPECTROSCOPY · 2008 · SASSAROLI, ANGELO et al. · archived
3492. Driver cognitive workload estimation: a data-driven perspective ↗ · 2005 · Yilu Zhang et al. · indexed
3493. Sistema Automático Para la Detección de Distracción y Somnolencia en Conductores por Medio de Características Visuales Robustas ↗ · 2017 · Villán, Alberto Fernández et al. · indexed
3494. Eye movements and hazard perception in police pursuit and emergency response driving. ↗ · 2003 · Crundall, David et al. · indexed
3495. Modelling the association between psychosocial work factors and risky driving: mediating roles of burnout and engagement · 2026 · Amoadu, Mustapha et al. · archived
3496. Examining Driver Sleepiness Detection Based on Visual Actions Using Haar Cascading and CNN ↗ · 2025 · Rawat, Vandana et al. · indexed
3497. Extended-Range Prediction Model Using NSGA-III Optimized RNN-GRU-LSTM for Driver Stress and Drowsiness ↗ · 2021 · Chui, Kwok Tai et al. · indexed
3498. The Effects of Workload Transitions in a Multitasking Environment ↗ · 2014 · Bowers, Margaret A. et al. · indexed
3499. Real-time system for monitoring driver vigilance ↗ · 2004 · Bergasa, L.M. et al. · indexed
3500. Neurophysiological markers of cognitive workload under altered gravity conditions using a gamified dual-task paradigm · 2026 · Badalì, Constance et al. · archived
3501. Microsleep as a Risk Factor for Unsafe Behavior: A Systematic Literature Review · 2026 · Ihsan, Elga Alifqiah et al. · archived
3502. The relative impact of smartwatch and smartphone use while driving on workload, attention, and driving performance ↗ · 2019 · Perlman, David et al. · indexed
3503. What Does Eye-Blink Rate Variability Dynamics Tell Us About Cognitive Performance? · 2017 · Paprocki, Rafal et al. · archived
3504. Accident Prevention System for Cars, Buses, Trucks · 2024 · Garje, Avantika · archived
3505. Driver Drowsiness Detection Based on Steering Wheel Data Applying Adaptive Neuro-Fuzzy Feature Selection ↗ · 2019 · Arefnezhad, Sadegh et al. · indexed
3506. Nonlinear Dynamic Classification of Momentary Mental Workload Using Physiological Features and NARX-Model-Based Least-Squares Support Vector Machines ↗ · 2017 · Zhang, Jianhua et al. · indexed
3507. Drivers' reactions to sudden braking by lead car under varying workload conditions; towards a driver support system ↗ · 2008 · Schaap, T.W. et al. · indexed
3508. Drowsiness Detection for Life-Saving – A Hidden Continuous Monitoring System for use in Road Vehicles ↗ · 2026 · Douzi, Ahmed et al. · indexed
3509. Modelling Psychosocial Work Factors and Risky Driving in Ghana: Mediating Roles of Burnout and Engagement · 2025 · Amoadu, Mustapha et al. · archived
3510. The Cognitive Eye: Indexing Oculomotor Functions for Mental Workload Assessment in Cognition-Aware Systems ↗ · 2021 · Grimmer, Janine et al. · indexed
3511. Adaptive Automation Triggered by EEG-Based Mental Workload Index: A Passive Brain-Computer Interface Application in Realistic Air Traffic Control Environment · 2016 · Aricò, Pietro et al. · archived
3512. Steering timing prediction in a driving simulator task ↗ · 2013 · Gheorghe, Lucian et al. · indexed
3513. Intelligent driver drowsiness detection through fusion of yawning and eye closure ↗ · 2011 · Omidyeganeh, M. et al. · indexed
3514. Remote Tower Air Traffic Controller Multimodal Fatigue Detection ↗ · 2026 · Pan, Weijun et al. · indexed
3515. Loudness of In-Vehicle auditory Warnings: Sustained counteraction of task-related driver fatigue and individual differences in alertness maintenance ↗ · 2026 · Wu, Mengjiao et al. · indexed
3516. Multimodal Driver Drowsiness Detection From Video Frames ↗ · 2022 · Singh, Pritesh Kumar et al. · indexed
3517. A smartphone-based driver fatigue detection using fusion of multiple real-time facial features ↗ · 2016 · Qiao, Yantao et al. · indexed
3518. Detection of Operator Drowsiness Using Google Glass ↗ · 2015 · He, Jibo et al. · indexed
3519. Changing Behaviors to Prevent Drowsy Driving and Promote Traffic Safety: Review of Proven, Promising, and Unproven Techniques · 1998 · Nguyen, Lan T. et al. · archived
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3521. Monitoring Driver’s Drowsiness Status at Night Based on Computer Vision ↗ · 2021 · Valsan A, Vidhu et al. · indexed
3522. The impact of sleep loss on sustained and transient attention: an EEG study · 2020 · Shenfield, Lucienne et al. · archived
3523. Assessing cognitive load in adolescent and adult students using photoplethysmogram morphometrics ↗ · 2020 · Xuan, Qi et al. · indexed
3524. Respiratory Changes in Response to Cognitive Load: A Systematic Review ↗ · 2016 · Grassmann, Mariel et al. · indexed
3525. Study on Vision Monitoring Techniques of Driver Fatigue and Loosing Alertness ↗ · 2007 · Zhang, M. H. et al. · indexed
3526. Exploring the effects of cognitive load on mental fatigue across lifespan using behavioral task and eye-metrics data ↗ · 2025 · Charonitis, Maëlle et al. · indexed
3527. Effects of Hazard Perception Training on Driving Behavior: An fNIRS-Based Assessment ↗ · 2024 · Zou, Xiaochuan et al. · indexed
3528. Detection of Driving Distractions and Their Impacts ↗ · 2023 · Shajari, Arian et al. · indexed
3529. Physical Workload and Work Fatigue among Tank Car Drivers at Surabaya Integrated Terminal ↗ · 2022 · Milinia, Tasya Endah et al. · indexed
3530. Web-based Platform for Training in Biomedical Signal Processing and Classification: the Particular Case of EEG-based Drowsiness Detection ↗ · 2018 · Ribeiro, Daniel et al. · indexed
3531. Assessment of Mental Workload Using a Transformer Network and Two Prefrontal EEG Channels: An Unparameterized Approach · 2024 · Beiramvand, Matin et al. · archived
3532. Detection of human drowsiness by the vestibulo-ocular reflex compensating for heartbeat-induced head perturbations ↗ · 2024 · Yamanaka, Toshimi et al. · indexed
3533. A Study on Sensitive Bands of EEG Data under Different Mental Workloads ↗ · 2019 · Qu, Hongquan et al. · indexed
3534. Monitoring driver fatigue using facial analysis techniques ↗ · 2003 · Singh, S. et al. · indexed
3535. Effects of Manual and Autopilot Control on Mental Workload and Vigilance During Simulated General Aviation Flight ↗ · 1999 · Masalonis, Anthony J. et al. · indexed
3536. Specific feature selection in wearable EEG-based transducers for monitoring high cognitive load in neurosurgeons ↗ · 2025 · Arpaia, Pasquale et al. · indexed
3537. Assessment and Prediction of Remote Operators’ Mental Workload Through AoI Data in AV Scenarios ↗ · 2025 · Valerio, Andrea et al. · indexed
3538. Car sickness in real driving conditions: Effect of lateral acceleration and predictability reflected by physiological changes ↗ · 2023 · Henry, Eléonore H. et al. · indexed
3539. Individual Differences and Driver Response to Highway Intersections ↗ · 1992 · Grubb, Monty G. · indexed
3540. Modelling perceived risk and trust in driving automation reacting to merging and braking vehicles ↗ · 2022 · He, Xiaolin et al. · indexed
3541. EEG-based Recognition of Driver State Related to Situation Awareness Using Graph Convolutional Networks ↗ · 2020 · Li, Ruilin et al. · indexed
3542. Development of an Integrated Longitudinal Control Algorithm for Autonomous Mobility with EEG-Based Driver Status Classification and Safety Index ↗ · 2024 · Jang, Munjung et al. · indexed
3543. Multimodal Mental Workload Classification Using Maus Dataset ↗ · 2023 · Sethi, Amanrosekaur et al. · indexed
3544. A Deep Learning Approach to Detect Sustained Attention in Real-Time Using EEG Signals ↗ · 2021 · Tiwari, Aarushi et al. · indexed
3545. Altering Temporal Dynamics of Sleepiness and Mood During Sleep Deprivation: Evidence from Resting-State EEG Microstates ↗ · 2025 · Bai, Duo et al. · indexed
3546. An Improved Driver Drowsiness Detection using Haar Cascade Classifier ↗ · 2023 · S. Saranya, S. et al. · indexed
3547. Factors associated with self-reported driver sleepiness and incidents in city bus drivers ↗ · 2016 · ANUND, Anna et al. · indexed
3548. Detecting emotional stress from facial expressions for driving safety ↗ · 2014 · Gao, Hua et al. · indexed
3549. The Dimensions of Driver Performance during Secondary Manual Tasks ↗ · 2003 · Young, Richard A et al. · indexed
3550. Study on Drivers’ Visual Load Features in Lighting Environments of Interior Zones of Extra-Long Tunnels over 10 km ↗ · 2022 · Zhou, Yuantao et al. · indexed
3551. Road influence on the development on driver fatigue · 2019 · Davidović, Jelica et al. · archived
3552. Validation of Electroencephalographic Recordings Obtained with a Consumer-Grade, Single Dry Electrode, Low-Cost Device: A Comparative Study · 2019 · Rieiro, Héctor et al. · archived
3553. Effects of the road environment on the development of driver sleepiness in young male drivers ↗ · 2018 · Ahlström, Christer et al. · indexed
3554. Work, sleep, and cholesterol levels of U.S. long-haul truck drivers · 2016 · Lemke, Michael K. et al. · archived
3555. Survey on Driver’s Drowsiness Detection System ↗ · 2015 · Dharmadhikari, Omkar et al. · indexed
3556. Quantifying visual attention and visually induced motion sickness during day-night driving and sleep deprivation ↗ · 2015 · Wibirama, Sunu et al. · indexed
3557. Using cerebral hemovelocity to measure workload in a complex vigilance task with display redundancy ↗ · 2014 · Satterfield, Kelly et al. · indexed
3558. Frontal theta EEG dynamics in a real-world air traffic control task ↗ · 2013 · Guofa Shou et al. · indexed
3559. Multi-modal detection task as a measurement of mental workload caused by in-vehicle information systems · 2012 · YOSHIDA, Shuhei et al. · archived
3560. The effects of specific musical stimuli on driver~s drowsiness ↗ · 2006 · Hasegawa, C. et al. · indexed
3561. Mental workload classification based on ignored auditory probes and spatial covariance ↗ · 2021 · Tang, Shaohua et al. · indexed
3562. Using Saccadic Intrusions To Quantify Mental Workload ↗ · 2009 · Tokuda, Satoru et al. · indexed
3563. Comparison of the P300 and Other Workload Assessment Techniques in a Simulated Flight Task ↗ · 2003 · Coyne, Joseph T. · indexed
3564. Driver Drowsiness Detection Using Support Vector Machine (SVM) Model from Brain Alpha Wave and GUI Implementation ↗ · 2024 · Christian, Shyaka Alain et al. · indexed
3565. Effectiveness of Data Screening for Driver Drowsiness Estimation Using Drive Recorder ↗ · 2021 · Oishi, Hiroyuki et al. · indexed
3566. Recognition method of driver's visual distraction based on pupil diameter ↗ · 2018 · Guo, Weiwei et al. · indexed
3567. The Effect of Prior Task Loading on Mental Workload ↗ · 2010 · Morgan, Justin F. et al. · indexed
3568. Impact of Non-driving Related Tasks on Drivers During Conditional Automated Driving ↗ · 2025 · Zhang, Qi et al. · indexed
3569. A Novel Approach to Detect Driver Drowsiness Using Transfer Learning and Hybrid Features ↗ · 2024 · S, Priyanka et al. · indexed
3570. Suggesting Time Frequency Representation of the Obtained Reaction Time of the Consecutive Tasks in a Driving Simulator for Determining the Rate of Change of Brain’s Frequency ↗ · 2022 · Rajdeep, Prashant et al. · indexed
3571. Effects of Freeway Alignment on Driving Performance and Workload Based on Simulated Driving ↗ · 2018 · Xie, Lian et al. · indexed
3572. Inactive-state recognition from EEG signals and its application in cognitive load computation ↗ · 2016 · Gavas, Rahul et al. · indexed
3573. Sleepiness and driving: The experience of U.K. car drivers ↗ · 1997 · Maycock, G. · indexed
3574. Dissociable Pupil and Oculomotor Markers of Attention Allocation and Distractor Suppression during Listening ↗ · 2025 · Liu, Xena et al. · indexed
3575. An Embedded Computer Vision Method to Extract Percentage of Eye Close for Detecting Drowsiness of a Safety Driving System ↗ · 2022 · Firdaus, Sukma et al. · indexed
3576. Driver Fatigue Detection based on Eye State Analysis ↗ · 2008 · Du, Yong et al. · indexed
3577. Pupillary manifolds: uncovering the latent geometrical structures behind phasic changes in pupil size · 2024 · Blini, Elvio et al. · archived
3578. Real time driver fatigue surveillance system using machine learning ↗ · 2022 · Sudha, K. et al. · indexed
3579. Driver state estimation during automatic driving using seat pressure ↗ · 2020 · SATO, Hayata et al. · indexed
3580. Comparison of NASA-TLX scale, modified Cooper–Harper scale and mean inter-beat interval as measures of pilot mental workload during simulated flight tasks ↗ · 2019 · Mansikka, Heikki et al. · indexed
3581. Comparison of Lightweight Methods for Vehicle Dynamics-Based Driver Drowsiness Detection ↗ · 2025 · Nakagama, Yutaro et al. · indexed
3582. Exploring the impact of the passenger's display on driver workload and driving performance ↗ · 2024 · Ma, Jun et al. · indexed
3583. Reducing passive driver fatigue through a suitable secondary motor task by means of an interactive seating system ↗ · 2022 · Lampe, Dario et al. · indexed
3584. Driver drowsiness monitoring system using visual behaviour and machine learning ↗ · 2018 · Kumar, Ashish et al. · indexed
3585. EEG Metrics to Determine Cognitive Load and Affective States ↗ · 2018 · Negi, Shivsevak et al. · indexed
3586. A Descriptive Analysis of Factors Contributing to Bus Drivers' Performances While Driving: A Case Study in Malaysia · 2015 · Ismail, Ahmad Rasdan et al. · archived
3587. SLEEPINESS AMONG IRANIAN LORRY DRIVERS ↗ · 2007 · Labbafinejad, K. Sadeghniiat Y. · indexed
3588. Drowsiness Detection and Alertness Using Eye Motion Monitoring · 2023 · Asghar, Rabia et al. · archived
3589. The Impact of Cognitive Workload on Driving Performance and Visual Attention in Younger and Older Drivers ↗ · 2013 · Son, Joonwoo et al. · indexed
3590. Pilot study of office employee informational mental workload ↗ · 2019 · Zuev, A. V. et al. · indexed
3591. A Model Relating Pupil Diameter to Mental Workload and Lighting Conditions ↗ · 2016 · Pfleging, Bastian et al. · indexed
3592. Fatigue in the Automated Vehicle ↗ · 2014 · Neubauer, Catherine et al. · indexed
3593. Cognitive load assessment through EEG: A dataset from arithmetic and Stroop tasks ↗ · 2025 · Nirabi, Ali et al. · indexed
3594. Multiscale entropy in a 10-minute vigilance task ↗ · 2024 · Rhodes, L. Jack et al. · indexed
3595. Timelined multimodal recording of EEG and driving performance using a driving simulator system during a focal impaired awareness seizure ↗ · 2020 · Ban, Tomoaki et al. · indexed
3596. Literature Review of Race Driver Fatigue Measurement in Endurance Motorsport ↗ · 2015 · Owen, Nick et al. · indexed
3597. Driver fatigue detection : A survey ↗ · 2009 · Coetzer, R.C. et al. · indexed
3598. The hazards and prevention of driving while sleepy ↗ · 2003 · MacLean, Alistair W et al. · indexed
3599. Discount Driver Mental Workload Assessment ↗ · 2024 · Jiang, Haoyan et al. · indexed
3600. Real Time Driver Drowsiness Detection System using OpenCV ↗ · 2021 · H, Ritish · indexed
3601. Situational Awareness and Flight Approach Phase Event Recognition Based on Psychophysiological Measurements ↗ · 2021 · Li, Qinbiao et al. · indexed
3602. Event-related activity and phase locking during a psychomotor vigilance task over the course of sleep deprivation ↗ · 2010 · HOEDLMOSER, KERSTIN et al. · indexed
3603. Counteracting driver sleepiness: Effects of napping, caffeine, and placebo ↗ · 1996 · HORNE, J. A. et al. · indexed
3604. Changes of EEG signals in vehicle-pedestrian conflicting events with front collision warning on side-parking road ↗ · 2022 · Ma, Yue et al. · indexed
3605. Evaluation of forward collision warning systems on driver behavior and EEG in heavy fog conditions: Based on a driving simulator ↗ · 2022 · Liu, Ran et al. · indexed
3606. EEG Based Mental Workload Estimation System ↗ · 2020 · Cebecí, Bora et al. · indexed
3607. The Relationship between Bus Drivers’ Improper Driving Behaviors and Abnormal Vehicle States Based on Advanced Driver Assistance Systems in Naturalistic Driving ↗ · 2020 · Wang, Tao et al. · indexed
3608. Monitoring of train driver's alertness: A feasibility study ↗ · 2017 · Scaccabarozzi, Diego et al. · indexed
3609. Driver State Monitoring System Using AI ↗ · 2023 · Saranya, N et al. · indexed
3610. Are professional drivers less sleepy than non-professional drivers? ↗ · 2017 · Anund, Anna et al. · indexed
3611. A visual based approach for drowsiness detection ↗ · 2013 · Akrout, Belhassen et al. · indexed
3612. Positive effects of Red Bull® Energy Drink on driving performance during prolonged driving · 2010 · Mets, Monique A. J. et al. · archived
3613. Real-Time Machine Learning-Based Driver Drowsiness Detection Using Visual Features ↗ · 2023 · Albadawi, Yaman et al. · indexed
3614. Mental Workload Classification from fNIRS Signals by Leveraging Machine Learning ↗ · 2023 · Hasan, M. et al. · indexed
3615. Driver Safety System using Drowsiness and Emotion Detection Parameters ↗ · 2020 · H.D., Nandeesh · indexed
3616. An analysis of driving and working hour on commercial motor vehicle driver safety using naturalistic data collection ↗ · 2012 · Soccolich, Susan et al. · indexed
3617. Mind on the Wheel: EEG and Telematics Fusion for Emotion-Aware Driver State Classification ↗ · 2026 · Madhuri, Ch. Raga et al. · indexed
3618. Driving Offences and Emotion Regulation: A Psychometric Analysis of the Emotion Regulation Questionnaire (ERQ) ↗ · 2022 · Pérez-Sánchez, Jennifer et al. · indexed
3619. Experimental Study on EEG with Different Cognitive Load ↗ · 2018 · Liang, Yongqiang et al. · indexed
3620. Investigating the Relationship and Predictive Modeling Between Mental Workload and Task Performance in Multitasking Human–Computer Interaction Environments ↗ · 2025 · Li, Kuntong et al. · indexed
3621. Reserch on Driver Body Monitoring System for Risk Sources of Intelligent Transportation ↗ · 2021 · Hu, Zhijie et al. · indexed
3622. CONSTRUCTION OF A DETECTOR OF FATIGUE SYMPTOMS IN CAR DRIVERS ↗ · 2020 · Department of Flight Simulator Innovations, Military Institute of Aviation Medicine et al. · indexed
3623. Lessons Learned: Gastric Motility Assessment During Driving Simulation ↗ · 2019 · Popović, Nenad B. et al. · indexed
3624. Research on driver fatigue detection ↗ · 2018 · Zhang, Ting et al. · indexed
3625. Sleepiness at the wheel across Europe: a survey of 19 countries · 2015 · Gonçalves, Marta et al. · archived
3626. Fatigue and Stress in Driving ↗ · 1994 · Howard, Andrew et al. · indexed
3627. Driver Drowsiness Estimation Based on Factorized Bilinear Feature Fusion and a Long-Short-Term Recurrent Convolutional Network ↗ · 2020 · Chen, Shuang et al. · indexed
3628. New Tools and Methods in Selection of Air Traffic Controllers Based on Multimodal Psychophysiological Measurements ↗ · 2019 · Cosic, Kresimir et al. · indexed
3629. Performance Comparison of Automated EEG Enhancement Algorithms for Mental Workload Assessment of Ambulant Users ↗ · 2019 · Rosanne, Olivier et al. · indexed
3630. ACCIDENT PREVENTION BY DETECTING A EYE BLINK OF AN DRIVER ↗ · 2022 · Angadi, Karthika Kottur · indexed
3631. Development of a Camera-Based Driver State Monitoring System for Cost-Effective Embedded Solution ↗ · 2020 · Zhou, Xunfei et al. · indexed
3632. Truck drivers’ perceptions on wearable devices and health promotion: a qualitative study · 2016 · Greenfield, R et al. · archived
3633. Analysis of P300 Evoked Potentials to Determine Pilot Cognitive States ↗ · 2025 · Rodríguez-Bermúdez, Germán et al. · indexed
3634. Driver Drowsiness Detection Based on Humantenna Effect for Automotive Safety Systems ↗ · 2020 · Maximous, George S. et al. · indexed
3635. Mental Workload Assessment in Smartphone Multitasking Users: A Feature Selection Approach using Physiological and Simulated Data ↗ · 2018 · Lira, Hernan et al. · indexed
3636. 1P2-J03 Verification of Reduction Effect of the Driver Fatigue Increase with an Air Cell Lumbar Support Device based on the Finger Plethysmogram · 2015 · Ito, Kota et al. · archived
3637. Motorcoach Driver Fatigue Study 2011: Research Brief · 2012 · NHTSA · archived
3638. Analysis of Electrodermal Activity Signal Collected During Visual Attention Oriented Tasks ↗ · 2019 · Momin, Abdul et al. · indexed
3639. Assessing Task Mental Workload in Construction Projects: A Novel Electroencephalography Approach ↗ · 2017 · Chen, Jiayu et al. · indexed
3640. Evaluating Drugged Driving: Effects of Pain and Anxiety Medications · 2017 · Gaffney, Gary R. et al. · archived
3641. Impact elements of roadway traffic on drivers' mental workload at the highway intersections ↗ · 2016 · Liu, M. et al. · indexed
3642. Effects of Lane Departure Warning on Drowsy Drivers' Performance and State in a Simulator ↗ · 2005 · Rimini-Doering, Maria et al. · indexed
3643. A Non-Contact Fatigue Driving Detection Method Based on Millimeterwave Radar ↗ · 2025 · Liu, Hanyu et al. · indexed
3644. Learning based Driver Drowsiness Detection Model ↗ · 2020 · Singh, Jagendra · indexed
3645. Understanding the role of sleep quality and sleep duration in commercial driving safety ↗ · 2016 · Lemke, Michael K. et al. · indexed
3646. Continuing to drive while sleepy: The influence of sleepiness countermeasures, motivation for driving sleepy, and risk perception ↗ · 2014 · Watling, Christopher N. et al. · indexed
3647. Potential Causes of Driver Fatigue: A Study on Transit Bus Operators in Florida ↗ · 2010 · Sando, Thobias et al. · indexed
3648. Using the Distribution of Eye Fixations to Assess Pilots' Mental Workload ↗ · 2006 · Di Nocera, Francesco et al. · indexed
3649. Research on Facial Micro-Expressions Based on Deep Learning for Driver Fatigue Detection ↗ · 2025 · Wang, Wentao · indexed
3650. EEG driving fatigue detection based on log-Mel spectrogram and convolutional recurrent neural networks · 2023 · Gao, Dongrui et al. · archived
3651. Scale invariance in fNIRS as a measurement of cognitive load ↗ · 2022 · Zhuang, Chu et al. · indexed
3652. Real Time Driver Fatigue Detection System Based on Multi-Task ConNN ↗ · 2020 · Savas, Burcu Kir et al. · indexed
3653. Work tasks drive the physical behaviors of passenger train drivers ↗ · 2025 · Chappel, Stephanie E et al. · indexed
3654. The benefits and pitfalls of advanced driver assistance systems for mitigating drowsy driving crashes ↗ · 2025 · Howard, Mark E et al. · indexed
3655. Detection of driver fatigue driving behaviour based on deep learning algorithm from the perspective of traffic psychology ↗ · 2022 · Fan, Yan · indexed
3656. Are long-haul truck drivers unusually alert? A comparison with long-haul airline pilots ↗ · 2020 · Sallinen, Mikael et al. · indexed
3657. Fatigue Driving Detection System Based on Face Feature ↗ · 2019 · Li, Zhao et al. · indexed
3658. Task-Related Effort – Distinguishing Boredom- and Difficulty-Related Effort via Electrodermal Activity ↗ · 2025 · Radtke, Vanessa et al. · indexed
3659. Driver Situation Awareness and Cognitive Workload Effects of Novel Interchange Configurations and Associated Signage · 2022 · Liu, Yunmei et al. · archived
3660. Probing the neural signature of mind wandering with simultaneous fMRI-EEG and pupillometry · 2021 · Groot, Josephine M et al. · archived
3661. Driven to discussion: engaging drivers in conversation with a digital assistant as a countermeasure to passive task‐related fatigue ↗ · 2018 · Large, David R. et al. · indexed
3662. The Effect of Low-Frequency Road Noise on Driver Sleepiness and Performance ↗ · 2015 · Anund, Anna et al. · indexed
3663. Real-Time Deep Learning-Based Drowsiness Detection: Leveraging Computer-Vision and Eye-Blink Analyses for Enhanced Road Safety ↗ · 2023 · Safarov, Furkat et al. · indexed
3664. Towards Mindless Stress Regulation in Advanced Driver Assistance Systems: A Systematic Review ↗ · 2020 · Béquet, Adolphe J. et al. · indexed
3665. An on-road study to investigate fatigue in local/short haul trucking ↗ · 2003 · Hanowski, Richard J et al. · indexed
3666. A fatigue driving detection method based on driver posture and facial state analysis ↗ · 2026 · Hao, Yuting et al. · indexed
3667. Mental Workload and Work Stress among Train Drivers and Their Associated Factors: A Cross-Sectional Study in Indonesia · 2025 · Hidayat, Marizca Saras Chitra et al. · archived
3668. Detection of drowsiness to ensure safety while driving ↗ · 2024 · Manoli, Sunil et al. · indexed
3669. Sleep Apnea, Sleep Debt and Daytime Sleepiness Are Independently Associated with Road Accidents. A Cross-Sectional Study on Truck Drivers · 2016 · Garbarino, Sergio et al. · archived
3670. Does Agricultural Spraying Involve Mental Workload? ↗ · 2007 · Asit Kumar Dey et al. · indexed
3671. Delay-Aware Cross-Modal Knowledge Distillation for Driver Vigilance Estimation: Toward Practical Edge Deployment ↗ · 2026 · Sun, Yu et al. · indexed
3672. Driver Drowsiness Detection · 2024 · Zeki Ablahd, Ann et al. · archived
3673. NeuroMonitor ambulatory EEG device: Comparative analysis and its application for cognitive load assessment ↗ · 2014 · Mahajan, Ruhi et al. · indexed
3674. Driver Hypo-vigilance Detection Based on Eyelid Behavior ↗ · 2009 · Sigari, Mohamad Hoseyn · indexed
3675. Assessing the effect of inattention-related error and anger in driving on road accidents among Iranian heavy vehicle drivers ↗ · 2021 · Shams, Zhaleh et al. · indexed
3676. Maternal Heart Rate Variability at 3-Months Postpartum: Associations with Mental Health and Infant Neurophysiological Function ↗ · 2023 · Brandes-Aitken, Annie et al. · indexed
3677. Decision Anticipation for Driving Assistance Systems ↗ · 2020 · Amadori, Pierluigi Vito et al. · indexed
3678. Commercial motor vehicle driving performance: An examination of attentional resources and control using a driving simulator. ↗ · 2017 · McManus, Benjamin et al. · indexed
3679. Exploring differences in the impact of auditory and visual demands on driver behavior ↗ · 2012 · Yang, Yan et al. · indexed
3680. A Novel Approach for the Detection of Drunken Driving using the Power Spectral Density Analysis of EEG · 2011 · Malar, E. et al. · archived
3681. Understanding Health and Well-Being from Naturalistic Driving Behavior ↗ · 2025 · Zhang, Han et al. · indexed
3682. Reproducible machine learning research in mental workload classification using EEG · 2024 · Demirezen, Güliz et al. · archived
3683. An approach to situation awareness (SA) assessment in flight simulation: SA dynamic circulation (SADC) model ↗ · 2021 · Feng, Chuanyan et al. · indexed
3684. INSTRUCTIONAL DESIGN BASED ON THE ASSESSMENT OF COGNITIVE LOAD AND WORKING MEMORY LOAD ↗ · 2018 · Cimpanu, Corina et al. · indexed
3685. Effects of memory load on event-related patterns of 40-Hz EEG during cognitive and motor tasks ↗ · 1998 · De Pascalis, V et al. · indexed
3686. ACXNet hybrid deep learning model for cross task mental workload estimation using EEG neural manifolds · 2025 · Abinaya, G. et al. · archived
3687. Conflict resolution and response inhibition: A simultaneous EEG-EMG-pupillometry study ↗ · 2025 · Bundt, Carsten et al. · indexed
3688. Analyzing Driver’s Facial Muscle Movements on a Highway ↗ · 2022 · Mostowfi, Sara et al. · indexed
3689. Sleepiness, Long Distance Commuting and Night Work as Predictors of Driving Performance ↗ · 2012 · Di Milia, Lee et al. · indexed
3690. A Smartphone-Based Driver Safety Monitoring System Using Data Fusion ↗ · 2012 · Lee, Boon-Giin et al. · indexed
3691. Implementation of fNIRS for Monitoring Levels of Expertise and Mental Workload · 2011 · Bunce, Scott C. et al. · archived
3692. Cloud-Based Driver Monitoring System Using a Smartphone ↗ · 2020 · Kashevnik, Alexey et al. · indexed
3693. 0635 Vigilance Observations - Learning from Nighttime Driving Behaviours ↗ · 2018 · Tse, E et al. · indexed
3694. Driver distraction detection and recognition using RGB-D sensor · 2015 · Craye, Celine et al. · archived
3695. Evaluation of Mental Workload Based on Pursuit Eye Movement ↗ · 2013 · Ishii, Masaki et al. · indexed
3696. Analysis of the effect of thermal comfort on driver drowsiness progress with Predicted Mean Vote: An experiment using real highway driving conditions ↗ · 2023 · Sunagawa, Mika et al. · indexed
3697. Mental Workload Estimation using Wireless EEG Signals ↗ · 2021 · Adewale, Quadri et al. · indexed
3698. Tracking arousal state and mind wandering with pupillometry ↗ · 2018 · Unsworth, Nash et al. · indexed
3699. Prevalence of Self-Reported Drowsy Driving, United States: 2015 · 2015 · AAA Foundation for Traffic Safety · archived
3700. What to detect? ↗ · 2011 · Jeon, Myounghoon et al. · indexed
3701. Generic Mental Workload Measurement Using a Shared Spatial Map Network With Different EEG Channel Layouts ↗ · 2024 · Yin, Zhong et al. · indexed
3702. Physiological synchronization and entropy as measures of team cognitive load ↗ · 2019 · Dias, Roger D. et al. · indexed
3703. Driver Fatigue Detection Method Based on Eye Multi-Feature Fusion ↗ · 2018 · Liu, Qinghua et al. · indexed
3704. LDGCN: An Edge-End Lightweight Dual GCN Based on Single-Channel EEG for Driver Drowsiness Monitoring · 2025 · Huang, Jingwei et al. · archived
3705. Analysis of Driver Fatigue Eye Movement Characteristics Under Intelligent Supervision Environment ↗ · 2025 · Li, Xianghong · indexed
3706. Driver Cognitive Distraction Recognition Based on Multi-Source Data from Simulated Driving Experiments ↗ · 2025 · Qu, Chixiong et al. · indexed
3707. Cognitive Workload of Tugboat Captains in Realistic Scenarios: Adaptive Spatial Filtering for Transfer Between Conditions · 2022 · Miklody, Daniel et al. · archived
3708. A Methodological Review of fNIRS in Driving Research: Relevance to the Future of Autonomous Vehicles ↗ · 2021 · Balters, Stephanie et al. · indexed
3709. Assessing Continuous Operator Workload With a Hybrid Scaffolded Neuroergonomic Modeling Approach ↗ · 2017 · Borghetti, Brett J. et al. · indexed
3710. Evaluation of Driver Stress Load in Freeway Tunnel Based on LightGBM and SHAP Methods ↗ · 2024 · Ge, Hongcheng et al. · indexed
3711. An efficient method for driver fatigue state detection based on deep learning ↗ · 2019 · Liu, Shiwang et al. · indexed
3712. Feasibility Study of Drowsy Driving Prediction based on Eye Opening Time ↗ · 2017 · Hatakeyema, Yoshiyuki · indexed
3713. Hybrid EEG Signal Processing Framework for Driver Drowsiness Detection Using QWT, EMD, and Bayesian Optimized SVM ↗ · 2025 · Sardesai, Shilpa et al. · indexed
3714. Extended Cognitive Load Induces Fast Neural Responses Leading to Commission Errors · 2025 · Taddeini, Fabio et al. · archived
3715. Sleep Quality of Heavy Vehicles’ Professional Drivers: An Analysis Based on Self-Perceived Feedback ↗ · 2024 · Faria, Brigida Monica et al. · indexed
3716. EEG based Mental Workload Assessment by Power Spectral Density Feature ↗ · 2022 · Liu, Yang et al. · indexed
3717. DRIVER DROWSINESS DETECTION FOR BEHAVIORAL ANALYSIS ↗ · 2022 · Yadav, Shivani · indexed
3718. Cognitive Load Assessment from EEG and Peripheral Biosignals for the Design of Visually Impaired Mobility Aids ↗ · 2018 · Saitis, Charalampos et al. · indexed
3719. Predicting drowsy driving in real-time situations: Using an advanced driving simulator, accelerated failure time model, and virtual location-based services ↗ · 2017 · Wang, Junhua et al. · indexed
3720. Recognition and Applications of Emotion Detection in Driving Fatigue ↗ · 2015 · Hongzhe, Bi et al. · indexed
3721. The impact of continuous driving time and rest time on commercial drivers' driving performance and recovery ↗ · 2014 · Wang, Lianzhen et al. · indexed
3722. Approximate entropy: a new evaluation approach of mental workload under multitask conditions ↗ · 2014 · Yao, Lei et al. · indexed
3723. Characterizing alterations in attention networks under high mental workload · 2026 · Wu, Lin et al. · archived
3724. Prevalence and factors associated with road traffic crashes among truck drivers in Southeast Iran · 2025 · Habybabady, Raheleh Hashemi et al. · archived
3725. Multistage End-to-End Driver Drowsiness Alerting System ↗ · 2023 · P, Sowmyashree et al. · indexed
3726. The Association Between Experimentally Induced Stress, Performance Monitoring, and Response Inhibition: An Event-Related Potential (ERP) Analysis ↗ · 2020 · Rodeback, Rebekah E. et al. · indexed
3727. Non-Intrusive Driver Drowsiness Monitoring Via Artificial Neural Networks ↗ · 2008 · Culp, J. et al. · indexed
3728. Causality of brain region activation during driver takeover in conditional autonomous driving: a study based on fMRI experiments ↗ · 2025 · Li, Xiaonan et al. · indexed
3729. The Impact of Cognition-affecting Neurological Diseases on Reaction Time and Driving Speed Deviation ↗ · 2023 · Diamanti, Athina et al. · indexed
3730. Automated Detection of Driver Fatigue Using Deep Neural Networks in Vehicles ↗ · 2023 · Kumar, Mr M. Arun et al. · indexed
3731. Towards a Reliable Ground Truth for Drowsiness: A Complexity Analysis on the Example of Driver Fatigue ↗ · 2020 · Kundinger, Thomas et al. · indexed
3732. EEG Artifact Removal for Improved Automated Lane Change Detection while Driving ↗ · 2018 · Moinnereau, Marc-Antoine et al. · indexed
3733. Mental workload and neural efficiency quantified in the prefrontal cortex using fNIRS · 2017 · Causse, Mickaël et al. · archived
3734. Changes in Extent of Spatial Attention with Increased Workload in Dual-Task Driving ↗ · 2010 · Bian, Zheng et al. · indexed
3735. Individual differences in driver stress vulnerability in a Japanese sample ↗ · 1999 · MATTHEWS, GERALD et al. · indexed
3736. Challenges for older drivers: Workload and risky behavior in simulated six-lane urban bidirectional road conflict scenarios ↗ · 2026 · Zhou, Yiwen et al. · indexed
3737. Neural Correlates of Mental Workload During Multitasking: a Dynamic Causal Modeling Study ↗ · 2021 · Huang, Jiali et al. · indexed
3738. Fatigue and workload in short and long-haul train driving ↗ · 2016 · Kazemi, Zeinab et al. · indexed
3739. Masked EEG Modeling for Driving Intention Prediction ↗ · 2024 · Zhou, Jinzhao et al. · indexed
3740. Fuzzy support vector machine-based personalizing method to address the inter-subject variance problem of physiological signals in a driver monitoring system ↗ · 2020 · Choi, Minho et al. · indexed
3741. Working Stress Analysis of Rail Transit Driver Based on ECR Model ↗ · 2017 · Dong, Shoufang et al. · indexed
3742. 2C25 Muscle Fatigue Comparison of Eco-driving and Normal Driving ↗ · 2010 · Yamabe, Shigeyuki et al. · indexed
3743. Light Isn’t Just for Vision Anymore: Implications for Transportation Safety (Part II) · 2009 · Figueiro, Mariana G. et al. · archived
3744. Truck Driver Fatigue Management Survey Appendix · 2006 · NHTSA · archived
3745. Road Environment and Driver Fatigue ↗ · 2005 · Oron-Gilad, Tal et al. · indexed
3746. Investigating Cognitive Engagement from Training to Application Under Varied Workload Manipulations in Virtual Reality · 2025 · Spencer, Cara et al. · archived
3747. Just Breathe ↗ · 2018 · Paredes, Pablo et al. · indexed
3748. Using EEG to Detect Lapses in Sustained Attention to Moving Stimuli · 2025 · Lowe, Benjamin G. et al. · archived
3749. The Impact of Adaptive Cruise Control on the Drivers’ Workload and Attention ↗ · 2024 · Lantieri, Claudio et al. · indexed
3750. Exploring the feasibility of using functional tissue pulsatility imaging to measure cognitive load during an abbreviated vigilance task ↗ · 2014 · Ramirez, Raul et al. · indexed
3751. The Road to Recovery: Dose-Response Effects of CPAP on Real-World Driving Performance in Obstructive Sleep Apnoea ↗ · 2026 · Lee, Kieran O. et al. · indexed
3752. A Brain-Controlled Vehicle System Based on Steady State Visual Evoked Potentials · 2022 · Zhang, Zhao et al. · archived
3753. Bus driver fatigue: A qualitative study of drivers in London ↗ · 2021 · Maynard, Sally et al. · indexed
3754. Processing and filtrating of driver fatigue characteristic parameters based on rough set ↗ · 2018 · Ye, Wenwu et al. · indexed
3755. Realtime Driver Drowsiness Detection Using Machine Learning ↗ · 2022 · Al Redhaei, Aneesa et al. · indexed
3756. Analisa Kantuk dengan Karolinska Sleepiness Scale dan Denyut Jantung saat Mengemudi dengan Tiga Tahap Kesulitan Jalan Menggunakan Driving Simulator ↗ · 2022 · Halim, Winda et al. · indexed
3757. Pupil-linked phasic arousal relates to the reduction of response inhibition: inferences from a simultaneous pupillometry and EEG-fMRI study ↗ · 2022 · Hong, Linbi et al. · indexed
3758. Prototype of Driver Fatigue Detection System Using Convolutional Neural Network ↗ · 2019 · Nikolskaia, Kseniia et al. · indexed
3759. A Multi-Camera Deep Neural Network for Detecting Elevated Alertness in Drivers · 2018 · Gideon, John et al. · archived
3760. An EEG-based cognitive failure detection in driving using two-stage motor intension classifier ↗ · 2014 · Saha, Anuradha et al. · indexed
3761. Multimodal measurement of the mental workload during an assembly and disassembly task ↗ · 2025 · Berthon, Lorrys et al. · indexed
3762. Evaluation of Fatigue Risk, Subjective Fatigue, and Work Motivation Level of Intercity Bus Driver ↗ · 2022 · Zuraida, Rida · indexed
3763. Effects of Fatigue on Real-World Driving in Diseased and Control Participants ↗ · 2015 · Aksan, Nazan et al. · indexed
3764. Effects of cognitive load and time-on-task on mental fatigue in real-world drilling operations ↗ · 2026 · Qing, Xin et al. · indexed
3765. An LSTM Network With Neural Plasticity for Driver Fatigue Recognition on Real Roads ↗ · 2025 · Li, Zuojin et al. · indexed
3766. Data-Driven EEG Theta and Alpha Components Are Associated with Subjective Experience during Resting State ↗ · 2022 · Tarailis, Povilas et al. · indexed
3767. Camera-Based Eye Blink Detection Algorithm for Assessing Driver Drowsiness ↗ · 2019 · Baccour, Mohamed Hedi et al. · indexed
3768. Influence of workplace environment, working conditions and health status of taxi drivers on vehicle collisions or near-miss events · 2018 · BABA, Mineko et al. · archived
3769. Standalone Wearable Driver Drowsiness Detection System in a Smartwatch ↗ · 2016 · Lee, Boon-Leng et al. · indexed
3770. An evaluation of mental workload for effective navigation ↗ · 2008 · Murai, Koji et al. · indexed
3771. Using the Active Appearance Model to detect driver fatigue ↗ · 2007 · Saeed, Isaam et al. · indexed
3772. Real-Time Detecting System of the Driver&amp;#8217;s Fatigue ↗ · 2006 · Yang Jie et al. · indexed
3773. EEG-based cognitive load assessment of eHMIs in pedestrian-automated vehicle interactions: A real-world experiment ↗ · 2026 · Zhao, Shengnan et al. · indexed
3774. Discomfort assessment with pupil diameter transition on decelerating condition in an autonomous car ↗ · 2021 · KOSUGI, Naoya et al. · indexed
3775. Sleep-impaired emotional regulation, impaired cognition, and poor sleep health are associated with risky sleepy driving in young adults ↗ · 2020 · Watling, Christopher N. et al. · indexed
3776. Estimation of lane data-based features by odometric vehicle data for driver state monitoring ↗ · 2010 · Friedrichs, Fabian et al. · indexed
3777. Classification of Driver Steering Intentions Using an Electroencephalogram · 2008 · IKENISHI, Toshihito et al. · archived
3778. How to measure driving ability under the influence of alcohol and drugs, and why ↗ · 1998 · Brookhuis, K. · indexed
3779. Job strain in public transport drivers: Data to assess the relationship between demand-control model indicators, traffic accidents and sanctions · 2018 · Useche, Sergio et al. · archived
3780. Driver Status Monitoring Systems for Smart Vehicles Using Physiological Sensors: A safety enhancement system from automobile manufacturers ↗ · 2016 · Choi, Youjun et al. · indexed
3781. Improving Heavy-Duty Diesel Truck Ergonomics to Reduce Fatigue and Improve Driver Health and Performance · 2010 · NHTSA · archived
3782. Driver fatigue monitoring method based on eyes state classification ↗ · 2008 · Yanli Liu et al. · indexed
3783. Cognitive Workload Detection of Air Traffic Controllers Based on mRMR and Fewer EEG Channels ↗ · 2024 · Hui, Li et al. · indexed
3784. Machine Learning Techniques in the Detection of Drowsiness in Drivers ↗ · 2021 · Garg, Navin · indexed
3785. Detecting Mental Workload Fluctuation during Learning of a Novel Task Using Thermography ↗ · 2008 · Kang, Jihun et al. · indexed
3786. A Novel CWT-CNN Framework for Driver Fatigue Detection from EEG Signals ↗ · 2025 · Sadeque, Md. Golam et al. · indexed
3787. Analysis of HAZMAT truck driver fatigue and distracted driving with warning-based data and association rules mining ↗ · 2023 · Sun, Ming et al. · indexed
3788. Driver Situation Awareness and Perceived Sleepiness during Truck Platoon Driving – Insights from Eye-tracking Data ↗ · 2021 · Castritius, Sarah-Maria et al. · indexed
3789. Research and Application of Fatigue Driving Monitoring and Emergency Treatment ↗ · 2017 · Zhang, Fei et al. · indexed
3790. Mental Workload and Task Performance for Indirect Vision Driving with Fixed Flat Panel Displays · 2001 · Smyth, Christopher C · archived
3791. Automated Sleepiness Detection via EEG Brainwave Analysis: A Nonlinear Ensemble Approach with Optimized Hyper-Tuning Strategies · 2024 · K. Srujan Raju · archived
3792. Gamma Power as an Index of Sustained Attention in Simulated Vigilance Tasks ↗ · 2023 · Curley, Taylor M. et al. · indexed
3793. Real-time image-based driver fatigue detection and monitoring system for monitoring driver vigilance ↗ · 2016 · Tang, Xinxing et al. · indexed
3794. An Efficient Deep-Learning-Based Solution for the Recognition of Relative Changes in Mental Workload Using Wearable Sensors ↗ · 2023 · Saleh, Majd et al. · indexed
3795. Retraction Note to: Application of music in relief of driving fatigue based on EEG signals · 2022 · Wang, Qingjun et al. · archived
3796. Research on the characteristics of driver visual behavior in highway extra-long tunnel ↗ · 2019 · Yang, Yunxing et al. · indexed
3797. The sensitivity of Galvanic Skin Response for assessing mental workload in Indonesia ↗ · 2017 · Widyanti, Ari et al. · indexed
3798. Investigating the correlation between the neural activity and task performance in a psychomotor vigilance test ↗ · 2015 · Zhongze Hu et al. · indexed
3799. Does driving experience delay overload threshold as a function of situation complexity ↗ · 2013 · Paxion, Julie et al. · indexed
3800. Microcontroller based driver alertness detection systems to detect drowsiness ↗ · 2018 · Pg Hj Zahari, Ak Muhammad Rahimi et al. · indexed
3801. Real Time Implementation for Monitoring Drowsiness Condition of a Train Driver using Brain Wave Sensor ↗ · 2016 · Sinha, Upasana et al. · indexed
3802. STRESS LEVEL AND COGNITIVE LOAD TEST OF HIGH SCHOOL STUDENTS BASED ON THE ANALYSIS OF CONSUMER-GRADE EEG SIGNAL AND NASA-TLX QUESTIONNAIRE ↗ · 2026 · Afre Ratri, Bekti et al. · indexed
3803. Differences in brain activity between fast and slow responses on psychomotor vigilance task: an fNIRS study. · 2021 · Nogueira, Mateus G. et al. · archived
3804. Exploring the Use of Mobile Electroencephalogram (EEG) in Driving Assessment: A Case Study ↗ · 2020 · Frias, Amanda et al. · indexed
3805. Evaluation of a Dry EEG System for Application of Passive Brain-Computer Interfaces in Autonomous Driving ↗ · 2017 · Zander, Thorsten O. et al. · indexed
3806. Driver drowsiness detection system · 2026 · Dalvi, Spandan et al. · archived
3807. Retraction Notice: Convolutional Neural Network based Driver Fatigue Recognition by Utilizing the Facial Features ↗ · 2022 · Suseela, S et al. · indexed
3808. An Electromyographic Analysis of the Effects of Cognitive Fatigue on Online and Anticipatory Action Control · 2021 · Salomone, Mick et al. · archived
3809. Analysis of Freeway Safety Influencing Factors on Driving Workload and Performance Based on the Gray Correlation Method ↗ · 2021 · Xie, Lian et al. · indexed
3810. Relationships between Oculo-Motor Mesures as Task-evoked Mental Workloads During an Manipulation Task ↗ · 2019 · Nakayama, Minoru et al. · indexed
3811. Evaluation of a Motion Seat System for Reduction of a Driver’s Passive Task-Related (TR) Fatigue ↗ · 2018 · Lee, Seunghoon et al. · indexed
3812. Multimodal Cognitive Load Estimation With Radio Frequency Sensing and Pupillometry in Complex Auditory Environments ↗ · 2026 · Anwar, Usman et al. · indexed
3813. Dynamic functional connectivity correlates of mental workload ↗ · 2024 · Xu, Zhongming et al. · indexed
3814. Highway driving safety the day after using sleep medication: the direction of lapses and excursions out‐of‐lane in drowsy drivers · 2018 · Verster, Joris C. et al. · archived
3815. Cognitive Workload and Learning Assessment During the Implementation of a Next-Generation Air Traffic Control Technology Using Functional Near-Infrared Spectroscopy ↗ · 2014 · Harrison, Joshua et al. · indexed
3816. Driver drowsiness detection through HMM based dynamic modeling ↗ · 2014 · Tadesse, Eyosiyas et al. · indexed
3817. Mental Workload and Health: A Latent Threat ↗ · 1995 · Klonowicz, Tatiana · indexed
3818. A passive brain–computer interface application for the mental workload assessment on professional air traffic controllers during realistic air traffic control tasks ↗ · 2016 · Aricò, P. et al. · indexed
3819. Heavy Vehicle Driver Workload Assessment: Lessons from Aviation ↗ · 1992 · Kantowitz, Barry H. · indexed
3820. Repeated application of bifocal transcranial alternating current stimulation (tACS) improves network connectivity and driving performance: a double-blind sham control study · 2025 · Fujiyama, Hakuei et al. · archived
3821. PERCLOS+:Moving Beyond Single-Metric Drowsiness Monitors ↗ · 2008 · Hanowski, Richard J. et al. · indexed
3822. Moderate-to-Severe OSA and Objective Drowsiness Are Associated with Driving-Related Accidents, but Not Subjective Sleepiness: A Simulator Study ↗ · 2026 · Aksoy, Erdal et al. · indexed
3823. An alpha wave pattern from attenuation to disappearance for predicting the entry into sleep during simulated driving ↗ · 2017 · Jiao, Yingying et al. · indexed
3824. Higher Crash and Near-Crash Rates in Teenaged Drivers With Lower Cortisol Response ↗ · 2014 · Ouimet, Marie Claude et al. · indexed
3825. Driver fatigue monitoring system based on eye state analysis ↗ · 2014 · Punitha, A. et al. · indexed
3826. Estimation of mental workload using saccadic eye movements in a free-viewing task ↗ · 2011 · Tokuda, S. et al. · indexed
3827. A Random Glance at the Flight Deck: Pilots' Scanning Strategies and the Real-Time Assessment of Mental Workload ↗ · 2007 · Di Nocera, Francesco et al. · indexed
3828. Biosignal-based attention monitoring for evaluating train driver safety-relevant tasks ↗ · 2025 · Kim, Jung Hwan et al. · indexed
3829. Factors Affecting Control Room Operator Situation Awareness and ITS Fuzzy Logic Model ↗ · 2024 · Karmana, Asep et al. · indexed
3830. Thermal Imaging of the Face: Mental Workload Detection in Flight Simulator ↗ · 2022 · Hassoumi, Almoctar et al. · indexed
3831. Physical and cognitive demands associated with police in-vehicle technology use: an on-road case study ↗ · 2021 · Zahabi, Maryam et al. · indexed
3832. Detection of Braking Intention during Simulated Driving Based on EEG Analysis: Online Study ↗ · 2015 · Kim, Jeong-Woo et al. · indexed
3833. Ongoing EEG oscillatory dynamics suggesting evolution of mental fatigue in a color-word matching stroop task ↗ · 2013 · Shou, Guofa et al. · indexed
3834. Fatigue detection technologies for drivers: a review of existing operator-centred systems ↗ · 2001 · Horberry, T. et al. · indexed
3835. Real-Time Drowsiness Detection System for Driver Monitoring ↗ · 2020 · Arunasalam, M et al. · indexed
3836. MENTAL WORKLOAD ASSESSMENT OF GAMERS’ EEG WITH MULTI-DOMAIN FEATURE-BASED COGNITIVE MODEL AND ITS VALIDATION ↗ · 2024 · Gogna, Yamini et al. · indexed
3837. Driver Drowsiness Detection using Haar Cascade ↗ · 2022 · Spourgeon, V. Andrew · indexed
3838. Potential Benefits of a Concurrent Verbal Task when Feeling Fatigued Due to Monotonous Driving Conditions ↗ · 2011 · Chan, Mark et al. · indexed
3839. Prediction of driver alertness levels on mountain roads using machine learning models: A naturalistic driving study in China ↗ · 2025 · Liu, Tong et al. · indexed
3840. Respiration-entrained brain oscillations in healthy fMRI participants with high anxiety ↗ · 2023 · Pfurtscheller, Gert et al. · indexed
3841. Angry Drivers Take Risky Decisions: Evidence from Neurophysiological Assessment ↗ · 2019 · Li, Shuling et al. · indexed
3842. UAV Operator mental workload - A neurophysiological comparison of mental workload and vigilance ↗ · 2017 · Richards, Dale et al. · indexed
3843. Technology Helps Combat Driver Fatigue: Case Study From the Middle East ↗ · 2021 · Carpenter, Chris · indexed
3844. Perceived Mental Workload Classification Using Intermediate Fusion Multimodal Deep Learning · 2021 · Dolmans, Tenzing C. et al. · archived
3845. Optimized driver safety through driver fatigue detection methods ↗ · 2017 · Wathiq, Omar et al. · indexed
3846. Recognition of mental workload levels by combining adaptive exponential feature smoothing and locality preservation projection techniques ↗ · 2014 · Yin, Zhong et al. · indexed
3847. Iot-Enabled Real-Time Driver Monitoring System for Drowsiness and Alcohol Detection Using Arduino and OpenCV · 2026 · Rani, B Usha et al. · archived
3848. Multi-section landscape intervention for driving fatigue in extra-long tunnels: A real-road driving study based on visual perception and adaptation ↗ · 2025 · Ding, Xu et al. · indexed
3849. Task absorption and job demands: exploring task performance through neural and pupillary data · 2025 · Juyumaya, Jesus et al. · archived
3850. The effect of situation awareness on driving performance in young sleep-deprived drivers ↗ · 2021 · Wijayanto, Titis et al. · indexed
3851. The influence of image valence on visual attention and perception of risk in drivers ↗ · 2014 · Jones, M.P. et al. · indexed
3852. How do prolonged wakefulness and alcohol compare in the decrements they produce on a simulated driving task? ↗ · 2001 · Arnedt, J. Todd et al. · indexed
3853. Age and Gender Differences in Stress Responses during Simulated Driving ↗ · 1999 · Matthews, Gerald et al. · indexed
3854. A pre-Tranind Model for Driver Drowsiness Detection ↗ · 2023 · Ahmed, Amira · indexed
3855. Research on pilot perceived intention method based on EEG and visual fixation fusion · 2022 · Jiang, GuangYi et al. · archived
3856. Impact of mind‐wandering on visual information processing while driving: An electrophysiological study ↗ · 2020 · Pepin, Guillaume et al. · indexed
3857. Excessive daytime sleepiness in obstructive sleep apnea: implications for driving licenses ↗ · 2019 · Garbarino, Sergio · indexed
3858. Assessment of Older Driver Performance Under Low Level Alcohol Impairment · 2013 · Sodhi, Manbir et al. · archived
3859. Fatigued driving : prevalence, risk factors and groups, and the law ↗ · 2009 · Radun, Igor · indexed
3860. CROSS-SUBJECT EEG-BASED FATIGUE CLASSIFICATION USING MACHINE LEARNING, RIEMANNIAN GEOMETRY, AND COMPACT DEEP NEURAL NETWORKS ↗ · 2026 · Mukushev, Medet et al. · indexed
3861. NEURAL NETWORK DEVELOPMENT AND TRAINING FOR RECOGNIZING THE STATE OF A DRIVER ↗ · 2023 · Schwetz, Olga et al. · indexed
3862. Driving Performance and Driver Workload at High Speeds: Results from On-Road and Test Track Studies ↗ · 2010 · Chrysler, Susan T. et al. · indexed
3863. Prevention of Road Accident by Implementing the Driver Drowsiness Detection and Driver Alert System · 2026 · Raju, S. Razaul Karim et al. · archived
3864. Deep Learning Based EEG Based Mental Workload Detection with Discrete Wavelet Transform and Welch’s Power Spectral Density ↗ · 2025 · Sharma, Shraddha Jain et al. · indexed
3865. Classifying mental workload using EEG data: A machine learning approach · 2022 · Harputlu Aksu, Şeniz et al. · archived
3866. The mental workload judgment in visual cognition under multitask meter scheme ↗ · 2012 · Jun Hong · indexed
3867. Attention based 1D-CNN for Mental Workload Classification using EEG ↗ · 2023 · Parveen, Fiza et al. · indexed
3868. Near-infrared spectroscopy as a tool for driving research ↗ · 2015 · Liu, Tao et al. · indexed
3869. Auditory and Visual Peripheral Detection Tasks and the Lane Change Test with High and Low Cognitive Load ↗ · 2014 · Chong, Isis et al. · indexed
3870. A Comparison of Performance and Psychophysiological Classification of Complex Task Performance ↗ · 2009 · Wilson, Glenn F. et al. · indexed
3871. Simple reaction time, duration of driving and sleep deprivation in young versus old automobile drivers ↗ · 1999 · Philip, Pierre et al. · indexed
3872. Important Feature Analysis of HRV and PRV for Cognitive Load Detection ↗ · 2023 · Min-A, Kim et al. · indexed
3873. A real-time driver fatigue identification method based on GA-GRNN ↗ · 2022 · Wang, Xiaoyuan et al. · indexed
3874. Towards affect‐aware vehicles for increasing safety and comfort: recognising driver emotions from audio recordings in a realistic driving study ↗ · 2020 · Requardt, Alicia F. et al. · indexed
3875. Asleep at the Wheel–the Road to Addressing Drowsy Driving · 2017 · Higgins, J. Stephen et al. · archived
3876. Distracted Driving Performance Measures ↗ · 2015 · Bao, Shan et al. · indexed
3877. The neuroelectrophysiological and behavioral effects of transcranial direct current stimulation on executive vigilance under a continuous monotonous condition · 2022 · Dai, Jing et al. · archived
3878. EEG-based Mental Workload Assessment using a Graph Attention Network ↗ · 2021 · Rajasekharan, Hrishikesh et al. · indexed
3879. Risk indicators of ischemic heart disease among male professional drivers in Sweden. ↗ · 1993 · Hedberg, G E et al. · indexed
3880. Towards Mixed-Initiative Human–Robot Interaction: Assessment of Discriminative Physiological and Behavioral Features for Performance Prediction ↗ · 2020 · Chanel, Caroline P. C. et al. · indexed
3881. Execution Scheme for Driver Drowsiness Detection using Yawning Feature ↗ · 2013 · V.Rajput, Monali et al. · indexed
3882. The Risks of Road Rage: An Investigation Into the Influences of Driving‐Related Anger on Driver Attention ↗ · 2025 · Love, Steven et al. · indexed
3883. Comparative Analysis of Driver Fatigue in Three Companies from Different Industries ↗ · 2023 · Davidović, Jelica et al. · indexed
3884. Using principal components analysis to examine resting state EEG in relation to task performance ↗ · 2019 · Karamacoska, Diana et al. · indexed
3885. A novel method of cognitive overload assessment based on a fusion feature selection using EEG signals ↗ · 2024 · Li, Zhongrui et al. · indexed
3886. An Integrated Framework for Multi-State Driver Monitoring Using Heterogeneous Loss and Attention-Based Feature Decoupling ↗ · 2022 · Hu, Zhongxu et al. · indexed
3887. A New Low Power Photoplethysmography Signal Acquisition System For Mental Stress Estimation ↗ · 2021 · Pandey, Rajeev Kumar et al. · indexed
3888. Effects of Sleep Deprivation on Vigilance, Attention, and Performance During Simulated Train Driving ↗ · 2021 · Theresia, Clara et al. · indexed
3889. 0441 Increased High-frequency Electroencephalogram Activity during Nonrapid Eye Movement Sleep Mediates the Association between Subjective Daytime Sleepiness and Sustained Attention in Sleep Apnea Patients ↗ · 2019 · Li, Yun et al. · indexed
3890. Machine Learning EEG signal processing for Driver Fatigue Detection in Brain-Computer Interface Applications ↗ · 2025 · Rusu-Both, Roxana et al. · indexed
3891. Electrophysiological Correlates of Response Time in a Vigilant Attention Task ↗ · 2022 · Toth, Jake et al. · indexed
3892. Discriminating cognitive performance using biomarkers extracted from linear and nonlinear analysis of EEG signals by machine learning · 2020 · Shivabalan, K R et al. · archived
3893. A novel driver fatigue assessment in uncertain traffic condition ↗ · 2014 · Guo, Wenqiang et al. · indexed
3894. Effective Estimation of Driver Drowsiness Based on Eye Status Detection and Analysis ↗ · 2014 · Mukherjee, Kingshuk et al. · indexed
3895. Nonintrusive Driver Fatigue Detection ↗ · 2008 · Fan, Xiao et al. · indexed
3896. EEG-Informed Cognitive Analysis and Deep Learning Classification for Autonomous Driving on Grassland Highways ↗ · 2025 · Gao, Mingxing et al. · indexed
3897. Analysis of driver vigilance under special conditions of Qinghai-Tibet ↗ · 2020 · Guo, Zhongyin et al. · indexed
3898. Driver Fatigue Detection Method Based on Eye States With Pupil and Iris Segmentation ↗ · 2020 · Zhuang, Qianyang et al. · indexed
3899. Estimation of driver alertness to different colors and intensities using brain visual evoked potentials ↗ · 2016 · Bekdash, Mones et al. · indexed
3900. A model for discrimination and prediction of mental workload of aircraft cockpit display interface ↗ · 2014 · Wei, Zongmin et al. · indexed
3901. A Comparison of Performance and Psychophysiological Classification of Complex Task Performance ↗ · 2009 · Wilson, Glenn F. et al. · indexed
3902. Analysis of chaotic dynamics in EEG and its application to assessment of mental workload ↗ · 2002 · Murata, A. et al. · indexed
3903. Real-Time Cognitive Load Measurement of Pupillary Oscillation ↗ · 2026 · Duchowski, Andrew · indexed
3904. IDENTIFYING STRESSORS IN THE WORK OF BUS DRIVERS · 2025 · Menuhova, Tatyana et al. · archived
3905. Modeling Cognitive Load as a Self-Supervised Brain Rate with Electroencephalography and Deep Learning ↗ · 2022 · Longo, Luca · indexed
3906. 2012 Traffic Safety Culture Index: Motorists Admit to Driving Drowsy · 2012 · AAA Foundation for Traffic Safety · archived
3907. An Auditory Vigilance Task for Mental Fatigue Detection ↗ · 2005 · Pang, Y.Y. et al. · indexed
3908. Smart Drowsiness Detection for Safe Driving ↗ · 2026 · Ritik, Ravi Shankar, Yogesh, Rahul Kumar et al. · indexed
3909. Analysis of Real-Time Cognitive Fatigue Detection Systems for Driver Safety ↗ · 2024 · Muralidhar, Amrutha et al. · indexed
3910. Cardiovascular hemodynamic effects of Red Bull® Energy Drink during prolonged, simulated, monotonous driving ↗ · 2013 · Yamakoshi, Takehiro et al. · indexed
3911. Quantifying Mental Workload in Rail Traffic Control: An Eye-tracking Investigation under varying Task Demands and Expertise Levels ↗ · 2025 · Ransing, Vishwajeet et al. · indexed
3912. Measuring cognitive load in multitasking using mobile fNIRS ↗ · 2024 · Boere, Katherine et al. · indexed
3913. Research on a Real-Time Driver Fatigue Detection Algorithm Based on Facial Video Sequences ↗ · 2022 · Zhu, Tianjun et al. · indexed
3914. Exploring the effects of visual cognitive load and illumination on pupil diameter in driving simulators ↗ · 2012 · Palinko, Oskar et al. · indexed
3915. Psychophysiological aspects of selective and divided attention during continuous manual tracking ↗ · 1997 · Backs, Richard W · indexed
3916. Evaluating the effectiveness of facial actions features for the early detection of driver drowsiness in driving safety monitoring system ↗ · 2025 · Rahmawati, Yenny et al. · indexed
3917. Conception of the C19H2RM-2 prototype based on an embedded camera module for driver state monitoring ↗ · 2024 · Boussaki, Hoda El et al. · indexed
3918. Detection methods for a low-cost accelerometer-based approach for driver drowsiness detection ↗ · 2014 · Lawoyin, Samuel et al. · indexed
3919. Conversation Effects on Driving: Neural Mechanisms Underlying Reaction Times to Visual Events ↗ · 2007 · Hsieh, Li et al. · indexed
3920. A Human-Machine Trust Evaluation Method for High-Speed Train Drivers Based on Multi-Modal Physiological Information ↗ · 2024 · Li, Huimin et al. · indexed
3921. Advanced Alarm Method Based on Driver’s State in Autonomous Vehicles ↗ · 2021 · Han, Ji-Hyeok et al. · indexed
3922. Driver Exhaustion Detection Systems ↗ · 2020 · ajeer, sharija et al. · indexed
3923. Real-time monitoring of driver drowsiness on mobile platforms using 3D neural networks ↗ · 2019 · Wijnands, Jasper S. et al. · indexed
3924. Systematic review of measurement tools to assess surgeons' intraoperative cognitive workload ↗ · 2018 · Dias, R D et al. · indexed
3925. The Reorganization of Human Brain Networks Modulated by Driving Mental Fatigue ↗ · 2017 · Zhao, Chunlin et al. · indexed
3926. An empirical study to examine sex differences in cognitive distraction among drivers ↗ · 2010 · Azman, Afizan et al. · indexed
3927. Measuring Mental Workload of Software Developers Based on Nasal Skin Temperature ↗ · 2024 · NAKASAI, Keitaro et al. · indexed
3928. Quantifying the Effect of Noise on Cognitive Processes ↗ · 2022 · Grenzebach, Jan et al. · indexed
3929. An Evaluation of the EEG Alpha-to-Theta and Theta-to-Alpha Band Ratios as Indexes of Mental Workload ↗ · 2022 · Raufi, Bujar et al. · indexed
3930. Neuroergonomics and Vigilance: Probing the Event-Related Cerebral Hemodynamic Response ↗ · 2019 · Greenlee, Eric T. et al. · indexed
3931. Topographic electroencephalogram changes associated with psychomotor vigilance task performance after sleep deprivation ↗ · 2014 · Gorgoni, Maurizio et al. · indexed
3932. The Impact of Systematic Variation of Cognitive Demand on Drivers' Visual Attention across Multiple Age Groups ↗ · 2010 · Reimer, Bryan et al. · indexed
3933. Effects of an afternoon nap on nighttime alertness and performance in long-haul drivers ↗ · 2002 · Macchi, M.Mila et al. · indexed
3934. Driver Drowsiness Detection and Warning using Facial Features and Hand Gestures ↗ · 2023 · Agarkar, Arpit S et al. · indexed
3935. Measuring cognitive load in augmented reality with physiological methods: A systematic review ↗ · 2023 · Suzuki, Yuko et al. · indexed
3936. Evaluating Changes in Mental Workload in Indoor and Outdoor Ultra-Distance Cycling ↗ · 2022 · Irvine, Dominic et al. · indexed
3937. Assessing Perceptual Load and Cognitive Load by Fixation-Related Information of Eye Movements ↗ · 2022 · Liu, Jung-Chun et al. · indexed
3938. The influence of switching task goals on driver’s vigilance decrement · 2019 · Kinosada, Yasunori · archived
3939. Detecting slow eye movements using multi-scale one-dimensional convolutional neural network for driver sleepiness detection ↗ · 2023 · Jiao, Yingying et al. · indexed
3940. CARIN ↗ · 2020 · Bai, Yunhao et al. · indexed
3941. The Impact of Work Organization, Job Stress, and Sleep on the Health Behaviors and Outcomes of U.S. Long-Haul Truck Drivers ↗ · 2019 · Hege, Adam et al. · indexed
3942. Investigating the Use of Two Low Cost Eye Tracking Systems for Detecting Pupillary Response to Changes in Mental Workload ↗ · 2016 · Coyne, Joseph et al. · indexed
3943. The effect of communicational signals on drivers' subjective appraisal and visual attention during interactive driving scenarios ↗ · 2015 · Ba, Yutao et al. · indexed
3944. Designing Implicit Interfaces for Physiological Computing ↗ · 2015 · Treacy Solovey, Erin et al. · indexed
3945. Driver Fatigue Prediction Method Based on BiLSTM and Novel Comprehensive Fatigue Index ↗ · 2025 · Lv, Jingliang et al. · indexed
3946. Effects of Auditory Working Memory Tasks while Switching between Autonomous and Manual Driving ↗ · 2016 · McCarty, Madeleine M. et al. · indexed
3947. Online Multimodal Inference of Mental Workload for Cognitive Human Machine Systems ↗ · 2021 · Planke, Lars J. et al. · indexed
3948. Modulation of Interbrain and Intrabrain Connectivity due to Social Presence and Task Difficulty: A Dual EEG/fNIRS Hyperscanning Study ↗ · 2025 · Usal, Kerem Alp et al. · indexed
3949. Driving Behaviour in Depression Based on Subjective Evaluation and Data from a Driving Simulator ↗ · 2023 · Tsoutsi, Vagioula et al. · indexed
3950. Subjective and objective assessments of mental workload for UAV operations ↗ · 2022 · Li, Kai Way et al. · indexed
3951. Attention Detection in Virtual Environments Using EEG Signals: A Scoping Review ↗ · 2021 · Souza, Rhaíra Helena Caetano e et al. · indexed
3952. Resting state intrinsic EEG impacts on go stimulus‐response processes ↗ · 2017 · Karamacoska, Diana et al. · indexed
3953. Effect of road layout and road environment on driving performance, drivers' physiology and road appreciation ↗ · 1995 · WAARD, DICK DE et al. · indexed
3954. User acceptance of autonomous shuttle systems: A UTAUT2-based analysis with simulated driving tests and physiological measurement ↗ · 2026 · Czaban, Marcin et al. · indexed
3955. Driver Drowsiness Detection Using Gray Wolf Optimizer Based on Face and Eye Tracking ↗ · 2022 · Jasim, Sarah S. et al. · indexed
3956. Neural Network Based Driver Warning System ↗ · 2020 · Jain, Ishan et al. · indexed
3957. Determination of DRT in Collision Avoidance: Evaluation of the Results of Tests with Different Driver Groups in the Driving Simulator ↗ · 2025 · Gürbüz, Habib et al. · indexed
3958. Driver Drowsiness Detection based on Monitoring of Eye Blink Rate ↗ · 2022 · Baby Shamini, P et al. · indexed
3959. Types, Risk Factors, Consequences, and Detection Methods of Train Driver Fatigue and Distraction ↗ · 2022 · Fan, Chaojie et al. · indexed
3960. EEG-Based Learning System for Online Motion Sickness Level Estimation in a Dynamic Vehicle Environment ↗ · 2013 · Chin-Teng Lin et al. · indexed
3961. The Effect of Acute Sleep Deprivation on Visual Evoked Potentials in Professional Drivers ↗ · 2008 · Jackson, Melinda L. et al. · indexed
3962. Variation in Sleepiness during Early Morning Shifts: A Mixed Model Approach to an Experimental Field Study of Train Drivers ↗ · 2004 · Ingre, Michael et al. · indexed
3963. Thermal imaging for the detection of driver impairment: evidence from a high-fidelity driving simulator study · 2026 · Göbel, Jan-Philipp et al. · archived
3964. Keeping an eye on attentive listening: Task-evoked pupil size unveils fluctuations in auditory sustained attention ↗ · 2025 · Dankner, Yarden et al. · indexed
3965. Driver monitoring systems (DMS): The future of impaired driving management? ↗ · 2021 · Hayley, Amie C. et al. · indexed
3966. Relationship Between Driving Habits and Health-Related Quality of Life: AAA LongROAD Study · 2019 · AAA Foundation for Traffic Safety et al. · archived
3967. Classification of Different Cognitive Load using Electroencephalogram(EEG): Preliminary Study ↗ · 2018 · Kwon, Joo-Hee et al. · indexed
3968. Detection of yawning in driver behavior based a convolutional neural network ↗ · 2022 · Lashkov, I.B. · indexed
3969. The effect of long-term cognitive load on the EEG parameters ↗ · 2014 · Polikanova, Irina S. et al. · indexed
3970. Estimating mental workload through event-related fluctuations of pupil area during a task in a virtual world ↗ · 2014 · Reiner, Miriam et al. · indexed
3971. Eye movement and pupillary response indices of mental workload during visual search of symbolic displays ↗ · 1992 · Backs, Richard W. et al. · indexed
3972. Effects of mood induction via music on cardiovascular measures of negative emotion during simulated driving ↗ · 2014 · Fairclough, Stephen H. et al. · indexed
3973. Self-Organizing Map (SOM) model for mental workload classification ↗ · 2002 · Mazaeva, N. et al. · indexed
3974. A Portable Fuzzy Driver Drowsiness Estimation System ↗ · 2020 · Celecia, Alimed et al. · indexed
3975. Wireless-based portable EEG-EOG monitoring for real time drowsiness detection ↗ · 2013 · Arnin, J. et al. · indexed
3976. A Comparative Analysis of EEG Feature Selection and Machine Learning Techniques for Mental Workload Classification ↗ · 2026 · Khan, Zafar et al. · indexed
3977. Low-Latency Embedded Driver Monitoring System with a Multi-Task Neural Network · 2026 · Scribano, Carmelo et al. · archived
3978. The Effects of Countermeasures for Preventing Vigilance Decrement During Manual and Automated Driving ↗ · 2025 · Murata, Atsuo et al. · indexed
3979. Fatigue driving detection method based on deep learning ↗ · 2023 · lu, peilong et al. · indexed
3980. Decoding EEG Signals with Visibility Graphs to Predict Varying Levels of Mental Workload ↗ · 2023 · Teymourlouei, Arya et al. · indexed
3981. Deep Residual Learning-Based Convolutional Variational Autoencoder For Driver Fatigue Classification ↗ · 2022 · Adhikari, Sameera et al. · indexed
3982. Busy and confused? High risk of missed alerts in the cockpit: an electrophysiological study · 2022 · Causse, Mickael et al. · archived
3983. Do distinct mind wandering differently disrupt drivers? Interpretation of physiological and behavioral pattern with a data triangulation method ↗ · 2018 · Pepin, Guillaume et al. · indexed
3984. 0169 Distinct Dimensions in Psychomotor Vigilance Test (PVT) Metrics ↗ · 2018 · Riedy, S M et al. · indexed
3985. Characterization of memory load in an arithmetic task using non-linear analysis of EEG signals ↗ · 2012 · Zarjam, Pega et al. · indexed
3986. The Effect of EEG Segment's Length on Mental Workload Detection ↗ · 2024 · MAAROUF, Khalil et al. · indexed
3987. Fusion of Spatial, Temporal, and Spectral EEG Signatures Improves Multilevel Cognitive Load Prediction ↗ · 2023 · Liu, Yingxin et al. · indexed
3988. Music as Countermeasure for Driving Fatigue Using Brain Signal Indicator ↗ · 2019 · Amirah, Andi Yulita et al. · indexed
3989. Visual load and variability of muscle activation: Effects on reactive driving of older adults ↗ · 2019 · Kim, Changki et al. · indexed
3990. Measurement of Driver Steering Torque Using Electromyography ↗ · 2006 · Pick, Andrew J. et al. · indexed
3991. Facial recognition system for driver vigilance mlonitoring ↗ · 2005 · Dikkers, H.J. et al. · indexed
3992. Neuroergonomic evaluation of risk-warning eHMI penetration rates in vehicle platoons: effects on pedestrians' mental workload, situation awareness, and gap acceptance. · 2026 · Yang, F et al. · archived
3993. The effect of age on driving performance in Iran using driving simulator ↗ · 2020 · Azadi, NammamAli et al. · indexed
3994. Driver Drowsiness Detection ↗ · 2020 · Satish, K. et al. · indexed
3995. Individual Variability and Predictors of Driving Simulator Impairment in Patients with Obstructive Sleep Apnea ↗ · 2014 · Vakulin, Andrew et al. · indexed
3996. Correlation Dimension of the Human Electroencephalogram Corresponds with Cognitive Load ↗ · 2000 · Lamberts, J. et al. · indexed
3997. Beyond Detection: A Systematic Review of Driver Passive Fatigue Prevention and Mitigation Strategies ↗ · 2025 · Rasouli, Shiva et al. · indexed
3998. Repeated Thermal Stimulation by Cabin Temperature for Keeping Arousal and Thermal Comfort of Driver ↗ · 2022 · Gwak, Jongseong et al. · indexed
3999. Sleep Deprivation-Induced Changes in Baseline Brain Activity and Vigilant Attention Performance ↗ · 2022 · Tramonti Fantozzi, Maria Paola et al. · indexed
4000. AN ANALYSIS OF DRIVING CHARACTERISTICS WHILE USING SEMI-AUTONOMOUS DRIVING SYSTEM BASED ON PHYSIOLOGICAL INDEX AND GAZE BAHAVIOR ↗ · 2021 · TADA, Masahiro et al. · indexed
4001. Circadian timing, drowsy driving, and health risk behavior in adolescent drivers. · 2016 · Keating, Daniel et al. · archived
4002. Towards a Near Infrared Spectroscopy-Based Estimation of Operator Attentional State · 2014 · Derosière, Gérard et al. · archived
4003. Study on driver fatigue and loosing alertness based on machine vision ↗ · 2010 · Zhang Ming-heng et al. · indexed
4004. Work-related traffic crashes: A record linkage study ↗ · 2005 · Boufous, Soufiane et al. · indexed
4005. A Vision-Based Approach for Real-Time Driver Fatigue Detection Using Facial Landmarks ↗ · 2026 · A M, Pranamya et al. · indexed
4006. The Interaction Between Highly Automated Driving and the Development of Drowsiness ↗ · 2015 · Schömig, Nadja et al. · indexed
4007. Head pose and gaze direction tracking for detecting a drowsy driver ↗ · 2014 · In-Ho Choi et al. · indexed
4008. Effects Of Moderate Sleep Deprivation and Low-Dose Alcohol On Driving Simulator Performance and Perception In Young Men ↗ · 2007 · Vakulin, Andrew et al. · indexed
4009. NeuroSafeDrive: An Intelligent System Using fNIRS for Driver Distraction Recognition ↗ · 2025 · Bargshady, Ghazal et al. · indexed
4010. Task-Independent Cognitive Workload Discrimination Based on EEG with Stacked Graph Attention Convolutional Networks ↗ · 2025 · Wei, Chenyu et al. · indexed
4011. Functional brain imaging using near-infrared spectroscopy during actual driving on an expressway ↗ · 2013 · Yoshino, Kayoko et al. · indexed
4012. Evaluation of braking behaviour for train drivers using phase-plane trajectories ↗ · 2008 · Marumo, Y. et al. · indexed
4013. The Effects of Medical Conditions on Driving [Traffic Tech] · 2023 · Watson, Christine E · archived
4014. Methods in Cognitive Pupillometry: Design, Preprocessing, and Statistical Analysis ↗ · 2022 · Mathôt, Sebastiaan et al. · indexed
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4016. Evaluating the impact of music tempo on drivers and their performance using an artificial intelligence model: a multi-source data approach · 2025 · Shajari, Arian et al. · archived
4017. A Novel Driver Fatigue and Distraction Detection Method Based on Improved Swin Transformer ↗ · 2024 · Song, CJ et al. · indexed
4018. An Effective IOT based Driver's Drowsiness Detection and Monitoring System to Avoid Real-Time Road Accidents ↗ · 2022 · Qureshi, Neha et al. · indexed
4019. A Curvilinear Effect of Mental Workload on Mental Effort and Behavioral Adaptability: An Approach With the Pre-Ejection Period ↗ · 2019 · Mallat, Charlotte et al. · indexed
4020. Real-Time Prediction of Fluctuations in Cognitive Workload · 2019 · Strayer, David L. et al. · archived
4021. Pupil dilation as cognitive load measure in instructional videos on complex chemical representations ↗ · 2023 · Rodemer, Marc et al. · indexed
4022. Test-Retest Reliability of Time-Domain EEG Features to Assess Cognitive Load Using a Wireless Dry-Electrode System ↗ · 2020 · Ortiz, O. et al. · indexed
4023. 0772 STANFORD AND VISUAL ANALOG SCALE PILOT CORRELATIONS WITH PSYCHO VIGILANCE TEST AND REACTION TIME RESPONSE - IN A NON-SLEEPY HEALTHY YOUTH ↗ · 2017 · Freire, AX et al. · indexed
4024. Driving Drowsiness Detection and Proactive Safety Using Deep Learning LSTM multimodal of Vision and Vehicle Signals ↗ · 2025 · Sanikal, Vijayachandar · indexed
4025. The impact of multisensory integration and perceptual load in virtual reality settings on performance, workload and presence · 2021 · Marucci, Matteo et al. · archived
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4028. Cross-Subject Cognitive Load Recognition in VR Using Multimodal Fusion with EEG and Eye-Tracking ↗ · 2025 · Cheng, Shiwei et al. · indexed
4029. Overt and Covert Effects of Mental Fatigue on Attention Networks: Evidence from Event-Related Potentials during the Attention Network Test · 2024 · Pauletti, Caterina et al. · archived
4030. A drowsiness detection using smart sensors during driving and smart message alert system to avoid accidents ↗ · 2022 · Vinoth, T. et al. · indexed
4031. A Physiology-based Driver Readiness Estimation Model for Tuning ISO 26262 Controllability ↗ · 2020 · Mariajoseph, Moses et al. · indexed
4032. Effect of road geometry on driver fatigue in monotonous environments: A simulator study ↗ · 2018 · Farahmand, Behzad et al. · indexed
4033. Different activation dynamics in multiple neural systems during simulated driving ↗ · 2002 · Calhoun, Vince D. et al. · indexed
4034. Cognitive load detection using Ci-SSA for EEG signal decomposition and nature-inspired feature selection ↗ · 2023 · YEDUKONDALU, JAMMISETTY et al. · indexed
4035. Real-Time Adaptation of Driving Time and Rest Periods in Automated Long-Haul Trucking: Development of a System Based on Biomathematical Modelling, Fatigue and Relaxation Monitoring ↗ · 2022 · Ahlstrom, Christer et al. · indexed
4036. Driver Distraction and Stress Detection Systems: A Review ↗ · 2020 · Ghandour, Raymond et al. · indexed
4037. Theta and Alpha Oscillations in Attentional Interaction during Distracted Driving ↗ · 2018 · Wang, Yu-Kai et al. · indexed
4038. Mental Workload Recognition by Combining Wavelet Packet Transform and Kernel Spectral Regression Techniques ↗ · 2016 · Wang, Yongcun et al. · indexed
4039. Real-Time Driver Alertness and Assistance System · 2026 · Meshram, Ms. Priya · archived
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4041. Sleep for heart health: investigating the relationship between work day sleep, days off sleep, and cardiovascular risk in Australian train drivers ↗ · 2019 · CHAPMAN, Janine et al. · indexed
4042. Arousal Effect of Physiological Magnetic Stimulation on Elder Person's Spine for Prevention of Drowsiness During Car Driving ↗ · 2011 · Mohri, Kaneo et al. · indexed
4043. Assessment of speech dialog systems using multi-modal cognitive load analysis and driving performance metrics ↗ · 2009 · Kleinschmidt, Tristan et al. · indexed
4044. Improved Classification of Mental Workload Using One Dimensional Convolutional Neural Network and SMOTE Technique ↗ · 2023 · Singh, Utpal et al. · indexed
4045. Work Performance Measurement of Data Entry Employees in E-Commerce Industry Based on Mental Workload Value · 2019 · Soenandi, Iwan Aang · archived
4046. Research on Fatigue Driving Detection Technology Based on CA-ACGAN ↗ · 2024 · Ye, Han et al. · indexed
4047. Effects of Adopting Voice Assistants Countermeasures on Alerting Drowsy Drivers ↗ · 2024 · Zhang, Wei et al. · indexed
4048. Analysis of information perception and processing during long-term and intense cognitive load using combined EEG and NIRS ↗ · 2020 · Grubov, Vadim et al. · indexed
4049. Driving Performance Analysis of Driver Experience and Vehicle Familiarity Using Vehicle Dynamic Data ↗ · 2018 · Liu, Yongkang et al. · indexed
4050. Kernelized Fuzzy Rough Sets Based Yawn Detection for Driver Fatigue Monitoring ↗ · 2011 · Du, Yong et al. · indexed
4051. Enhancement of prefrontal functional connectivity under the influence of concurrent physical load during mental tasks · 2024 · Cheng, Shan et al. · archived
4052. Driver Vigilance in Automated Vehicles: Hazard Detection Failures Are a Matter of Time ↗ · 2018 · Greenlee, Eric T. et al. · indexed
4053. Automatic guidance systems in agricultural machinery as a tool for drivers' mental strain and workload relief ↗ · 2017 · Kvíz, Zděnek et al. · indexed
4054. Drowsy driver detection system using eye blink patterns · 2010 · Danışman, Taner et al. · archived
4055. An Efficient Drowsiness Detection Framework for Improving Driver Safety Through Supervised Learning Models ↗ · 2025 · Harb, Hassan · indexed
4056. Acoustic Measures of Voice and Physiologic Measures of Autonomic Arousal During Speech as a Function of Cognitive Load in Older Adults ↗ · 2023 · Abur, Defne et al. · indexed
4057. The effect of a single-session heart rate variability biofeedback on attentional control: does stress matter? ↗ · 2023 · Blaser, Berenike L. et al. · indexed
4058. Monitoring and Detection of Driver Fatigue from Monocular Cameras Based on Yolo v5 ↗ · 2022 · Guo, Zizheng et al. · indexed
4059. Driver's drowsiness detection using an enhanced image processing technique inspired by the human visual system ↗ · 2016 · Kholerdi, Hedyeh A. et al. · indexed
4060. A Driver Face Monitoring System for Fatigue and Distraction Detection ↗ · 2013 · Sigari, Mohamad-Hoseyn et al. · indexed
4061. Usage and perceived effectiveness of fatigue countermeasures for professional and nonprofessional drivers ↗ · 2011 · Gershon, Pnina et al. · indexed
4062. Age and gender comparisons of driving while sleepy: Behaviours and risk perceptions · 2011 · Obst, Patricia et al. · archived
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4064. Analysis of Driver Behavior in Various Events Using Electrodermal Activity Signal ↗ · 2025 · Veeranki, Yedukondala Rao et al. · indexed
4065. A Brain Network Analysis Model for Motion Sickness in Electric Vehicles Based on EEG and fNIRS Signal Fusion ↗ · 2024 · Ren, Bin et al. · indexed
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4068. A Mental Workload Estimation Model for Visualization Using EEG ↗ · 2023 · Yim, Soobin et al. · indexed
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4070. Posterior Cortex Isolation Enhances Detection of Alpha Desynchronization During Sustained Attention · 2025 · St. Clair, N et al. · archived
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4073. Human Factors and Neurophysiological Metrics in Air Traffic Control: A Critical Review ↗ · 2017 · Arico, Pietro et al. · indexed
4074. Measurement of Cognitive Load in HCI Systems Using EEG Power Spectrum: An Experimental Study ↗ · 2016 · Kumar, Naveen et al. · indexed
4075. Efficient PERCLOS and Gaze Measurement Methodologies to Estimate Driver Attention in Real Time ↗ · 2014 · Darshana, Sanka et al. · indexed
4076. An Overview of Machine Learning Methods used in Fatigue Driving Detection ↗ · 2022 · Dong, Liuqing et al. · indexed
4077. Quantifying mental workload of operators performing n-back working memory task: Toward fNIRS based passive BCI system ↗ · 2016 · Berivanlou, Nima Hemmati et al. · indexed
4078. Face salient points and eyes tracking for robust drowsiness detection ↗ · 2011 · Jimenez-Pinto, J. et al. · indexed
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4080. Situational Awareness Prediction for Remote Tower Controllers Based on Eye-Tracking and Heart Rate Variability Data ↗ · 2025 · Pan, Weijun et al. · indexed
4081. Modeling of Brain Cortical Activity during Relaxation and Mental Workload Tasks Based on EEG Signal Collection ↗ · 2023 · Zemla, Katarzyna et al. · indexed
4082. Retracted: Convolutional Neural Network based Driver Fatigue Recognition by Utilizing the Facial Features ↗ · 2022 · Suseela, S et al. · indexed
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4084. Driver Drowsiness Detection Using Convolutional Neural Networks ↗ · 2020 · Kepesiova, Zuzana et al. · indexed
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4091. Neural Dynamics of Target Detection via Wireless EEG in Embodied Cognition ↗ · 2021 · He, Congying et al. · indexed
4092. An EEG-Based Multi-Classification Method of Braking Intentions for Driver-Vehicle Interaction ↗ · 2019 · Wang, Huikang et al. · indexed
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4104. Effect of High-Altitude Environment on Driving Safety: A Study on Drivers’ Mental Workload, Situation Awareness, and Driving Behaviour ↗ · 2020 · Wang, Xinyan et al. · indexed
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4110. Fatigue Driving Detection Based on Eye Features ↗ · 2025 · Yao, Shengnan et al. · indexed
4111. Synchronization-based fusion of EEG and eye blink signals for enhanced decoding accuracy · 2024 · Alyan, Emad et al. · archived
4112. Influence of Drowsiness on Driving Performance on Off-Ramps: A Driving Simulator Study ↗ · 2013 · Zhao, Xiaohua et al. · indexed
4113. Psychophysiological Measures of Driver Distraction and Workload While Intoxicated ↗ · 2005 · Rakauskas, Michael E et al. · indexed
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4115. Risk Factors for Cardiovascular Disease, Metabolic Syndrome and Sleepiness in Truck Drivers ↗ · 2015 · Mansur, Antonio de Padua et al. · indexed
4116. Truck Driving Distractions ↗ · 2014 · Sollins, Brandon et al. · indexed
4117. Driver fatigue alarm based on eye detection and gaze estimation ↗ · 2007 · Sun, Xinghua et al. · indexed
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4123. A Real-Time Vision-Based System for Driver Fatigue and Distraction Monitoring Using a Single In-Cabin RGB Camera ↗ · 2026 · Kareem, Emad · indexed
4124. Application of Random Forest and HRV Analysis for Real-Time Pilot Mental Workload Monitoring: Toward an Intelligent Cockpit Support System ↗ · 2026 · Vindigni, C.R. · indexed
4125. CogniDaVinci: Towards Estimating Mental Workload Modulated by Visual Delays During Telerobotic Surgery - An EEG-based Analysis ↗ · 2023 · Kumar, Satyam et al. · indexed
4126. 0020 Investigation of Seasonal Changes in Self-Reported Sleep Quality and Psychomotor Vigilance Task Outcomes: Results From the Ultra Long-Term Sleep (ULTS) Study ↗ · 2022 · Ahrens, Esben et al. · indexed
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4130. Catching Mind Wandering With Pupillometry: Conceptual and Methodological Challenges ↗ · 2024 · Pelagatti, Claudia et al. · indexed
4131. Assessing focus through ear-EEG: a comparative study between conventional cap EEG and mobile in- and around-the-ear EEG systems · 2023 · Crétot-Richert, Gabrielle et al. · archived
4132. Multi-camera Face Tracking for Estimating User’s Discomfort with Automated Vehicle Operations · 2021 · Beggiato, Matthias et al. · archived
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4135. Heartbeat Measurement with Millimeter Wave Radar in the Driving Environment ↗ · 2021 · Schwarz, Chris et al. · indexed
4136. Driving with Intuition: A Preregistered Study about the EEG Anticipation of Simulated Random Car Accidents · 2017 · Duma, Gian Marco et al. · archived
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4138. Driver Drowsiness Detection using Machine Learning with Visual Behaviour ↗ · 2021 · Phulari, Shivanand · indexed
4139. Hierarchical HMMs on Eyes for Driver Drowsiness Detection ↗ · 2020 · Gong, Wei et al. · indexed
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4143. Research on Method of Driver Distraction State Based on Mouth State ↗ · 2018 · Huang, Xiangdong et al. · indexed
4144. Effects of In-Vehicle Messaging on Mental Workload During Driving through Work Zones · 2017 · Craig, Curtis M et al. · archived
4145. Reliability-based driver drowsiness detection using Dempster-Shafer theory ↗ · 2012 · Li, Xuanpeng et al. · indexed
4146. Interference of Cellular Phone Conversations with Visuomotor Tasks: An ERP Study · 2001 · García-Larrea, Luis et al. · archived
4147. Influence of Seasonal and Chronobiological Factors on Driver Behavior and Traffic Accident Risk: A Scoping Review · 2026 · Assis, Eber Pinheiro et al. · archived
4148. Modulation of the Visual Attention Resource Pool during Concurrent Overt and Covert Processing: An SSVEP Study ↗ · 2025 · Ai, Yangyulin et al. · indexed
4149. Electrocardiogram-Based Driver Authentication Using Autocorrelation and Convolutional Neural Network Techniques ↗ · 2024 · Ku, Giwon et al. · indexed
4150. Selecting Workload and Stress Measures for Performance Prediction ↗ · 2017 · Teo, G. et al. · indexed
4151. Do repeated rumble strip hits improve driver alertness? ↗ · 2015 · Watling, Christopher N. et al. · indexed
4152. The role of driver sleepiness in car crashes: a systematic review of epidemiological studies ↗ · 2001 · Connor, Jennie et al. · indexed
4153. The Influence of the Human Factor on Vigilance in Driving ↗ · 2022 · Buriak, S. Y et al. · indexed
4154. Improving the Safety of Urban Freight Deliveries by Organization of the Transportation Process Considering Driver’s State ↗ · 2019 · Galkin, Andrii et al. · indexed
4155. Performance on a Dual Driving Simulation and Subtraction Task following Sleep Restriction ↗ · 2004 · Rupp, Tracy et al. · indexed
4156. Young drivers who continue to drive while sleepy: What are the associated sleep‐ and driving‐related factors? ↗ · 2019 · Watling, Christopher N. · indexed
4157. Estimation of Mental Workload during Motorcycle Operation ↗ · 2015 · Ohtsuka, Ryoichi et al. · indexed
4158. Relative Effects of Education and In-vehicle Information System on Eco-driving and Driving Workload ↗ · 2013 · Lee, Kyehoon et al. · indexed
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4160. Attenuated Task-Related Changes of Heart-Brain Coupling During Cognitive Load in Post-Stroke Cognitive Impairment: An EEG–ECG Maximal Information Coefficient Study ↗ · 2026 · Dong, Hanrui et al. · indexed
4161. Human Cognitive Behavior and Brain State analysis in different physiological conditions using EEG signal: A systematic review ↗ · 2026 · Rai, Rakesh Kumar et al. · indexed
4162. DRIVER ALERT AND MONITORING SYSTEM ↗ · 2022 · DUBEY, PROF. K.B · indexed
4163. Distinguishing vigilance decrement and low task demands from mind‐wandering: A machine learning analysis of EEG · 2020 · Jin, Christina Yi et al. · archived
4164. A Review of the Physical, Psychological and Psychophysiological Effects of Motorsport on Drivers and Their Potential Influences on Cockpit Interface Design ↗ · 2018 · Brown, James et al. · indexed
4165. Recognition of Mental Workload Levels Under Complex Human–Machine Collaboration by Using Physiological Features and Adaptive Support Vector Machines ↗ · 2015 · Zhang, Jianhua et al. · indexed
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4167. PMMCT: A Parallel Multimodal CNN-Transformer Model to Detect Slow Eye Movement for Recognizing Driver Sleepiness ↗ · 2025 · Jiao, Yingying et al. · indexed
4168. An examination of sustained attention during complex multitasking scenarios · 2025 · Rann, Jonathan C. et al. · archived
4169. Analyzing the Influence of Mental Workload on Vestibulo-Ocular Reflex While Driving Using a Computational Model ↗ · 2020 · Kono, Takuya et al. · indexed
4170. Driver steering and muscle activity during a lane-change manoeuvre ↗ · 2007 · Pick, Andrew J. et al. · indexed
4171. Eye-tracking for detection of driver fatigue ↗ · 2002 · Eriksson, M. et al. · indexed
4172. Event‐related potentials associated with attentional networks evidence changes in executive and arousal vigilance ↗ · 2023 · Luna, Fernando Gabriel et al. · indexed
4173. Continuous Monitoring of Mental Load During Virtual Simulator Training for Laparoscopic Surgery Reflects Laparoscopic Dexterity: A Comparative Study Using a Novel Wireless Device ↗ · 2022 · Maimon, Neta B. et al. · indexed
4174. Internet of things-based functional near-infrared spectroscopy headband for mental workload assessment ↗ · 2021 · Saikia, Manob Jyoti · indexed
4175. Cognitive Load During Multitasking Can Be Accurately Assessed Based on Single Channel Electroencephalography Using Graph Methods ↗ · 2021 · Zhu, Guohun et al. · indexed
4176. Oculometric variations during mind wandering ↗ · 2014 · Grandchamp, Romain et al. · indexed
4177. Effect of Common Driving Sources to the Feedback Analysis of Heart Rate Variability ↗ · 2007 · Nishiyama, S. et al. · indexed
4178. Modelling an Integrated Human Performance Model of the Train Driver ↗ · 2018 · Azlis-Sani, Jalil et al. · indexed
4179. An Exploration of the Feasibility of Functional Near-Infrared Spectroscopy as a Neurofeedback Cueing System for the Mitigation of the Vigilance Decrement ↗ · 2017 · Hancock, Gabriella M. · indexed
4180. The effect of short duration heart rate variability (HRV) biofeedback on cognitive performance during laboratory induced cognitive stress ↗ · 2010 · Prinsloo, Gabriell E. et al. · indexed
4181. Prospects for technological countermeasures against driver fatigue ↗ · 1997 · Brown, Ivan D. · indexed
4182. Physiological Measures of the Mental Workload in Users of a Lower Limb Exosuit: A Comparison of Subjective and Objective Metrics ↗ · 2025 · Mariani, Giulia et al. · indexed
4183. A deep learning framework for non-intrusive driver drowsiness detection ↗ · 2023 · Khandare, Hrishikesh et al. · indexed
4184. Driver Drowsiness Monitoring System using Machine Learning ↗ · 2023 · Srivastava, Sanjeevani · indexed
4185. A controlled field study of situation awareness measures and heart rate variability in emergency handling teams ↗ · 2012 · Sætrevik, Bjørn · indexed
4186. Development of a Networked Multi-Participant Driving Simulator with Synchronized EEG and Telemetry for Traffic Research ↗ · 2025 · Ramlall, Poorendra et al. · indexed
4187. EEG complexity measures for detecting mind wandering during video-based learning · 2024 · Tang, Shaohua et al. · archived
4188. Eye-Tracking in Assessment of the Mental Workload of Harvester Operators ↗ · 2022 · Naskrent, Bartłomiej et al. · indexed
4189. Body sensor networks for driver distraction identification ↗ · 2008 · Sathyanarayana, Amardeep et al. · indexed
4190. Exploring the link between cognitive load and brain activity during calculus learning through electroencephalogram (EEG): Insights from visualization and cluster analysis ↗ · 2024 · Oktaviyanthi, Rina et al. · indexed
4191. Driver-Drowsiness Detection System Using Deep Learning (CNN) ↗ · 2023 · Ridwan, Firman et al. · indexed
4192. Subject-Specific Cognitive Workload Classification Using EEG-Based Functional Connectivity and Deep Learning ↗ · 2021 · Gupta, Anmol et al. · indexed
4193. Harnessing Transfer Learning for Multimodal Driver Drowsiness Detection: CNN-Based Pretrained Models ↗ · 2025 · Ahmad, Khubab et al. · indexed
4194. Eye-tracking metrics for estimating workload and characterizing errors in conflict detection and resolution during simulated en route air-traffic control · 2025 · Navia, José A. et al. · archived
4195. IoT-Based Non-Intrusive Automated Driver Drowsiness Monitoring Framework for Logistics and Public Transport Applications to Enhance Road Safety ↗ · 2023 · Khan, M. Adil et al. · indexed
4196. Fatigue driving detection method based on multi-task cascaded convolutional network ↗ · 2021 · Chen, Kai et al. · indexed
4197. Biomechanical and ergonomic assessment of urban transit operators ↗ · 2014 · Albert, Wayne J. et al. · indexed
4198. Bus drivers' mental conditions and their relation to bus passengers' accidents with a focus on the psychological stress concept. ↗ · 2008 · Yamada, Yasuyuki et al. · indexed
4199. EEG-based assessment of sustained attention in geriatric inpatients: a feasibility study · 2026 · Stagneth, Lina et al. · archived
4200. Mental Workload Detection and Assessment Through Statistical Features Extraction and Optimization Using GEL-RF Method for EEG Signals Using N-Back Dataset ↗ · 2025 · Manzoor, Waleed et al. · indexed
4201. Hybrid framework of fatigue: connecting motivational control and computational moderators to gamma oscillations ↗ · 2024 · Borghetti, Lorraine et al. · indexed
4202. Impact of Post-Covid-19 on driver behaviour: A perspective towards pandemic-sustained transportation ↗ · 2023 · Ansari, Shahzeb et al. · indexed
4203. Examining Mental Workload in a Spatial Navigation Transfer Game via Functional near Infrared Spectroscopy ↗ · 2021 · Galoyan, Tamara et al. · indexed
4204. Pupillary and microsaccadic responses to cognitive effort and emotional arousal during complex decision making ↗ · 2020 · Krejtz, Krzysztof et al. · indexed
4205. Effects of Visual and Acoustic Distraction on Driving Behavior and EEG in Young and Older Car Drivers: A Driving Simulation Study ↗ · 2018 · Karthaus, Melanie et al. · indexed
4206. Attention allocation in the dual‐task paradigm as measured through behavioral and psychophysiological responses ↗ · 2003 · Karatekin, Canan et al. · indexed
4207. Fatigue driving detection based on facial state recognition ↗ · 2023 · Wu, Yue et al. · indexed
4208. A survey of train driver schedules, sleep, wellbeing, and driving performance in Australia and New Zealand ↗ · 2022 · Dorrian, Jillian et al. · indexed
4209. Pilot Feasibility Study Examining Pupillary Response During Driving Simulation as a Measure of Cognitive Load in Breast Cancer Survivors ↗ · 2020 · Myers, Jamie et al. · indexed
4210. Risk-taking behaviors and prefrontal cortex activity of male adolescents in the presence of peer passengers during simulated driving : a functional near-infrared spectroscopy (fNIRS) study. · 2015 · Pradhan, Anuj K. et al. · archived
4211. Multi-dimensional measurement of mental workload in industrial context: an experiment in the field of helicopter maintenance ↗ · 2025 · Berthon, Lorrys et al. · indexed
4212. EEG synchronization signatures for decoding attentional states during continuous force control · 2025 · Zheng, Yilei et al. · archived
4213. Correlation study between sleepiness while driving, and daytime sleepiness. ↗ · 2023 · Pastor Campo, Alejandro et al. · indexed
4214. Real-time assessment of daytime sleepiness in drivers with multiple sclerosis ↗ · 2020 · Devos, Hannes et al. · indexed
4215. Prediction of immediately occurring microsleep events from brain electric signals ↗ · 2016 · Golz, Martin et al. · indexed
4216. Pupillary correlates of lapses of sustained attention ↗ · 2016 · Unsworth, Nash et al. · indexed
4217. Application of Filter Bank to Improve Fatigue Monitoring in Wearable EEG-Based Brain–Computer Interface ↗ · 2026 · Tan, Timothy Jern Yu et al. · indexed
4218. Neural correlates of inducing fatigue with a sustained attention task ↗ · 2023 · Hanzal, Simon et al. · indexed
4219. A Fatigue Driving Detection Algorithm Based on Facial Multi-Feature Fusion ↗ · 2020 · Li, Kening et al. · indexed
4220. Discrimination of Mental Workload Levels From Multi-Channel fNIRS Using Deep Leaning-Based Approaches · 2019 · Ho, Thi Kieu Khanh et al. · archived
4221. Event-Related Brain Potentials and Resource Allocation: From Dual-Task Decrements to Dual-Task Integrality ↗ · 1985 · Kramer, Arthur F. et al. · indexed
4222. Effects of Seat-Integrated Low-Frequency Acoustic Vibration on Muscle Mechanical Properties and Electromyographic Responses During Real-World Driving ↗ · 2026 · Ju, Myeong-Min et al. · indexed
4223. An effective approach for real-time drowsy driving prediction using quantized fisher-Gabor features and latent-dynamic conditional random fields · 2025 · Bakheet, Samy et al. · archived
4224. CNN Based Driver Drowsiness Detection System Using Emotion Analysis ↗ · 2022 · Varun Chand, H. et al. · indexed
4225. P3‐276: Fatigue‐related changes in driving performance: Comparison between healthy younger and older adults and persons with early Alzheimer's disease ↗ · 2015 · Doong, Alice et al. · indexed
4226. Functional brain activity monitoring during Unmanned Aerial Vehicle coordination ↗ · 2012 · Ayaz, Hasan et al. · indexed
4227. Environmental Noise Alters Neural Regulation Without Behavioral Impairment: A Pilot EEG Study · 2025 · Morina, Egzona · archived
4228. Integrated Charging with Neural Networks for Fusion Sensors of Driver Monitoring System ↗ · 2021 · Lai, Wen-Cheng · indexed
4229. Improving Road Safety for Driver Malaise and Sleepiness Behind the Wheel Using Vehicular Cloud Computing and Body Area Networks ↗ · 2020 · Benadda, Meriem et al. · indexed
4230. Exploring the Cognitive Load of Expert and Novice Map Users Using EEG and Eye Tracking ↗ · 2020 · Keskin, Merve et al. · indexed
4231. A Review on Measuring Affect with Practical Sensors to Monitor Driver Behavior ↗ · 2019 · Welch, Karla Conn et al. · indexed
4232. Mild hypohydration increases the frequency of driver errors during a prolonged, monotonous driving task ↗ · 2015 · Watson, Phillip et al. · indexed
4233. Vehicle Driver State Estimation Using AI and Algorithm ↗ · 2025 · L, Murali Krishna et al. · indexed
4234. Real-Time Driver Drowsiness Detection and Alert System ↗ · 2021 · Jose, Jitha · indexed
4235. Real-Time Driver Drowsiness Detection System Based on PERCLOS and Grayscale Image Processing ↗ · 2016 · Yan, Jun-Juh et al. · indexed
4236. Driving Simulator Performance Remains Impaired In Patients With Severe OSA after CPAP Treatment · 2011 · Vakulin, Andrew et al. · archived
4237. Time of day variations in driving performance ↗ · 1997 · Lenné, Michael G. et al. · indexed
4238. Analysis of driver behavior at grade-separated intersections to support design ↗ · 2024 · Liu, Y. et al. · indexed
4239. CogBeacon: A Multi-Modal Dataset and Data-Collection Platform for Modeling Cognitive Fatigue ↗ · 2019 · Papakostas, Michalis et al. · indexed
4240. Driver Fatigue State Detection Based on Facial Key Points ↗ · 2019 · Zhang, Nana et al. · indexed
4241. Fuzzy based driver fatigue detection ↗ · 2010 · Devi, Mandalapu Sarada et al. · indexed
4242. Influences of Long- and Short-Distance Driving on Alpha Waves and Natural Killer Cell Activity ↗ · 1998 · Kamei, Tsutomu et al. · indexed
4243. Mental Workload Classification and Tasks Detection in Multitasking: Deep Learning Insights from EEG Study ↗ · 2024 · Pušica, Miloš et al. · indexed
4244. Computing driver tiredness and fatigue in automobile via eye tracking and body movements ↗ · 2022 · Mohammed Murad, Nada et al. · indexed
4245. Computing driver tiredness and fatigue in automobile via eye tracking and body movements ↗ · 2022 · Murad, Nada Mohammed et al. · indexed
4246. Sleep deficiency and motor vehicle crash risk in the general population: a prospective cohort study · 2018 · Gottlieb, Daniel J. et al. · archived
4247. Real Time Driver Fatigue Detection Based on SVM Algorithm ↗ · 2018 · Savas, Burcu Kir et al. · indexed
4248. Assessing cognitive load through eye metrics in in-motion vs. stationary environments ↗ · 2025 · Li, Yuzhang et al. · indexed
4249. 0170 SLEEPINESS AND DRIVING INCIDENTS IN NURSES COMMUTING TO AND FROM WORK SHIFTS ↗ · 2017 · Mulhall, MD et al. · indexed
4250. Offline EEG-based driver drowsiness estimation using enhanced batch-mode active learning (EBMAL) for regression ↗ · 2016 · Wu, Dongrui et al. · indexed
4251. Driving drowsy also worsens driver distraction ↗ · 2013 · Anderson, Clare et al. · indexed
4252. Drugs and Driving: A Research Review · 1977 · Joscelyn, Kent B. et al. · archived
4253. Effectiveness Study of Colored Road Pavement and Roadside Barrier on Preventing Driving Fatigue in Grassland Highways ↗ · 2020 · Peng, Zhibiao et al. · indexed
4254. Real-Time System for Driver Fatigue Detection Based on a Recurrent Neuronal Network ↗ · 2020 · Ed-Doughmi, Younes et al. · indexed
4255. Exercise practice associates with different brain rhythmic patterns during vigilance ↗ · 2018 · Luque-Casado, Antonio et al. · indexed
4256. Augmented Cognition using Real-time EEG-based Adaptive Strategies for Air Traffic Control ↗ · 2014 · Abbass, Hussein A. et al. · indexed
4257. Research on Implementing of Human Ethics in Automated Driving Using Driver's Choice Behavior ↗ · 2022 · Kusakari, Kaito et al. · indexed
4258. Real-Time Monitoring System of Automobile Driver Status and Intelligent Fatigue Warning Based on Triboelectric Nanogenerator ↗ · 2021 · Xu, Yuhong et al. · indexed
4259. A Hybrid System for Assessing Mental Workload ↗ · 2019 · Mendonca, Pedro et al. · indexed
4260. Driving Fatigue in Professional Drivers: A Survey of Truck and Taxi Drivers ↗ · 2015 · Meng, Fanxing et al. · indexed
4261. Driver Fatigue Detection Algorithm Research Based on the Characteristics of Eyes ↗ · 2014 · Wang, Qin et al. · indexed
4262. Reflection of Mental Exercise in the Dynamic Quantitative Topographical EEG ↗ · 2008 · Schober, F. et al. · indexed
4263. Systematic Review Protocol on Mobile Physiological Monitoring Systems for Driver Fatigue Detection ↗ · 2025 · Scherz, Wilhelm Daniel et al. · indexed
4264. Machine Learning Approaches for Detecting Driver Drowsiness: A Critical Review ↗ · 2023 · Ahmad, Khubab et al. · indexed
4265. Are Drivers Allowed to Sleep? Sleep Inertia Effects Drivers’ Performance after Different Sleep Durations in Automated Driving ↗ · 2023 · Schwarze, Doreen et al. · indexed
4266. Performance Evaluation of Optimized Convolutional Neural Network Approach in Prediction of Fatigue Driver ↗ · 2022 · Chitra, K. et al. · indexed
4267. Fatigue driving detection system based on Perclos algorithm optimization ↗ · 2022 · Liang, Jiachen et al. · indexed
4268. Fatigue and Human Performance: An Updated Framework · 2022 · Behrens, Martin et al. · archived
4269. On the Cost of Detection Response Task Performance on Cognitive Load ↗ · 2020 · Biondi, Francesco N. et al. · indexed
4270. A Multi-Task CNN Framework for Driver Face Monitoring ↗ · 2018 · Celona, Luigi et al. · indexed
4271. Effects of Auditory Stimuli and Verbal Communications on Drivers' Situation Awareness in Partially Automated Driving ↗ · 2018 · Hirano, Toshiaki et al. · indexed
4272. Verification of Reduction Effect of the Driver Fatigue Increase on Long Time Driving with an Air Cell Lumbar Support Device with a Hip Auxiliary Mechanism · 2016 · Yamada, Jun et al. · archived
4273. Driver’s Fatigue Detection Based on Yawning Extraction ↗ · 2014 · Alioua, Nawal et al. · indexed
4274. Evaluating the efficiency and ergonomics of a novel smart surgical lighting system: a passive oddball experiment with EEG measurements to assess workplace strain in clinical settings · 2025 · Schneider, Tim et al. · archived
4275. Decoding neural activity to assess individual latent state in ecologically valid contexts ↗ · 2023 · Gordon, Stephen M et al. · indexed
4276. Embedded Application for Driver Drowsiness Monitoring System A Review ↗ · 2020 · Azhar, Susaf Noor et al. · indexed
4277. 0297 Relationship Between Sleepiness Symptoms Questionnaire Ratings and Psychomotor Vigilance Performance in a Total Sleep Deprivation Study ↗ · 2020 · Skwara, A K et al. · indexed
4278. Evaluating the Sensitivity of Dry and Gel-Based Wearable EEG for Cognitive Load Estimation ↗ · 2026 · Idesis, Sebastian et al. · indexed
4279. In-Car Environment Control Using an SSVEP-Based Brain-Computer Interface with Visual Stimuli Presented on Head-Up Display: Performance Comparison with a Button-Press Interface ↗ · 2024 · Park, Seonghun et al. · indexed
4280. Driver Fitness in the Resumption of Control ↗ · 2020 · Kanaan, Dina et al. · indexed
4281. Driver Fatigue Detection Control System ↗ · 2018 · Dachuan, Fan et al. · indexed
4282. Analysis of Driver’s Physiological Characteristics under Ice-Snow Conditions Base on Driving Simulator ↗ · 2011 · Hu, Li Wei et al. · indexed
4283. Drivers can poorly predict their own driving impairment: a comparison between measurements of subjective and objective driving quality · 2011 · Verster, Joris C. et al. · archived
4284. Detection of consciousness degradation and concentration of a driver for friendly information service ↗ · 2002 · Kojima, N. et al. · indexed
4285. The impact of in-car human-machine interface prompt locations on driver attention resource redistribution: An event-related potential study ↗ · 2025 · Wang, Shirui et al. · indexed
4286. A method for analyzing biometric data to assess the cognitive load and stress resistance of an agricultural unmanned aerial vehicle operator during mission planning ↗ · 2025 · Taskina, L.A. et al. · indexed
4287. Modulating break types induces divergent low band EEG processes during post-break improvement: A power spectral analysis · 2022 · Wang, Sujie et al. · archived
4288. Identification of temporal variations in mental workload using locally-linear-embedding-based EEG feature reduction and support-vector-machine-based clustering and classification techniques ↗ · 2014 · Yin, Zhong et al. · indexed
4289. EEG Correlates of Cumulative Expectancy and Subjective Estimates of Alertness in a Vigilance-type Task ↗ · 1971 · Gale, Anthony et al. · indexed
4290. CLACIR: Dataset for Cognitive Load and Canine Intervention Recognition from Physiological Signals ↗ · 2026 · Arce, Walker S. et al. · indexed
4291. Oscillatory markers of vigilance, task-induced fatigue and motivation during sustained attention: Evidence for decoupled alpha- and beta-signatures ↗ · 2025 · Hanzal, Simon et al. · indexed
4292. Analysis of Driver Drowsiness and Attention Warning System Test (EU) 2021/1341 ↗ · 2024 · Cai, Dandan et al. · indexed
4293. A Pilot Study On Detecting Cognitive Load Using Kolmogorov-Arnold Networks With EEG Signals ↗ · 2024 · Wang, Guangshuai et al. · indexed
4294. Study on Peppermint Scent Interventions for Fatigue Driving ↗ · 2023 · Jiang, Xinyue et al. · indexed
4295. IoT-Enabled Driver Drowsiness Detection Using Machine Learning ↗ · 2022 · Guria, Mrinmoy et al. · indexed
4296. Examining attentional and memory mechanisms of the vigilance decrement with event-related potentials ↗ · 2022 · Morris, Megan B. et al. · indexed
4297. Relationship between truck driver fatigue and rear-end collision risk ↗ · 2020 · Mizuno, Kei et al. · indexed
4298. Application of Artificial Neural Networks for Air Traffic Controller Functional State Classification ↗ · 2001 · Russell, Chris A. et al. · indexed
4299. Measuring Physiological Response and Mental Workload of AR Users in Assembly Learning: Implications for Educational Multimedia Applications ↗ · 2025 · Daliana, Nadia et al. · indexed
4300. Predicting iron‐dependent changes in energy expenditure from changes in EEG power as a function of cognitive workload ↗ · 2015 · Tate, L et al. · indexed
4301. Simultaneous analysis of driver behaviour and road condition for driver distraction detection ↗ · 2011 · Rezaei, Mahdi et al. · indexed
4302. Efficient eye states detection in real-time for drowsy driving monitoring system ↗ · 2008 · Cui Xu et al. · indexed
4303. Real-Time Multimodal Driver Risk Assessment Through Integrated Facial, Physiological, and Vehicular Data Fusion Using Hybrid Deep Learning Architectures ↗ · 2025 · Kumar, Arnav et al. · indexed
4304. Attentional Selection and Allocation to Alarm Signals in Complex Environments: The New Electrophysiological Evidence ↗ · 2025 · Zhang, Jia et al. · indexed
4305. Resting-state EEG data before and after cognitive activity across the adult lifespan and a 5-year follow-up ↗ · 2024 · Getzmann, Stephan et al. · indexed
4306. Reducing Driving Risk Factors in Adolescents with Attention Deficit Hyperactivity Disorder (ADHD): Insights from EEG and Eye-Tracking Analysis ↗ · 2024 · Keren, Anat et al. · indexed
4307. Simultaneous Classification of Both Mental Workload and Stress Level Suitable for an Online Passive Brain–Computer Interface ↗ · 2022 · Bagheri, Mahsa et al. · indexed
4308. A Low-Cost Prototype for Driver Fatigue Detection ↗ · 2019 · Meireles, Tiago et al. · indexed
4309. Spontaneous eye blink rate: An index of dopaminergic component of sustained attention and fatigue ↗ · 2018 · Maffei, Antonio et al. · indexed
4310. Measuring workload during a dynamic supervisory control task using cerebral blood flow velocity and the NASA-TLX ↗ · 2012 · Satterfield, Kelly et al. · indexed
4311. In-Car Nocturnal Blue Light Exposure Improves Motorway Driving: A Randomized Controlled Trial · 2012 · Taillard, Jacques et al. · archived
4312. Emissions Impacts on Driver Safety · 2007 · Yeh, Michelle et al. · archived
4313. The impact of 7-hour and 11-hour rest breaks between shifts on heavy vehicle truck drivers’ sleep, alertness and naturalistic driving performance ↗ · 2021 · Cori, Jennifer M. et al. · indexed
4314. Diurnal variations in alpha power density and subjective sleepiness while performing repeated vigilance tasks ↗ · 2001 · Higuchi, Shigekazu et al. · indexed
4315. Pupil Trend Reflects Suboptimal Alertness Maintenance over 10 s in Vigilance and Working Memory Performance: An Exploratory Study ↗ · 2024 · Yamashita, Jumpei et al. · indexed
4316. Assessment of Drowsy Driving Associated Characteristics Using Deep Learning ↗ · 2023 · Naeem, Marwan et al. · indexed
4317. Pupillometry tracks cognitive load and salience network activity in a working memory functional magnetic resonance imaging task ↗ · 2021 · Fietz, Julia et al. · indexed
4318. Effects of situation complexity and driving experience on performance through subjective and objective tension ↗ · 2014 · Paxion, Julie et al. · indexed
4319. Essential…but also vulnerable? Work intensification, effort/reward imbalance, fatigue and psychological health of Spanish cargo drivers during the COVID-19 pandemic ↗ · 2022 · Montoro, Luís et al. · indexed
4320. EEG Data Compression using Truncated Singular Value Decomposition for Remote Driver Status Monitoring ↗ · 2019 · Alam, M.K. et al. · indexed
4321. Design and Implementation of a Driver Drowsiness Detection System - A Practical Approach · 2014 · Čolić, Aleksandar et al. · archived
4322. Operator functional state assessment for adaptive automation implementation ↗ · 2005 · Wilson, Glenn F. · indexed
4323. Factors Associated with Stopping to Rest During Long Night-Time Simulated Drives ↗ · 2023 · Gaspar, John et al. · indexed
4324. Evaluating the Mental Workload During Robot-Assisted Surgery Utilizing Network Flexibility of Human Brain ↗ · 2020 · Shafiei, Somayeh B. et al. · indexed
4325. Mental Workload Assessment ↗ · 2020 · Zhang, Qiankun et al. · indexed
4326. Simultaneous acquisition of EEG and NIRS during cognitive tasks for an open access dataset ↗ · 2018 · Shin, Jaeyoung et al. · indexed
4327. Evaluation of obesity, excessive daytime sleepiness, risk of obstructive sleep apnea, history of past road traffic accident and computer-based psychotechnique driver assessment system among heavy vehicle drivers ↗ · 2014 · Demirdogen Cetinoglu, Ezgi et al. · indexed
4328. Particle swarm optimization of feedforward neural networks for the detection of drowsy driving ↗ · 2008 · Sandberg, David et al. · indexed
4329. Channel Selection and Feature Projection for Cognitive Load Estimation Using Ambulatory EEG ↗ · 2007 · Lan, Tian et al. · indexed
4330. Machine learning performance in EEG-based mental workload classification across task types: a systematic review · 2025 · Pušica, Miloš et al. · archived
4331. Rapid Mental Workload Detection of Air Traffic Controllers with Three EEG Sensors ↗ · 2024 · Li, Hui et al. · indexed
4332. Attention-based multi-semantic dynamical graph convolutional network for eeg-based fatigue detection · 2023 · Liu, Haojie et al. · archived
4333. Real time detection of driver fatigue based on CNN‐LSTM ↗ · 2021 · Liu, Ming‐Zhou et al. · indexed
4334. Phase coherence of auditory steady-state response reflects the amount of cognitive workload in a modified N-back task ↗ · 2015 · Yokota, Yusuke et al. · indexed
4335. How distracting is chronic pain? The impact of chronic pain on driving behaviour and hazard perception ↗ · 2022 · Vaezipour, Atiyeh et al. · indexed
4336. The Automatic Detection of Cognition Using EEG and Facial Expressions ↗ · 2020 · El Kerdawy, Mohamed et al. · indexed
4337. Convolutional Neural Network-Based Classification of Driver’s Emotion during Aggressive and Smooth Driving Using Multi-Modal Camera Sensors ↗ · 2018 · Lee, Kwan et al. · indexed
4338. Estimation of Driver Excitement by Semantic Differential Method and Correlation with Arousal Levels in Advanced Driver Assistance ↗ · 2022 · Kato, Masahiko et al. · indexed
4339. Perceived stress, mental health, organizational factors, and self-reported risky driving behaviors among truck drivers circulating in France ↗ · 2021 · Delhomme, Patricia et al. · indexed
4340. Deep Learning Based Continuous Real-Time Driver Fatigue Detection for Embedded System ↗ · 2020 · Çıvık, Esra et al. · indexed
4341. Number of Lapses during the Psychomotor Vigilance Task as an Objective Measure of Fatigue ↗ · 2010 · Lee, In-Soo et al. · indexed
4342. Driver Fatigue Detection Based on Eye Tracking ↗ · 2008 · Devi, Mandalapu Sarada et al. · indexed
4343. Évaluation de l’impact de communications vocales sur la conduite automobile ↗ · 2006 · Bruyas, Marie-Pierre et al. · indexed
4344. A NEW INTELLIGENT DRIVER VIGILANCE SYSTEM DESIGN USING TILT SENSORS · 2025 · Zuhair Ghazi Zahid, Ali et al. · archived
4345. Gender differences in Prefrontal Cortex Response to Negative Emotional Stimuli in Drivers ↗ · 2024 · Balada, Ferran et al. · indexed
4346. Pay attention, 007! how will future vehicle technology affect drivers of all skill levels? ↗ · 2020 · Young, Mark S. et al. · indexed
4347. Enhanced Real-Time Driver Fatigue Detection Using Hybrid SVM ‎and Multi-Feature Analysis for Improved Accuracy and ‎Road Safety ↗ · 2025 · S, Lakshmi Devi et al. · indexed
4348. Autonomic Regulation and Sustained Attention during Mindfulness with Touchless Physiological Monitoring in Preadolescents ↗ · 2025 · Yami¹, Sameer et al. · indexed
4349. Deep Learning Forecast of Cognitive Workload Using fNIRS Data · 2024 · Grimaldi, Nicolas et al. · archived
4350. Feigning daytime sleepiness: potential effects on the psychomotor vigilance test ↗ · 2023 · Mariano, Christianna et al. · indexed
4351. Eye pupil – a window into central autonomic regulation via emotional/cognitive processing · 2021 · Ferencová, N et al. · archived
4352. EEG-based index for engagement level monitoring during sustained attention ↗ · 2015 · Coelli, Stefania et al. · indexed
4353. Working conditions and fatigue in professional truck drivers at Israeli ports ↗ · 2005 · Sabbagh-Ehrlich, S et al. · indexed
4354. Analysis of the impact of acoustic stimulation on vigilance decrement and drowsiness on expressways ↗ · 2025 · Shiomi, Yasuhiro et al. · indexed
4355. Resident Physicians Have an Increased Risk of Adverse Driving Events Following Extended-Duration Work Shifts: A Systematic Review ↗ · 2024 · Bonnell, Nicola et al. · indexed
4356. Pupil Dilation as an Index of Examinee's Cognitive Load in Answering a Mathematics Question: A Comparison Study of Different Approaches ↗ · 2023 · Wang, Tzu‐Hua et al. · indexed
4357. The influence of the respiratory cycle on reaction times in sensory-cognitive paradigms · 2022 · Johannknecht, Michelle et al. · archived
4358. Workload in Train Driving Job: Affecting Factors and Improvement Recommendations ↗ · 2017 · Hassanzadeh-Rangi, Narmin et al. · indexed
4359. The Effect of a Haptic Guidance Steering System on Fatigue-Related Driver Behavior ↗ · 2017 · Wang, Zheng et al. · indexed
4360. Hybrid driver safety, vigilance and security system for vehicle ↗ · 2015 · Dhivya M. et al. · indexed
4361. Driver fatigue monitoring system using Support Vector Machines ↗ · 2012 · Sacco, Matthew et al. · indexed
4362. Sleep Apnea Crash Risk Study [Final Report] · 2004 · Barr, Lawrence C et al. · archived
4363. An Investigation into the Effects of Correlated Color Temperature and Illuminance of Urban Motor Vehicle Road Lighting on Driver Alertness ↗ · 2024 · Chen, Quan et al. · indexed
4364. Evaluating Mental Workload Measures in Human-robot Collaborative Assembly ↗ · 2024 · Dai, Xiranai et al. · indexed
4365. Adaptive Driver Face Feature Fatigue Detection Algorithm Research ↗ · 2023 · Zheng, Han et al. · indexed
4366. Driver fatigue detection using machine learning methods ↗ · 2022 · Chen, Yi · indexed
4367. Methods in cognitive pupillometry: Design, preprocessing, and statistical analysis · 2022 · Mathôt, Sebastiaan et al. · archived
4368. How much workload is workload? A human neurophysiological and affective - cognitive performance measurement methodology for air traffic controllers ↗ · 2022 · Suárez, María Zamarreño et al. · indexed
4369. Vigilance Requires Hard Mental Work and Is Stressful ↗ · 2008 · Warm, Joel S. et al. · indexed
4370. Driver Fatigue/Inattention Monitoring Device: An Integrated System for Heavy Trucks ↗ · 2005 · Ferrone, Christopher W. et al. · indexed
4371. Implementation of the Drowsy Driving Prevention System using AI-Based Conversations to Maintain Driver Arousal · 2024 · Noriki Uchida et al. · archived
4372. Pupil dilation and microsaccades provide complementary insights into the dynamics of arousal and instantaneous attention during effortful listening ↗ · 2023 · Contadini-Wright, Claudia et al. · indexed
4373. Task and Resting-State Functional Connectivity Predict Driving Violations ↗ · 2023 · Ju, Uijong · indexed
4374. Automatic Driver Drowsiness Alert &amp; Health Monitoring system ↗ · 2022 · Y.Ranganaga Laxmi et al. · indexed
4375. USING NATURALISTIC DRIVING DATA TO ASSESS VARIATIONS IN FUEL EFFICIENCY AMONG INDIVIDUAL DRIVERS ↗ · 2010 · LeBlanc, David J. et al. · indexed
4376. The effects of objective workload on cognitive performance in a field setting: A two‐period cross‐over trial ↗ · 1995 · Parkes, Katharine R. · indexed
4377. Investigating Human's Takeover Capability for L3 Autonomous Driving: Driver Behavior and Physiological Sequences and Their Impact on Risk Levels ↗ · 2024 · Guo, Gang et al. · indexed
4378. Resident Physicians are at Increased Risk for Dangerous Driving after Extended-duration Work Shifts: A Systematic Review ↗ · 2019 · Mak, Nicole T et al. · indexed
4379. Fatigue features based on eye tracking for driver inattention system ↗ · 2011 · Horak, Karel · indexed
4380. Role of psychosocial work factors in sleep problems among heavy goods vehicle drivers: The buffering effect of psychosocial safety climate ↗ · 2025 · Amoadu, Mustapha et al. · indexed
4381. Analysis of Mental Workload in Appropriate Technology (AT) for Agricultural Machinery Using Heart Rate Variability (HRV) Parameters ↗ · 2024 · Khofani, Tanfidia Eka et al. · indexed
4382. Risk assessment of road traffic accidents related to sleepiness during driving: a systematic review ↗ · 2022 · Saleem, Shehzad · indexed
4383. A real-time system for monitoring driver fatigue ↗ · 2016 · Li, Yao-hua et al. · indexed
4384. Effects of Drugs and Alcohol on Driver Performance · 1972 · Case, H. W. et al. · archived
4385. Adaptive Multi-Temporal Fusion and Cross-Modal Adversarial Alignment for Robust Driver Fatigue Detection ↗ · 2026 · Feng, Yanqiao et al. · indexed
4386. Correlation between Aggressive Driving and Work Stress In Female Online Motorbike Taxi Drivers Surabaya ↗ · 2024 · Purnomo, Naufal Edriansah et al. · indexed
4387. EEG-Based Driver Drowsiness Estimation Using an Online Multi-View and Transfer TSK Fuzzy System ↗ · 2021 · Jiang, Yizhang et al. · indexed
4388. Monitoring Driver’s Vigilance Level Using Real-Time Facial Expression and Deep Learning Techniques ↗ · 2020 · Al-Dweik, Arafat et al. · indexed
4389. A Unified Analytical Framework With Multiple fNIRS Features for Mental Workload Assessment in the Prefrontal Cortex ↗ · 2020 · Lim, Lam Ghai et al. · indexed
4390. Using Task-Induced Pupil Diameter and Blink Rate to Infer Cognitive Load ↗ · 2014 · Chen, Siyuan et al. · indexed
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4392. A biometric-based intelligent monitoring system for early detection and prevention of driver fatigue and distraction ↗ · 2025 · Alaqbawe, Sakher et al. · indexed
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4394. Effects of chronotype and time of day on the vigilance decrement during simulated driving ↗ · 2014 · Correa, Ángel et al. · indexed
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4398. Assessing Driver Task Engagement Through Machine Learning Classification of Physiological Response ↗ · 2023 · Lochbihler, Aidan et al. · indexed
4399. Awareness of sleepiness: Temporal dynamics of subjective and objective sleepiness ↗ · 2021 · Manousakis, Jessica E. et al. · indexed
4400. Fidelity of Information Processing on a Psychomotor Vigilance Task Predicts Changes in Self-Reported Sleepiness Ratings ↗ · 2021 · Nielson, Spencer A et al. · indexed
4401. Driver response to steering perturbations: mechanical arm admittance and grip pressure ↗ · 2018 · Joly, Antonin et al. · indexed
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4403. Deep CNN Based Approach for Driver Drowsiness Detection ↗ · 2022 · R, Jumana et al. · indexed
4404. Support Vector Machine Based Intelligent Driver Drowsiness Monitoring System ↗ · 2020 · Gandavadi, Kaushal · indexed
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4408. Cortisol stress response predicts 9-year risky driving convictions in male first-time driving-while-impaired offenders ↗ · 2019 · Brown, Thomas G. et al. · indexed
4409. Positive Effects of Mindfulness-Based Training on Energy Maintenance and the EEG Correlates of Sustained Attention in a Cohort of Nurses · 2018 · Wong, Kian F. et al. · archived
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4411. Measuring the effects of mind wandering in people with insomnia: A driving simulator study ↗ · 2022 · Xu, Lin et al. · indexed
4412. Neuroergonomics of car driving: A critical meta-analysis of neuroimaging data on the human brain behind the wheel ↗ · 2018 · Navarro, Jordan et al. · indexed
4413. The fuzzy neural network based haul truck driver fatigue detection in surface mining ↗ · 2017 · Sun, Enji · indexed
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4416. Cognitive Load Affects Drivers’ Brake Reaction Time to Longitudinal Conflict through Gaze Concentration and Time Headway Compensation ↗ · 2023 · Hu, Mengxia et al. · indexed
4417. Real-time Driver Monitoring System with Facial Landmark-based Eye Closure Detection and Head Pose Recognition · 2023 · Kim, Dohun et al. · archived
4418. Fatigue Driving Detection Based on Facial Features ↗ · 2023 · Lou, Li et al. · indexed
4419. Precise eye location in driver fatigue state surveillance system ↗ · 2007 · Huabiao Qin et al. · indexed
4420. Impaired alertness and performance driving home from the night shift: a driving simulator study ↗ · 2005 · Åkerstedt, Torbjörn et al. · indexed
4421. Reaction-Time-Based Driver Sleepiness Estimation via Robust Polynomial Regression for ADAS ↗ · 2025 · Oliveira, Caio F. dos S. et al. · indexed
4422. “Did you fall asleep?” – Younger and older drivers’ recollection of prior sleepiness while driving ↗ · 2024 · Cai, Anna W.T. et al. · indexed
4423. Latent Space Coding Capsule Network for Mental Workload Classification ↗ · 2023 · Yu, Yinhu et al. · indexed
4424. Generalized Deep Learning EEG Models for Cross-Participant and Cross-Task Detection of the Vigilance Decrement in Sustained Attention Tasks ↗ · 2021 · Kamrud, Alexander et al. · indexed
4425. Single feature spatio-temporal architecture for EEG Based cognitive load assessment ↗ · 2021 · Ramaswamy, Akshaya et al. · indexed
4426. Neural based assessment of mind wandering during a fatigueinducing motor task: Is task failure due to fatigue or distraction? ↗ · 2019 · Hablani, Surbhi et al. · indexed
4427. Pengembangan Alat Pengukuran Kelelahan Mental Berbasis Uji Flicker ↗ · 2016 · Yassierli, Yassierli et al. · indexed
4428. The Impact of Mind‐Wandering on Driller's Situation Awareness in Drilling Operations: Based on SAGAT and EEG ↗ · 2025 · Hao, Su et al. · indexed
4429. STOPIA: A Wearable Sensor and IoT based Truck Driver Stress Monitoring System to Reduce Traffic Accidents ↗ · 2023 · Nurhadi, Ihsan et al. · indexed
4430. Pupillometry signatures of sustained attention and working memory ↗ · 2021 · Keene, Paul A. et al. · indexed
4431. Quantifying Cognitive Load using EEG during Ambulation and Postural Tasks ↗ · 2020 · Swerdloff, Margaret M. et al. · indexed
4432. How to Work in the Car of the Future? ↗ · 2019 · Pollmann, Kathrin et al. · indexed
4433. Working memory capacity, visual attention and hazard perception in driving. ↗ · 2016 · Wood, G. et al. · indexed
4434. Detecting driver fatigue based on nonlinear speech processing and fuzzy SVM ↗ · 2014 · Li, Xiang et al. · indexed
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4436. Detection of Driver Emergency Steering Intention Using EMG Signal ↗ · 2020 · Feleke, Aberham Genetu et al. · indexed
4437. Real-Time Driver-Drowsiness Detection System Using Facial Features · 2019 · Deng, Wanghua et al. · archived
4438. Autonomic Arousals Related to Traffic Noise during Sleep ↗ · 2008 · Griefahn, Barbara et al. · indexed
4439. Feasibility of application-based psychomotor vigilance testing to assess fatigue in doctors working night shifts and correlation with smartwatch assessed shift intensity ↗ · 2024 · Weetman, Stefan et al. · indexed
4440. Towards Drowsiness Driving Detection Based on Multi-Feature Fusion and LSTM Networks ↗ · 2020 · Hong, Lin et al. · indexed
4441. Information data flow in awake multi-sensor driver monitoring system ↗ · 2004 · Polychronopoulos, A. et al. · indexed
4442. Benchmarking Multimodal Workload Classification: Effects of Modality, Validation Protocol, and Segmentation Contrast on an Open Graded-Arithmetic Dataset ↗ · 2026 · Booth, Liam et al. · indexed
4443. Recognising situation awareness of drillers based on eye-tracking and EEG features ↗ · 2025 · Su, Hao et al. · indexed
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4445. Driver fatigue analysis based on upper body posture and DBN-BPNN model ↗ · 2019 · Zheng, Ziyuan et al. · indexed
4446. Investigation on the Correlation between Eye Movement and Reaction Time under Mental Fatigue Influence ↗ · 2018 · Renata, Vianney et al. · indexed
4447. Estimating cognitive load using pupil diameter during a spoken dialogue task ↗ · 2013 · Heeman, Peter A. et al. · indexed
4448. Lightweight Driver Drowsiness Detection Model Using MediaPipe Blendshapes and a Dual-Attention Hierarchical BiLSTM ↗ · 2026 · Mangalesh Chavan, Suhas et al. · indexed
4449. Development &amp; Testing of a Camera-Based Driver Monitoring System ↗ · 2024 · Bhagat, Ajinkya et al. · indexed
4450. Decoding Driving Neural Dynamics: An Exploratory Survey of EEG Applications in Unraveling Cognitive Processes in Virtual Reality Environments ↗ · 2024 · Sargolzaei, Saman et al. · indexed
4451. Health assessment of commercial drivers: a meta-narrative systematic review ↗ · 2014 · Dabrh, Abd Moain Abu et al. · indexed
4452. The driver fatigue monitoring system based on face recognition technology ↗ · 2013 · Luo, Xiao-qing et al. · indexed
4453. Assessment of mental workload using XGBoost classifier from optimised EEG features ↗ · 2023 · Vani, R.K. Kapila et al. · indexed
4454. Sleep Habits and Accident Risk Among Truck Drivers: A Cross-Sectional Study in Argentina ↗ · 2005 · Pérez-Chada, Daniel et al. · indexed
4455. Monitoring mouth movement for driver fatigue or distraction with one camera ↗ · 2005 · Wang Rongben et al. · indexed
4456. Early Detection of Microsleep in Motorcycle Helmet Based on Pulse Sensor ↗ · 2023 · Madona, Putri et al. · indexed
4457. Exploring the effectiveness of a digital voice assistant to maintain driver alertness in partially automated vehicles ↗ · 2021 · Mahajan, Kirti et al. · indexed
4458. Deep Learning Based Real-Time Driver Emotion Monitoring ↗ · 2018 · Verma, Bindu et al. · indexed
4459. An Improved Fatigue Detection System Based on Behavioral Characteristics of Driver · 2017 · Gupta, Rajat et al. · archived
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4461. A Real-Time Embedded System for Driver Drowsiness Detection Based on Visual Analysis of the Eyes and Mouth Using Convolutional Neural Network and Mouth Aspect Ratio ↗ · 2024 · Florez, Ruben et al. · indexed
4462. Development of an Eye Response-Based Mental Workload Evaluation Method ↗ · 2022 · Tran, Cong Chi et al. · indexed
4463. Physiological and behavioural responses of modification psychomotor task in the virtual reality on cycling ↗ · 2021 · Zainuddin, Nurul Farha et al. · indexed
4464. Reliability and validity of a 3-min psychomotor vigilance task in assessing sensitivity to sleep loss and alcohol: fitness for duty in aviation and transportation ↗ · 2021 · Benderoth, Sibylle et al. · indexed
4465. Driver Drowsiness Detection System ↗ · 2021 · V, Kiranmayee · indexed
4466. Mental Workload Estimation Using EEG ↗ · 2020 · Pandey, Vishal et al. · indexed
4467. Design of a control and monitoring system to reduce traffic accidents due to drowsiness through image processing ↗ · 2019 · Eraldo, Bruno et al. · indexed
4468. Putting the Brakes on Autonomous Vehicle Control ↗ · 2016 · Funkhouser, Kelly et al. · indexed
4469. Simulated train driving: Fatigue, self-awareness and cognitive disengagement ↗ · 2007 · Dorrian, Jillian et al. · indexed
4470. Experimental Investigation of Task Performance and Human Vigilance in Different Noise Environments ↗ · 2022 · Yang, Chenyuan et al. · indexed
4471. Combining roadside interviews and on-road observation for assessing prevalence of driver inattention ↗ · 2019 · Sagberg, Fridulv et al. · indexed
4472. Driver Fatigue Detection Based On Eye State Recognition Using Convolutional Neural Network ↗ · 2019 · Sharan, S S et al. · indexed
4473. Is the Epworth Sleepiness Scale a useful tool for screening excessive daytime sleepiness in commercial drivers? ↗ · 2018 · Baiardi, Simone et al. · indexed
4474. Real-Time Fatigue Analysis of Driver through Iris Recognition · 2017 · K, Gopalakrishna et al. · archived
4475. Distinct oculomotor signatures for task disengagement and reduction in vigilance during a supervisory task ↗ · 2026 · Ficarella, Stefania C. et al. · indexed
4476. SS-RIME: A Scale-Stabilized Approach to EEG Cognitive Workload Classification ↗ · 2026 · Khaldi, Kais et al. · indexed
4477. Characterising time-on-task effects on oscillatory and aperiodic EEG components and their co-variation with visual task performance · 2025 · Kopčanová, Martina et al. · archived
4478. Neurophysiological Evaluation of Students’ Experience during Remote and Face-To-Face Lessons. A Case Study at Driving School ↗ · 2022 · Simonetti, Ilaria et al. · indexed
4479. Exploring emotional contexts of drivers: A study using AI-generated vignettes ↗ · 2026 · Alkurdi, Duha et al. · indexed
4480. Cognitive load-dependent effects of HD-tDCS on the executive vigilance decrement: insights from aperiodic EEG activity. · 2025 · Hemmerich, K et al. · archived
4481. Post-Takeover Proficiency in Conditionally Automated Driving: Understanding Stabilization Time with Driving and Physiological Signals ↗ · 2024 · Gruden, Timotej et al. · indexed
4482. Driving Behavior and Work Stress as Predictors of Road Traffic Accidents in Borno State, Nigeria ↗ · 2023 · Ebiai, Augustine Ejirogene et al. · indexed
4483. Stress management using fNIRS and binaural beats stimulation ↗ · 2022 · Al-Shargie, Fares et al. · indexed
4484. Smart Driving Application for a Safe Ride- A Comparative Analysis of Drowsiness Detection Methods ↗ · 2021 · Ukey, Manda · indexed
4485. Revealing the 'Invisible Gorilla' in Construction: Assessing Mental Workload through Time-Frequency Analysis ↗ · 2015 · Chen, Jiayu et al. · indexed
4486. Road Safety by Detecting Drowsiness while Driving using Machine Learning · 2025 · Pardhi, Piyush · archived
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4488. Task-independent auditory probes reveal changes in mental workload during simulated quadrotor UAV training ↗ · 2023 · Wang, Shaodi et al. · indexed
4489. Pupillometry as an integrated readout of distinct attentional networks ↗ · 2022 · Strauch, Christoph et al. · indexed
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4493. Psychophysiological and Dual-Task Effects of Biofeedback and Neurofeedback Interventions in Airforce Pilots: A Pilot Study ↗ · 2025 · Fuentes-García, Juan Pedro et al. · indexed
4494. Fatigue among bus drivers in Ghana and Norway: Examining the influence of working conditions and national road safety culture ↗ · 2025 · Blom, Jenny et al. · indexed
4495. How does a driver feel behind the wheel? An exploratory study of drivers’ emotions and the effect of their sociodemographic background ↗ · 2023 · Sheikholeslami, Sina et al. · indexed
4496. Gaussian Weighted Eye State Determination for Driving Fatigue Detection ↗ · 2023 · Xiang, Yunjie et al. · indexed
4497. An FPGA System for Driver Mobile Usage Detection and Heart Rate-Based Health Monitoring ↗ · 2022 · Heenetimulla, H. D. Suthira M. et al. · indexed
4498. Driver Drowsiness Monitoring using Convolutional Neural Networks ↗ · 2021 · Victoria, D. Rosy Salomi et al. · indexed
4499. Mental workload of nurses at an intensive care unit, João Pessoa, Brazil ↗ · 2017 · Silva, R et al. · indexed
4500. Mobile EEG-based situation awareness recognition for air traffic controllers ↗ · 2017 · Yeo, Lee Guan et al. · indexed
4501. Vehicle Automation Based on Driver Fatigue ↗ · 2012 · Edison, Dharon Joseph et al. · indexed
4502. Evaluation of Training Interventions to Mitigate Effects of Fatigue and Sleepiness on Driving Performance ↗ · 2016 · Hamid, Malek et al. · indexed
4503. Robust driver fatigue recognition using image processing ↗ · 2014 · Ahmed, Rafi et al. · indexed
4504. A lightweight method for fatigue driving detection based on facial analysis ↗ · 2024 · Jiang, Haokun et al. · indexed
4505. Toward a Real-Time Index of Pupillary Activity as an Indicator of Cognitive Load ↗ · 2022 · Jayawardena, Gavindya et al. · indexed
4506. Yawning Detection for Monitoring Driver Fatigue ↗ · 2007 · Fan, Xiao et al. · indexed
4507. fNIRS Based Multi-Class Mental Workload Classification Using Recurrence Plots and CNN-LSTM ↗ · 2021 · Mughal, Nabeeha Ehsan et al. · indexed
4508. Continuous monitoring and identification of driver drowsiness alert system ↗ · 2021 · Satyanarayana, M.S. et al. · indexed
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4510. An Explainable Real-Time Driver Drowsiness Detection System Using Vision Transformers and Behavioral Fatigue Indicators · 2026 · Pisolla Rahul, Mohammed Afridi et al. · archived
4511. Computer Vision-based Driver Fatigue Detection Framework with Personalization Threshold and Multi-feature Fusion ↗ · 2023 · Li, Xiaolei et al. · indexed
4512. Mental Workload Artificial Intelligence Assessment of Pilots’ EEG Based on Multi-Dimensional Data Fusion and LSTM with Attention Mechanism Model ↗ · 2022 · Jiang, Guangyi et al. · indexed
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4515. Mitigating Passive Fatigue in Conditional Automated Driving: Effects of Conversation tasks on Driver Arousal and Attention ↗ · 2026 · Meng, Xiao et al. · indexed
4516. On-the-Fly Sleep Scoring Algorithm with Heart Rate, RR Intervals and Accelerometer as Input ↗ · 2025 · Guagnano, Michele et al. · indexed
4517. Fatigue Driving Detection Method Based on Multiple Features ↗ · 2022 · Liu, JinFeng · indexed
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4519. Investigation on relationship between information flow rate and mental workload of accident diagnosis tasks in NPPs ↗ · 2006 · Chang Hoon Ha et al. · indexed
4520. Lost in translation: Mental fatigue induced by simultaneous interpreting impairs working memory and modulates pre-ejection period ↗ · 2026 · Lorcery, Alison et al. · indexed
4521. Aberrant Driver Behavior, Poor Sleep, Fatigue Among Bus Rapid Transit Drivers and Sustainable Traffic Safety ↗ · 2026 · Santos-Reyes, Jaime · indexed
4522. The Electrophysiological Signature of Mind Wandering · 2019 · Arnau, Stefan et al. · archived
4523. Relationship between salivary Chromogranin-A and stress induced by simulated monotonous driving ↗ · 2009 · Yamakoshi, Takehiro et al. · indexed
4524. Monitoring Pilot Driving Status based on Facial Features and Physiological Signals under a Single-pilot Flight Mode ↗ · 2025 · Ai, Jingfei · indexed
4525. Air traffic controllers communication analysis as a proxy of task demand and mental workload: Using voice recording markers for safety critical task ↗ · 2025 · Muñoz-de-Escalona, Enrique et al. · indexed
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4528. Sleepiness, Sleep-disordered Breathing, and Accident Risk Factors in Commercial Vehicle Drivers ↗ · 2004 · Howard, Mark E. et al. · indexed
4529. Binary vs. Multiclass Mental Workload Classification from fNIRS Data: A Deep Learning-Based Subject-Specific Analysis ↗ · 2025 · Özmen, Güzin · indexed
4530. Environmental and Work Factors That Drive Fatigue of Individual Haul Truck Drivers ↗ · 2022 · Talebi, Elaheh et al. · indexed
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4533. The Physiopsychological Impact of Smartphone Use on Cognitive Load, Emotional Regulation, and Brain Connectivity: An EEG Study · 2025 · Hu, Yue · archived
4534. Facial Expressions as Indicator for Discomfort in Automated Driving · 2020 · Beggiato, Matthias et al. · archived
4535. Cognitive Load Estimation in the Wild ↗ · 2018 · Fridman, Lex et al. · indexed
4536. Insomnia is associated with road accidents. Further evidence from a study on truck drivers. · 2017 · Garbarino, Sergio et al. · archived
4537. Extended Driving Impairs Nocturnal Driving Performances ↗ · 2008 · Sagaspe, Patricia et al. · indexed
4538. Learning Subject-independent Representation for EEG-based Drowsy Driving Detection ↗ · 2021 · Hwang, Sunhee et al. · indexed
4539. Survey on Driver Drowsiness Detection System ↗ · 2021 · Walke, Ms. K. G. · indexed
4540. Mobile EEG identifies the re-allocation of attention during real-world activity · 2019 · Ladouce, Simon et al. · archived
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4542. Toward development of monitoring system of port coordinator's mental workload using adhesive plaster-type sensor ↗ · 2016 · Murai, Koji et al. · indexed
4543. Data Fusion to Develop a Driver Drowsiness Detection System with Robustness to Signal Loss ↗ · 2014 · Samiee, Sajjad et al. · indexed
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4546. Drowsiness Using Convolutional Neural Networks for Detection Drivers ↗ · 2024 · Majali, Ali · indexed
4547. Neurophysiological Evaluation of Students’ Experience during Remote and Face-to-Face Lessons: A Case Study at Driving School ↗ · 2023 · Simonetti, Ilaria et al. · indexed
4548. Driver drowsiness estimation using facial wrinkle feature ↗ · 2013 · Nakamura, Taro et al. · indexed
4549. A systematic review of epidemiological studies investigating risk factors for work-related road traffic crashes and injuries: Table 1 ↗ · 2008 · Robb, Graham et al. · indexed
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4551. DL-Based Somnolence Detection for Improved Driver Safety and Alertness Monitoring ↗ · 2024 · Neeraja, Peddinti. et al. · indexed
4552. An End-to-End Brain Computer Interface System for Mental Workload Estimation through Hybrid Deep Learning Model · 2024 · Sharma, Vipul et al. · archived
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4554. A new system for driver drowsiness and distraction detection ↗ · 2012 · Sabet, Mehrdad et al. · indexed
4555. Cognitive Load Assessment in Multitasking: An fNIRS Study of Prefrontal Cortex Activation for Ergonomic Insight · 2025 · Prasetyo, Ridwan Aji Budi et al. · archived
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4557. Robust Drowsiness Detection for Vehicle Driver using Deep Convolutional Neural Network ↗ · 2020 · Saif, A F M Saifuddin et al. · indexed
4558. Determination of Increased Mental Workload Condition From EEG by the Use of Classification Techniques · 2019 · DURU, Adil Deniz · archived
4559. Subjective Perception of Sleepiness in a Driving Simulator is Different from Perception in the Maintenance of Wakefulness Test (P5.291) ↗ · 2014 · Schreier, David et al. · indexed
4560. Effects of mental workload on long-latency auditory-evoked-potential, salivary cortisol, and immunoglobulin A ↗ · 2011 · Ying, Lean et al. · indexed
4561. Crashes and Fatalities Related to Driver Drowsiness/Fatigue ↗ · 1994 · Knipling, R R · indexed
4562. Hybrid deep learning for mental workload classification using EEG with enhanced preprocessing and interpretability · 2026 · Abdelrahman, Osama et al. · archived
4563. Processing and analysis of portable EEG data for cognitive load assessment in neurotypical university students ↗ · 2026 · Sáiz-Manzanares, María Consuelo et al. · indexed
4564. Drowsiness Detection using EAR (Eye Aspect Ratio) by Machine Learning ↗ · 2024 · Ram, Dr. C. Sunitha et al. · indexed
4565. Workload-dependent hemispheric asymmetries during the emotion-cognition interaction: a close-to-naturalistic fNIRS study · 2023 · Lingelbach, Katharina et al. · archived
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4567. Measuring susceptibility to alerts while encountering mental workload ↗ · 2019 · Janssen, Christian P. et al. · indexed
4568. Optical brain monitoring for operator training and mental workload assessment ↗ · 2011 · Ayaz, Hasan et al. · indexed
4569. Hospitalization for lifestyle related diseases in long haul drivers compared with other truck drivers and the working population at large · 2009 · Dahl, Søren et al. · archived
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4571. Deep Learning Driven Driver Fatigue Detection Using CNN and Temporal Eye Dynamics ↗ · 2026 · K S, Nagashree · indexed
4572. A novel approach of drowsiness levels detection using Vis-Net combined with facial emotion ↗ · 2025 · Phan, Thuong-Cang et al. · indexed
4573. On the Improvement of Eye Tracking-Based Cognitive Workload Estimation Using Aggregation Functions ↗ · 2021 · Kaczorowska, Monika et al. · indexed
4574. Using saccadic eye movements to measure mental workload ↗ · 2010 · Tokuda, S. · indexed
4575. DROWSINESS DETECTION AND MONITORING SYSTEM · 2020 · Ghole, Uzair et al. · archived
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4577. Common Neural Correlates for Subjective and Objective Sleepiness Indices: A Functional Connectivity Study ↗ · 2025 · Motomura Y et al. · indexed
4578. Driver Status Monitoring System with Feedback from Fatigue Detection and Lane Line Detection ↗ · 2022 · Yan, Kai et al. · indexed
4579. Naturalistic Driving Measures of Route Selection Associate With Resting State Networks in Older Adults ↗ · 2021 · Wisch, Julie K. et al. · indexed
4580. A Neuroergonomics Approach to Mental Workload, Engagement and Human Performance ↗ · 2020 · Dehais, Frédéric et al. · indexed
4581. Alert System for Driver Drowsiness using Real Time detection ↗ · 2020 · Aman Doherey et al. · indexed
4582. Sober-Drive: A smartphone-assisted drowsy driving detection system ↗ · 2014 · Lunbo Xu et al. · indexed
4583. Prevalence of Driver Sleepiness in a Random Population-based Sample of Car Driving ↗ · 2001 · Connor, Jennie et al. · indexed
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4585. Testing of commercially available fatigue monitors ↗ · 1991 · Haworth, Narelle et al. · indexed
4586. Drivers Drowsiness Detection using Image Processing and I-Ear Techniques ↗ · 2023 · Ananthi, S. et al. · indexed
4587. Detection of Driver Dynamics with VGG16 Model ↗ · 2022 · Aytekin, Alper et al. · indexed
4588. Pupillometry signatures of sustained attention and working memory ↗ · 2022 · Keene, Paul A. et al. · indexed
4589. RFID-Based Driving Fatigue Detection ↗ · 2019 · Yang, Chao et al. · indexed
4590. Driver fatigue detection based on head gesture and PERCLOS ↗ · 2012 · Jian-Feng Xie et al. · indexed
4591. Simultaneous Mental Fatigue and Mental Workload Assessment With Wearable High-Density Diffuse Optical Tomography ↗ · 2025 · Chen, Jianan et al. · indexed
4592. Neuroanatomical correlates of distracted straight driving performance: a driving simulator MRI study across the lifespan ↗ · 2024 · Guan, Dylan X. et al. · indexed
4593. Mental workload variations during different cognitive office tasks with social media interruptions ↗ · 2022 · Zahmat Doost, Elmira et al. · indexed
4594. 104 The influence of self-reported distractions on the Psychomotor Vigilance Task (PVT) in laboratory and field environments ↗ · 2021 · Bathurst, Nicholas et al. · indexed
4595. No evidence of association between HRV and training load in a pool of professional athletes before, during, and after the first COVID-19 lockdown. ↗ · 2021 · Javaloyes, Alejandro et al. · indexed
4596. EEG-Based Adaptive Driver-Vehicle Interface Using Variational Autoencoder and PI-TSVM ↗ · 2019 · Bi, Luzheng et al. · indexed
4597. Mental Workload Drives Different Reorganizations of Functional Cortical Connectivity Between 2D and 3D Simulated Flight Experiments ↗ · 2019 · Kakkos, Ioannis et al. · indexed
4598. PHYSIOPSYCHOLOGICAL RESPONSE OF VEHICLE PASSENGERS TO SURFACE ROUGHNESS AND THE ACCEPTABLE LIMIT · 2017 · TOMIYAMA, Kazuya et al. · archived
4599. What Prevents Professional Drivers from Following Physicians’ Cardiologic Advice? ↗ · 1998 · Emdad, Reza et al. · indexed
4600. Reliable resting-state EEG connectivity measures reveal brain network destabilization and cognitive decoupling following prolonged extreme working conditions ↗ · 2026 · Çelik, Samet et al. · indexed
4601. Taking a Deeper Look at the Brain: Predicting Visual Perceptual and Working Memory Load From High-Density fNIRS Data ↗ · 2022 · Wang, Jiyang et al. · indexed
4602. Design of a cartographic eye tracking-EEG user experiment ↗ · 2019 · Keskin, Merve et al. · indexed
4603. Automosphere: Exploring Vehicle Heads-Up Display with Weather-Related Windshield Cues for Passive Fatigue Management · 2026 · Ensafjoo, Mohsen et al. · archived
4604. 12.8 Differences between concussed and uninjured adolescent drivers during simulated driving: a fNIRS study ↗ · 2024 · Jain, Divya et al. · indexed
4605. The evolutionary game of enterprise and driver fatigue regulation in the intelligent networked environment-A case study in Jiaozuo city, China ↗ · 2023 · Xianghong, Li et al. · indexed
4606. Experimental evaluation of a traffic warning system based on accurate driver condition assessment and 5G connectivity ↗ · 2021 · Apilo, Olli et al. · indexed
4607. Influence of mental workload on muscle endurance, fatigue, and recovery during intermittent static work ↗ · 2011 · Mehta, Ranjana K. et al. · indexed
4608. FATIGUE AND PERFORMANCE IN HEAVY TRUCK DRIVERS WORKING DAY SHIFT, NIGHT SHIFT OR ROTATING SHIFTS ↗ · 2004 · Williamson, Ann et al. · indexed
4609. Task-Evoked Pupillary Dynamics Are Altered in Post-COVID Syndrome ↗ · 2026 · Smit, Alexander et al. · indexed
4610. From Micro to Meso: A Data-Driven Mesoscopic Region Division Method Based on Functional Connectivity for EEG-Based Driver Fatigue Detection ↗ · 2025 · Zhong, Lexing et al. · indexed
4611. Using CNN for Detection of Driver Drowsiness ↗ · 2023 · Kakarla, Vivek · indexed
4612. Dry EEG measurement of P3 to evaluate cognitive load during sitting, standing, and walking ↗ · 2022 · Swerdloff, Margaret et al. · indexed
4613. A Comparative Analysis of Revealing Temporal Patterns for Driver Drowsiness Detection ↗ · 2022 · Tufekci, Gulin et al. · indexed
4614. Detecting Driver Drowsiness Using Hybrid Facial Features and Ensemble Learning ↗ · 2025 · Xu, Changbiao et al. · indexed
4615. Neuropsychological and Fatigue Predictors of Driving Ability After Mild to Moderate Traumatic Brain Injury: A Meta-analysis and Pilot Study ↗ · 2024 · Egeto, Peter · indexed
4616. Vigilance Monitoring for Safer Driving and Passenger Protection using ML ↗ · 2023 · Gupta, Anshula et al. · indexed
4617. Driver Drowsiness Estimation Based on Hybrid Feature Extraction and Light weighted Dense Convolutional Network ↗ · 2022 · Sharanabasappa et al. · indexed
4618. The Maintenance of Wakefulness Test and Driving Simulator Performance ↗ · 2005 · Banks, Siobhan et al. · indexed
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4620. Affective Responses of Young Male Drivers to Cut-In Events Under SAE Level 1 Braking Assistance: A Preliminary Simulator Study ↗ · 2026 · Kawaguchi, Shunpei et al. · indexed
4621. Psychosocial work factors, road traffic accidents and risky driving behaviours in low-and middle-income countries: A scoping review ↗ · 2023 · Amoadu, Mustapha et al. · indexed
4622. Study of Motion Sickness Model Based on fNIRS Multiband Features during Car Rides ↗ · 2023 · Ren, Bin et al. · indexed
4623. Alertness Anticipation Innovations in Driver Safety Predictions ↗ · 2023 · S, Priyanka et al. · indexed
4624. Are subjective outcomes a “missing link” between driving stress and risky driving behaviors of commuters? Assessing the case of a LMIC ↗ · 2022 · Cendales, Boris et al. · indexed
4625. Greater Activity in the Frontal Cortex on Left Curves: A Vector-Based fNIRS Study of Left and Right Curve Driving. · 2015 · Oka, Noriyuki et al. · archived
4626. Driver Fatigue Features Extraction ↗ · 2014 · Niu, Gengtian et al. · indexed
4627. Driver Drowsiness Detection Using Deep Convolutional Neural Network ↗ · 2021 · Farahnakian, Farshad et al. · indexed
4628. Embedded System Performance Analysis for Implementing a Portable Drowsiness Detection System for Drivers ↗ · 2022 · Kim, Minjeong et al. · indexed
4629. A survey on drowsy driver detection system ↗ · 2017 · Kumari, B.M. Kusuma et al. · indexed
4630. Vision-based method for detecting driver drowsiness and distraction in driver monitoring system ↗ · 2011 · Jo, Jaeik · indexed
4631. An Effective Driver Fatigue Monitoring System ↗ · 2010 · Zhang, Shanshan et al. · indexed
4632. Driver Drowsiness Detection System ↗ · 2026 · Shrivastava, Tanmay · indexed
4633. Physiological records-based situation awareness evaluation under aviation context: A comparative analysis ↗ · 2024 · Chen, Jun et al. · indexed
4634. Classification of Working Memory Loads via Assessing Broken Detailed Balance of EEG-FNIRS Neurovascular Coupling Measures ↗ · 2023 · Gao, Yunyuan et al. · indexed
4635. Driver sleepiness and individual differences in preferences for countermeasures ↗ · 2008 · Anund, Anna et al. · indexed
4636. Joint Analysis of Eye Blinks and Brain Activity to Investigate Attentional Demand during a Visual Search Task · 2021 · Sciaraffa, Nicolina et al. · archived
4637. PERCLOS Threshold for Drowsiness Detection during Real Driving ↗ · 2012 · Lin, S. T. et al. · indexed
4638. A Time-Efficient Deep Learning Approach for Real-Time EEG-Based Driver Drowsiness Detection ↗ · 2024 · Sahar, Tayyaba et al. · indexed
4639. Differential Impact of Working Memory and Inhibitory Control on Distracted Driving Performance among Experienced and Inexperienced Drivers ↗ · 2024 · Tao, Shengqin et al. · indexed
4640. Driver Drowsiness Detection System Using Deep Learning Based on Visual Facial Features ↗ · 2021 · Mahmoud, Mahamad Salah et al. · indexed
4641. EOG feature relevance determination for microsleep detection ↗ · 2017 · Golz, Martin et al. · indexed
4642. Electroencephalography Based Analysis of Working Memory Load and Affective Valence in an N-back Task with Emotional Stimuli ↗ · 2017 · Grissmann, Sebastian et al. · indexed
4643. Navigating a Misty Road: Novel Ways to Study the Impact of Cognition on Driving Performance in Multiple Sclerosis ↗ · 2025 · Nikolakakis, Ioannis et al. · indexed
4644. Five-level Drowsiness Estimation Using BlendShape Features Captured by a Smartphone’s Front-facing Camera · 2025 · Suzuki, Shunki et al. · archived
4645. Mobile-Based Driver Sleepiness Detection Using Facial Landmarks and Analysis of EAR Values ↗ · 2020 · Huda, Choirul et al. · indexed
4646. Individual differences in lapses of sustained attention: Ocolumetric indicators of intrinsic alertness. ↗ · 2020 · Unsworth, Nash et al. · indexed
4647. Assessing Data Imbalance Correction Methods and Gaze Entropy for Collision Prediction ↗ · 2025 · Goodridge, Courtney Michael et al. · indexed
4648. Oscillatory and gaze signatures of socio-emotional speech processing, visuo-spatial cognition, and their interaction in a near-realistic dual-task MEG study ↗ · 2026 · Lingelbach, Katharina et al. · indexed
4649. Real-time driver drowsiness detection using transformer architectures: a novel deep learning approach · 2025 · Hassan, Osama F. et al. · archived
4650. Open access dataset integrating EEG and fNIRS during Stroop tasks ↗ · 2023 · Chen, Zemeng et al. · indexed
4651. Development of an Abnormal Sign Detection System based on Driver Monitoring and Voice Interaction for Preventing Medical-Condition-Caused Car Accidents ↗ · 2020 · Hayashi, Hiroaki et al. · indexed
4652. Driver Drowsiness Warning System Using Visual Information for Both Diurnal and Nocturnal Illumination Conditions · 2010 · Flores, MarcoJavier et al. · archived
4653. Assessment of Age Differences in Mental Workload while Driving using Verbal versus Visual-Spatial Subsidiary Tasks ↗ · 2006 · Schlorholtz, Ben et al. · indexed
4654. Driver fatigue detection method based on facial image analysis ↗ · 2024 · Cichocka, S. et al. · indexed
4655. Linking tonic and phasic pupil responses to <scp>P300</scp> amplitude in an emotional face‐word Stroop task ↗ · 2023 · Chang, Yi‐Hsuan et al. · indexed
4656. Signal Quality Index Based on Template Cross-Correlation in Multimodal Biosignal Chair for Smart Healthcare ↗ · 2021 · Hong, Seunghyeok et al. · indexed
4657. Driving performance grading and analytics: learning internal indicators and external factors from multi-source data ↗ · 2021 · Zhou, Jiandong et al. · indexed
4658. Effects of central nervous system drugs on driving: speed variability versus standard deviation of lateral position as outcome measure of the on‐the‐road driving test ↗ · 2013 · Verster, Joris C. et al. · indexed
4659. Eye in the Sky: Predicting Air Traffic Controller Workload through Eye Tracking based Machine Learning ↗ · 2024 · Lemetti, Anastasia et al. · indexed
4660. Driver Yawn Prediction Using Convolutional Neural Network ↗ · 2023 · Melvin, Jharge S.R. et al. · indexed
4661. Fatigue Driving Detection Based on Deep Learning and Multi-Index Fusion ↗ · 2021 · Jia, Huijie et al. · indexed
4662. Real Time Tracking of Driver Fatigue and Inebriation Maintaining a Strict Driving Schedule ↗ · 2019 · Dey, Sanjay et al. · indexed
4663. Physiological Magnetic Stimulation for Arousal of Elderly Car Driver Evaluated With Electro-Encephalogram and Spine Magnetic Field ↗ · 2012 · Mohri, Kaneo et al. · indexed
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4665. REAL TIME DRIVER ALERTNESS MONITORING USING MACHINE LEARNING · 2026 · B.GNANESHWAR et al. · archived
4666. Detection of Driver Drowsiness for Road Safety using Convolutional Neural Network ↗ · 2025 · Roy, Soumyadeep et al. · indexed
4667. Psychomotor Vigilance Task Demonstrates Impaired Vigilance in Disorders with Excessive Daytime Sleepiness ↗ · 2014 · Thomann, Janine et al. · indexed
4668. Design and Simulated Implementation of MATLAB-Based Warning System for Fatigue Driving Driver ↗ · 2009 · Jian, Wang et al. · indexed
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4670. Devising a method for determining the workload on a locomotive driver based on a multicriteria additive model to improve railroad transport safety ↗ · 2026 · Gorobchenko, Oleksandr et al. · indexed
4671. Mobile EEG for Neurourbanism Research - What Could Possibly Go Wrong? A Critical Review with Guidelines · 2024 · Gramann, Klaus · archived
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4673. Monitoring Working Memory Load during Computer-Based Tasks with EEG Pattern Recognition Methods ↗ · 1998 · Gevins, Alan et al. · indexed
4674. Validation of Neuphony 8-channel EEG flex cap: a comparative study with BioSemi 64-channel EEG system ↗ · 2026 · Rani, Ankita et al. · indexed
4675. Analysis of Driver Fatigue Caused By Highway Hypnosis in Monotonous Geometrics of Road: State of the Arth Review ↗ · 2024 · Khotimah, Khusnul et al. · indexed
4676. Functional Connectivity Methods for Multi-Class Mental Workload Classification ↗ · 2024 · Teymourlouei, Arya et al. · indexed
4677. Effects of simulated driving task screen background color combinations on visual performance and visual fatigue ↗ · 2024 · Yeh, Po-Ching et al. · indexed
4678. PTSD symptoms, driving stress, and anxious driving behavior among novice drivers ↗ · 2023 · Corlătianu, Mălina et al. · indexed
4679. Examining the Mental Workload Associated With Digital Health Technologies in Health Care: Protocol for a Systematic Review Focusing on Assessment Methods (Preprint) ↗ · 2021 · Kremer, Lisanne et al. · indexed
4680. Subjective perception of sleepiness in a driving simulator is different from that in the Maintenance of Wakefulness Test ↗ · 2015 · Schreier, David R. et al. · indexed
4681. Real-Time Driver's Drowsiness Monitoring Based on Dynamically Varying Threshold ↗ · 2018 · Gupta, Isha et al. · indexed
4682. Validation of a Portable, Touch-Screen Psychomotor Vigilance Test ↗ · 2015 · Honn, Kimberly A. et al. · indexed
4683. Efficient Measurement of Eye Blinking under Various Illumination Conditions for Drowsiness Detection Systems ↗ · 2006 · Park, Ilkwon et al. · indexed
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4685. Real-Time Detection for Drowsy Driving via Acoustic Sensing on Smartphones ↗ · 2021 · Xie, Yadong et al. · indexed
4686. A Deep Neural Network for Real-Time Driver Drowsiness Detection · 2019 · Toan H., VU et al. · archived
4687. Exploration and evaluation of individual difference to driving fatigue for high‐speed railway: a parametric SVM model based on multidimensional visual cue ↗ · 2018 · Yan, Ronghui et al. · indexed
4688. Assessing Driver Fatigue as a Factor in Road Accidents ↗ · 2007 · Sirois, William et al. · indexed
4689. Beyond Physical Safety in Human–Robot Collaboration: Investigating Speed and Proximity Effects in Mental Workload · 2026 · Pereira, Eduarda et al. · archived
4690. High Working Memory Load Impairs Language Processing during a Simulated Piloting Task: An ERP and Pupillometry Study ↗ · 2016 · Causse, Mickaël et al. · indexed
4691. Multichannel linear descriptors analysis for sustained attention-related electroencephalography ↗ · 2013 · Liu, Tian et al. · indexed
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4693. Psychometric Properties of NASA-TLX and Index of Cognitive Activity as Measures of Cognitive Workload in Older Adults ↗ · 2020 · Devos, Hannes et al. · indexed
4694. Reliability and correlates of intra-individual variability in the oculomotor system · 2019 · Perquin, Marlou Nadine et al. · archived
4695. A systematic review of the effect of various interventions on reducing fatigue and sleepiness while driving ↗ · 2017 · Hashemi Nazari, Seyed Saeed et al. · indexed
4696. Classifying Vulnerability to Sleep Deprivation Using Baseline Measures of Psychomotor Vigilance ↗ · 2015 · Patanaik, Amiya et al. · indexed
4697. Circadian and wake-dependent modulation of fastest and slowest reaction times during the psychomotor vigilance task ↗ · 2004 · Graw, Peter et al. · indexed
4698. A Review of Driver Fatigue Detection and Warning Based on Multi-Information Fusion ↗ · 2020 · Zhan, Qi et al. · indexed
4699. Dissociation between mental fatigue and motivational state during prolonged mental activity ↗ · 2015 · Monika, Gergelyfi et al. · indexed
4700. Driving Behavior Signals and Machine Learning: A Personalized Driver Assistance System ↗ · 2015 · Martinez, Maria Victoria et al. · indexed
4701. Microwave interferometer radar-based vital sign detection for driver monitoring syst ↗ · 2015 · Vinci, Gabor et al. · indexed
4702. Dry EEG measurement of P3 to evaluate cognitive load during sitting, standing, and walking ↗ · 2023 · Swerdloff, Margaret M. et al. · indexed
4703. Travelers' information need in automated vehicles - a psychophysiological analysis ↗ · 2022 · Brandebusemeyer, Charlotte et al. · indexed
4704. Driver Drowsiness Detection and Monitoring System (DDDMS) ↗ · 2022 · Rozali, Raz Amzar Fahimi et al. · indexed
4705. Recognition of cognitive load with a stacking network ensemble of denoising autoencoders and abstracted neurophysiological features ↗ · 2020 · Cao, Zixuan et al. · indexed
4706. Predict Driver Fatigue Using Facial Features ↗ · 2018 · Berkati, Oussama et al. · indexed
4707. Automatic classification of eye activity for cognitive load measurement with emotion interference ↗ · 2013 · Chen, Siyuan et al. · indexed
4708. Cerebral Blood Flow Velocity and Task Engagement as Predictors of Vigilance Performance ↗ · 2006 · Reinerman, Lauren E. et al. · indexed
4709. Multimodal physiological monitoring in augmented reality teaching environments for children with neurodevelopmental disorders · 2026 · Zhang, Shuyi et al. · archived
4710. Technical Study of Microsleep Operations as Follow-up to Drowsiness-Related Accidents on the Terbanggi Besar - Pematang Panggang - Kayuagung Toll Road ↗ · 2025 · Siregar, Deo et al. · indexed
4711. Review of the Impacts of Human Factors on Cycling: Perceptions, Workload, and Behavior ↗ · 2024 · Habib, Karim et al. · indexed
4712. Predicting Drowsy Driver Break Taking During Long Drives ↗ · 2024 · Gaspar, John et al. · indexed
4713. Analisis Beban Kerja Mental saat Mengoperasikan Smartphone dengan Memperhatikan Postur Tubuh: Pendekatan Menggunakan Metode NASA-TLX ↗ · 2024 · Kurnia, Fikrihadi · indexed
4714. EEG-Based Mental Workload Classification Method Based on Hybrid Deep Learning Model Under IoT ↗ · 2024 · Shao, Shiliang et al. · indexed
4715. A Novel Learning Model of Driver Fatigue Features Representation for Steering Wheel Angle ↗ · 2022 · Li, Zuojin et al. · indexed
4716. The development of driver warning algorithm for safety driving support ↗ · 2016 · Oh, Young-Dal et al. · indexed
4717. Research of the fatigue driving real-time monitoring based on DSP ↗ · 2008 · Yu Liu et al. · indexed
4718. Effects of neuroticism, extraversion, circadian type and age on reported driver stress ↗ · 2002 · Langford, Catherine et al. · indexed
4719. Driver fatigue: crashes, the law, and traffic police officers’ experiences and views ↗ · 2026 · Radun, Igor et al. · indexed
4720. Compact Colocated Bimodal EEG/fNIRS Multi-Distance Sensor ↗ · 2025 · Hameau, Frédéric et al. · indexed
4721. Exploring eye-tracking data as an indicator of situational awareness in nursing students during a cardiorespiratory arrest simulation ↗ · 2024 · Caloca-Amber, Sandra et al. · indexed
4722. The influence of the prestimulus EEG-vigilance on the reaction time in an auditory go/no-go task ↗ · 2011 · Minkwitz, J et al. · indexed
4723. Changes in decibel scale wavelength properties of EEG with alertness levels while performing sustained attention tasks ↗ · 2009 · Arjunan, S.P. et al. · indexed
4724. Is the NASA nap the solution for sleep inertia in automated driving? Unveiling effects of deep sleep on driving behavior, vigilance and subjective experience ↗ · 2025 · Tomzig, Markus et al. · indexed
4725. P072 Predicting vigilance in a shift-work context with under-mattress sensor data from the preceding sleep ↗ · 2022 · Manners, J et al. · indexed
4726. Validation of a touchscreen psychomotor vigilance task ↗ · 2019 · Arsintescu, Lucia et al. · indexed
4727. Development of a Stability Index for Evaluating Drivers’ Psychological Stability During Truck Platooning ↗ · 2025 · Cho, Hyonbae et al. · indexed
4728. Contributions to Driver Fatigue Detection Based on Eye-tracking ↗ · 2021 · Băiașu, Ana-Maria et al. · indexed
4729. Cross-Subject Statistical Shift Estimation for Generalized Electroencephalography-based Mental Workload Assessment · 2019 · Albuquerque, Isabela et al. · archived
4730. The mental chronometry during simulated driving tasks in various conditions of Indonesian subjects ↗ · 2017 · Sanjaya, Kadek Heri et al. · indexed
4731. Annotated Literature Review Relating to Proposed Revisions to the Hours-of-Service Regulation for Commercial Motor Vehicle Drivers · 1999 · NHTSA · archived
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4733. An On-board Monitoring System for Driving Fatigue and Distraction Detection ↗ · 2021 · Dong, Bing-Ting et al. · indexed
4734. Measurement of cognitive load for writing tasks using galvanic skin response ↗ · 2019 · Hossain, Delowar et al. · indexed
4735. Pupillometry tracks fluctuations in working memory performance ↗ · 2018 · Robison, Matthew Kyle et al. · indexed
4736. The effect of driver advisory systems on train driver workload and performance ↗ · 2014 · Large, David et al. · indexed
4737. Trust State Monitoring of Human-Machine Co-Driving Based on EEG Signals in Intelligent Driving Scenarios ↗ · 2023 · Cao, Wenyan et al. · indexed
4738. Driver Drowsiness Detection Using OpenCV and Raspberry Pi ↗ · 2022 · D.C, Pooja · indexed
4739. Pattern Recognition of Momentary Mental Workload Based on Multi-Channel Electrophysiological Data and Ensemble Convolutional Neural Networks ↗ · 2017 · Zhang, Jianhua et al. · indexed
4740. Effects of oxygen concentrations on driver fatigue during simulated driving ↗ · 2005 · Sung, Eun-Jung et al. · indexed