workload measurement

Workload measurement methods: techniques and indices that quantify driver cognitive load — NASA-TLX, the detection-response task (DRT), heart-rate variability, pupillometry, visual occlusion. The MEASUREMENT instruments and their validation, distinct from the demand being measured (mental_demand).

Relevant standards

  • Commission Recommendation 2000/53/EC (recommendation 32000H0053) — Commission Recommendation of 21 December 1999 on safe and efficient in-vehicle information and communication systems: A European statement of principles on human machine interface
  • Commission Recommendation 2007/78/EC — Commission recommendation of 22 December 2006 on safe and efficient in-vehicle information and communication systems: update of the European Statement of Principles on human machine interface
  • Commission Recommendation 2008/653/EC — Commission Recommendation of 26 May 2008 on safe and efficient in-vehicle information and communication systems: update of the European Statement of Principles on human-machine interface
  • ISO 16673:2017 — Road vehicles — Ergonomic aspects of transport information and control systems — Occlusion method to assess visual demand due to the use of in-vehicle systems
  • ISO 17287:2003 — Road vehicles — Ergonomic aspects of transport information and control systems — Procedure for assessing suitability for use while driving
  • ISO 17488:2016 — Road vehicles — Transport information and control systems — Detection-response task (DRT) for assessing attentional effects of cognitive load in driving
  • ISO 22178:2009 — Intelligent transport systems — Low speed following (LSF) systems — Performance requirements and test procedures
  • ISO 26022:2010 — Road vehicles — Ergonomic aspects of transport information and control systems — Simulated lane change test to assess in-vehicle secondary task demand
  • ISO/TR 21959-2:2020 — Road vehicles — Human performance and state in the context of automated driving — Part 2: Considerations in designing experiments to investigate transition processes
  • ISO/TS 14198:2019 — Road vehicles — Ergonomic aspects of transport information and control systems — Calibration tasks for methods which assess driver demand due to the use of in-vehicle systems
  • ISO/TS 23792-1:2023 — Intelligent transport systems — Motorway chauffeur systems (MCS) — Part 1: Framework and general requirements
  • SAE J2365 — Calculation and Measurement of the Time to Complete In-Vehicle Navigation and Route Guidance Tasks
  • SAE J2396 — Definitions and Experimental Measures Related to the Specification of Driver Visual Behavior Using Video Based Techniques

Related elsewhere in the corpus

Topics that co-occur with this one far more than chance predicts — these sit in other categories, so the hierarchy would not have shown them to you.

Narrow by how the study was done

Counts are papers in this topic that declare the facet — these facets are sparsely declared, so a small number means few papers said, not few papers did. All facets.

Method 457 of 2440 declare it
Instruments & Measures 1733 of 2440 declare it
Automation level 187 of 2440 declare it
Dataset 72 of 2440 declare it

2440 paper(s) · ranked by relevance to this topic

  1. Improving pilot mental workload evaluation with combined measures · 2014 · Wanyan, Xiaoru et al. · indexed
  2. On the Cost of Detection Response Task Performance on Cognitive Load · 2020 · Biondi, Francesco N. et al. · indexed
  3. Study on Comprehensive Evaluation Method of Pilot Mental Workload · 2014 · Zhang, Huan et al. · indexed
  4. Validity of Mental Workload Measures in a Driving Simulation Environment · 2018 · Galante, Francesco et al. · archived
  5. Human Mental Workload: A Survey and a Novel Inclusive Definition · 2022 · Longo, Luca et al. · archived
  6. Detection-Response Task—Uses and Limitations · 2018 · Stojmenova, Kristina et al. · indexed
  7. Driver Workload Metrics Task 2 Final Report · 2006 · Angell, Linda et al. · indexed
  8. A Comparison of Subjective Mental Workload Measures in Driving Contexts · 2013 · Kim, Ji Yeon et al. · indexed
  9. Psychophysiological Metrics for Workload are Demand-Sensitive but Multifactorial · 2014 · Reinerman-Jones, Lauren E. et al. · indexed
  10. A Deeper Look at the NASA TLX and Where It Falls Short · 2018 · McKendrick, Ryan D. et al. · indexed
  11. Measuring Cognitive Load: Heart-rate Variability and Pupillometry Assessment · 2020 · Urrestilla, Nerea et al. · indexed
  12. NASA TLX: Software for assessing subjective mental workload · 2009 · Cao, Alex et al. · indexed
  13. The Psychometrics of Mental Workload · 2014 · Matthews, Gerald et al. · indexed
  14. Reliability and Validity of Cognitive Workload in Older Adults · 2020 · Devos, Hannes et al. · indexed
  15. Heart Rate and Pupil Dilation As Reliable Measures of Neuro-Cognitive Load Classification · 2022 · Abdurrahman, Usman Alhaji et al. · indexed
  16. Measurement Invariance of the Nasa TLX · 2008 · Bustamante, Ernesto A. et al. · indexed
  17. On the Workload of Vigilance: Comparison of the NASA-TLX and the MRQ · 2009 · Boles, David B. et al. · indexed
  18. Review of Eye-related Measures of Drivers’ Mental Workload · 2015 · Marquart, Gerhard et al. · indexed
  19. Assessment of bus driver's mental workload by Persian Driving Activity Load Index · 2021 · Babamiri, Mohammad et al. · indexed
  20. Mental workload and driving · 2014 · Paxion, Julie et al. · archived
  21. Multiple measures of monitoring mental workload · 2000 · Zhijun, Zhang · indexed
  22. Development of an Eye Response-Based Mental Workload Evaluation Method · 2022 · Tran, Cong Chi et al. · indexed
  23. ANALYSIS OF THE IMPACT OF TASK DIFFICULTY ON THE OPERATORʾS WORKLOAD LEVEL · 2022 · Galant-Gołębiewska, Marta et al. · indexed
  24. Unravelling the Physiological Correlates of Mental Workload · 2022 · John, Alka Rachel et al. · archived
  25. Physiological Parameter Response to Variation of Mental Workload · 2017 · Marinescu, Adrian Cornelius et al. · indexed
  26. Heart rate dynamics for cognitive load estimation in a driving simulation task · 2024 · Arutyunova, Karina Rollandovna et al. · archived
  27. Mental workload measurement in operator control room using NASA-TLX · 2017 · Sugarindra, M. et al. · indexed
  28. Factors influencing mental workload indexes. · 1997 · Miyake, S. · indexed
  29. Measuring mental workload using physiological measures: A systematic review · 2019 · Charles, Rebecca L. et al. · indexed
  30. Mental Workload, Task Demand and Driving Performance: What Relation? · 2014 · da Silva, Fátima Pereira · indexed
  31. Mental Workload Assessment of Health Care Staff by NASA-TLX · 2020 · MIYAKE, Shinji · indexed
  32. Multimodal Psychophysiological Signatures of Mental Workload · 2026 · Schindler, Hanna et al. · indexed
  33. A dynamic ocular index for assessing mental workload across visual tasks · 2026 · Wang, Xuanzhi et al. · indexed
  34. Cognitive workload measurement and modeling under divided attention. · 2019 · Strayer, David L. et al. · archived
  35. Mental Workload Evaluation of Pilots Using Pupil Dilation · 2016 · Othman, Norashiken et al. · indexed
  36. Detection of Cognitive Load Modulation by EDA and HRV · 2025 · Boffet, Alexis et al. · archived
  37. Driver Workload Metrics Project: Task 2 Final Report · 2006 · U.S. Department of Transportation · indexed
  38. Evaluating mental workload during multitasking in simulated flight · 2022 · Li, Wenbin et al. · indexed
  39. Driver Distraction through Conversation Measured with Pupillometry · 2013 · Dlugosch, Carsten et al. · indexed
  40. Evaluation of Subjective and EEG-Based Measures of Mental Workload · 2013 · Funke, Gregory et al. · archived
  41. Comparing Eye-Tracking Metrics with the Driver Activity Load Index · 2026 · Bend, Julia et al. · indexed
  42. Measuring cognitive distraction in the automobile · 2013 · Strayer, DL et al. · archived
  43. Heart rate variability based assessment of cognitive workload in smart operators · 2020 · Digiesi, Salvatore et al. · indexed
  44. Measuring the Workload of Sustained Attention · 2006 · Finomore, Victor S. et al. · indexed
  45. A Multidimensional Concept of Mental Workload: A Systematic Review · 2022 · Hidayat, Veny et al. · indexed
  46. Common Subjective Mental Workload Assessment Measures: Advantages and Disadvantages · 2024 · Hamid Reza Mokhtarinia et al. · indexed
  47. Instantaneous Measures of Mental Workload: An Initial Investigation · 1984 · Antin, Jonathan F. et al. · indexed
  48. Progress in Mental Workload Measurement · 1986 · Moray, Neville et al. · indexed
  49. Driver’s Mental Workload Measurement Concerning Cognitive Channels · 2020 · Chen, Weiya et al. · indexed
  50. Qualitative Standard of Driver Workload · 2011 · Hu, Jiang-bi et al. · indexed
  51. Streamlining NASA Task Load Index for Simulated Fighter Missions · 2026 · Mansikka, Heikki et al. · indexed
  52. Eye-Gaze Metrics for Cognitive Load Detection on a Driving Simulator · 2022 · Pillai, Prarthana et al. · indexed
  53. Assessing cognitive distraction in the automobile · 2015 · Strayer, DL et al. · archived
  54. Measuring cognitive distraction in the automobile II · 2014 · Strayer, DL et al. · archived
  55. Systematic Literature Review Of Workload Calculation Using NASA-TLX · 2022 · Surtiningtyas, Sri Rahayu et al. · archived
  56. EEG-based cognitive load estimation during the use of a virtual wheelchair simulator · 2026 · Pereira Salgado, Débora et al. · indexed
  57. Effects of Demand Transitions on Vigilance Performance and Perceived Workload · 1995 · Moroney, Brian W. et al. · indexed
  58. State of science: mental workload in ergonomics · 2014 · Young, Mark S. et al. · archived
  59. Estimating cognitive load using remote eye tracking in a driving simulator · 2010 · Palinko, Oskar et al. · indexed
  60. Physiological Measures of Aircrew Mental Workload · 1979 · Wierwille, Walter W. · indexed
  61. Driver Adaptive Task Allocation: A Field Driving Study · 2017 · Lei, S. et al. · archived
  62. ANALISIS BEBAN KERJA MENTAL DENGAN METODA NASA-TASK LOAD INDEX · 2019 · Simanjuntak, Risma Adelina · indexed
  63. Measuring Cognitive Load in Virtual Reality Training via Pupillometry · 2024 · Lee, Joy Yeonjoo et al. · indexed
  64. Using Pupillometry to Indicate the Cognitive Redline · 2016 · Rodriguez-Paras, Carolina et al. · indexed
  65. Behavioral Measures of Aircrew Mental Workload · 1979 · Williges, Robert C. et al. · indexed
  66. A comparison of four methods for cognitive load measurement · 2011 · Chen, Siyuan et al. · indexed
  67. Cognitive load estimation in VR flight simulator · 2023 · Hebbar, Archana et al. · archived
  68. Development and Application of a Criterion Task Set for Workload Metric Evaluation · 1983 · Clark A., Shingledecker et al. · indexed
  69. Time perception as a workload measure in simulated car driving · 2009 · Baldauf, Daniel et al. · indexed
  70. Comparison of concurrent cognitive load measures during n-back tasks · 2024 · Pillai, Prarthana et al. · indexed
  71. Tapping task as an index of mental workload in a time sharing task<sup>1</sup> · 2002 · Shinohara, Kazumitsu et al. · indexed
  72. Using Saccadic Intrusions To Quantify Mental Workload · 2009 · Tokuda, Satoru et al. · indexed
  73. A comprehensive prediction and evaluation method of pilot workload · 2018 · Feng, Chuanyan et al. · archived
  74. Prediction of Driver's Workload from Slow Fluctuations of Pupil Diameter · 2018 · Yokoyama, Hiroshi et al. · indexed
  75. Workload and Vigilance · 1998 · Warm, Joel S. et al. · indexed
  76. Effects of task difficulty and time‐on‐task on mental workload · 2002 · Haga, Shigeru et al. · indexed
  77. Indices of Mental Workload in a Complex Task Environment · 2008 · Veltman, J.A. et al. · indexed
  78. Analysis of Mental Workload on Counter Sales Using NASA-TLX Method · 2023 · Safitri Ramadhani, Dinda et al. · archived
  79. Simulator Evaluation of Heavy-Vehicle Driver Workload · 1995 · Kantowitz, Barry H. · indexed
  80. Mapping Mental Load in Car Driving · 1978 · WILDERVANCK, C. et al. · indexed
  81. Driver’s mental workload prediction model based on physiological indices · 2017 · Yan, Shengyuan et al. · indexed
  82. Anaesthesia workload measurement devices: qualitative systematic review · 2018 · Almghairbi, Dalal S et al. · indexed
  83. Measurement of Train Driver Mental Workload Using the RNASA-TLX Method · 2024 · Suhanto, Suhanto et al. · archived
  84. Driver mental workload measurement trends and cognitive impacts: a literature review · 2026 · Faidah, Uyun Nadzirotul et al. · indexed
  85. Mental workload classification using heart rate metrics · 2009 · Henelius, A. et al. · indexed
  86. Development of a Steering Entropy Method for Evaluating Driver Workload · 1999 · Nakayama, Okihiko et al. · indexed
  87. Ocular Activity as a Measure of Mental and Visual Workload · 2010 · Jessee, M. Sage · indexed
  88. Assessment of mental workload based on multi-physiological signals · 2020 · Fan, Xiaoli et al. · archived
  89. Evaluation of Mental Workload Based on Pursuit Eye Movement · 2013 · Ishii, Masaki et al. · indexed
  90. Measurement of Workload by Secondary Tasks · 1979 · Ogden, George D. et al. · indexed
  91. Mental workload during brain–computer interface training · 2012 · Felton, Elizabeth A. et al. · indexed
  92. Pupillometry in Driver Workload Assessment: Opportunities and Challenges · 2025 · Bosurgi, Gaetano et al. · indexed
  93. Average heart rate for driver monitoring systems · 2016 · Biondi, F et al. · archived
  94. Analysis of Mental Workload in Human Resource Department · 2018 · Miranda, Suci et al. · indexed
  95. Comparison of In-Flight and Post-Flight Use of NASA-TLX · 2024 · Mansikka, Heikki et al. · indexed
  96. Evaluation of Driving-Assistance Systems Based on Drivers' Workload · 2001 · Takada, Yuji et al. · archived
  97. Individual Differences in Human-Agent Teaming · 2014 · Wright, Julia L. et al. · indexed
  98. Classifying driver workload using physiological and driving performance data · 2014 · Solovey, Erin T. et al. · indexed
  99. Multimodal Recognition of Cognitive Workload for Multitasking in the Car · 2010 · Putze, Felix et al. · indexed
  100. Physiological Methods and Measurements in Driving Simulation · 2004 · Rizzo, Matthew · indexed
  101. The Event-Related Brain Potential as a Selective Index of Display Load · 1979 · Isreal, Jack B. et al. · indexed
  102. Analysis of Driver Workload on Different Types of Optical Tunnels · 2019 · Luo, Jie et al. · indexed
  103. Psycho-physiological measures for assessing cognitive load · 2010 · Haapalainen, Eija et al. · indexed
  104. Cognitive workload evaluation of landmarks and routes using virtual reality · 2022 · Abdurrahman, Usman Alhaji et al. · archived
  105. Collection and Analysis of Physiological Measures in Driving Research · 2015 · Gable, Thomas M. et al. · indexed
  106. Using Task-Induced Pupil Diameter and Blink Rate to Infer Cognitive Load · 2014 · Chen, Siyuan et al. · indexed
  107. EEG-Based Mental Workload Estimation · 2019 · Samima, Shabnam et al. · indexed
  108. Mental Workload Assessment: From the Perspective of Neuroergonomics · 2013 · JIA, Huibin et al. · indexed
  109. An experimental study on the measurement and assessment of mental workload(MWL). · 1996 · HIRAYANAGI, Kaname et al. · indexed
  110. Blink Rate as a Measure of Driver Workload during Simulated Driving · 2020 · Yahoodik, Sarah et al. · indexed
  111. Survey and Synthesis of State of the Art in Driver Monitoring · 2021 · Halin, Anaïs et al. · archived
  112. Near-invisible c-VEP-based passive BCI for mental workload monitoring · 2026 · Pietro, Cimarosto et al. · archived
  113. Subjective mental workload measurement using video fragments · 2014 · Christoph, M. et al. · indexed
  114. Assessment of mental workload: an ergonomics strategy in people management · 2018 · Cardoso, Mariane de Souza et al. · indexed
  115. A Metric To Quantify Attentional Workload In Dual Task Driving Conditions · 2017 · Weir, David H. et al. · indexed
  116. Exploring the effect of cognitive load in scenarios of daily driving · 2024 · Felisberti, Fatima M. et al. · archived
  117. The Event-Related Brain Potential as an Index of Display-Monitoring Workload · 1980 · Isreal, Jack B. et al. · indexed
  118. Real-Time Cognitive Load Measurement of Pupillary Oscillation · 2026 · Duchowski, Andrew · indexed
  119. Respiration and Heart Rate Modulation Due to Competing Cognitive Tasks While Driving · 2019 · Hidalgo-Muñoz, Antonio R. et al. · indexed
  120. Saccadic Peak Velocity Sensitivity to Variations in Mental Workload · 2010 · Di Stasi, Leandro L. et al. · indexed
  121. Mental workload and information management · 2003 · Smiley, A. · indexed
  122. PENGUKURAN BEBAN KERJA KARYAWAN FROZEN FOOD MENGGUNAKAN METODE NASA-TLX · 2023 · Adriansyah, Gusti et al. · indexed
  123. Measuring mental workload in assistive wearable devices: a review · 2021 · Marchand, Charlotte et al. · indexed
  124. Cognitive Load Estimation in the Wild · 2018 · Fridman, Lex et al. · indexed
  125. Estimation of cognitive load based on the pupil size dilation · 2017 · Gavas, Rahul et al. · indexed
  126. Mental Workload Classification By Eye Movements In Visual Search Tasks · 2020 · Pang, Liping et al. · indexed
  127. Spontaneous and reflexive eye activity measures of mental workload · 2002 · Neumann*, David L. et al. · indexed
  128. Measures of Physician Mental Workload · 1991 · Bertram, Dennis A. · indexed
  129. A novel approach to the physiological measurement of mental workload · 2011 · Miller, Matthew W. et al. · indexed
  130. Spectral Analysis of Sinus Arrhythmia: A Measure of Mental Effort · 1987 · Vicente, Kim J. et al. · indexed
  131. Design Matters: Scale Design and Rounding Ratings Impacts NASA-TLX Results · 2025 · Taylor, Skye S. et al. · indexed
  132. Development of a mental workload index: A systems approach · 2007 · Pretorius, A. et al. · indexed
  133. Prediction of Perceived Workload From Task Performance and Heart Rate Measures · 2013 · Splawn, Joshua M. et al. · indexed
  134. Investigation of Train Driver Physiological Responses · 2018 · Crowley, Katie et al. · indexed
  135. Cognitive mental workload of emergency nursing: A scoping review · 2024 · Surendran, Anu et al. · indexed
  136. Physiological markers of vigilance variation in a supervisory task · 2022 · Maille, Nicolas et al. · archived
  137. A framework to estimate cognitive load using physiological data · 2020 · Ahmad, Muneeb Imtiaz et al. · indexed
  138. Using Psychophysiological Sensors to Assess Mental Workload During Web Browsing · 2018 · Jimenez-Molina, Angel et al. · indexed
  139. Using Psychophysiological Sensors to Assess Mental Workload in Web Browsing · 2017 · Jimenez-Molina, Angel et al. · indexed
  140. Cognitive Workload Estimation through Lateral Driving Performance · 2011 · Son, Joonwoo et al. · indexed
  141. Recording of Psychophysiological Data During Aerobatic Training · 2011 · Dahlström, Nicklas et al. · indexed
  142. Measuring Mental Workload Variations in Office Work Tasks using fNIRS · 2021 · Midha, Serena et al. · indexed
  143. Improving safety through online driver workload assessment · 2008 · Younsi, Karine et al. · indexed
  144. Heatmap-Based Method for Estimating Drivers' Cognitive Distraction · 2020 · Musabini, Antonyo et al. · archived
  145. Eye Activity Correlates of Workload during a Visuospatial Memory Task · 2001 · Van Orden, Karl F. et al. · indexed
  146. Towards the Real-time Measurement of Mental Workload · 1990 · Humphrey, Darryl G. et al. · indexed
  147. Validation of a one-item acute stress scale for driving tasks · 2024 · Dahlman, Anna Sjörs et al. · archived
  148. Study on comprehensive evaluation method of mental workload level · 2024 · Yan, Shengyuan et al. · indexed
  149. A Review of the Mental Workload Literature · 2007 · Cain, Brad · indexed
  150. Mental workload in decision and control · 1979 · Sheridan, Thomas · indexed
  151. A review of driver cognitive load detection using ECG signals · 2024 · Tjolleng, Amir et al. · indexed
  152. Model-Based Estimation and Prediction of Task-Imposed Mental Workload · 1983 · Madni, Azad M. et al. · indexed
  153. Real-Time Prediction of Fluctuations in Cognitive Workload · 2019 · Strayer, David L. et al. · archived
  154. An evaluation of mental workload for effective navigation · 2008 · Murai, Koji et al. · indexed
  155. The box task - a method for assessing in-vehicle system demand · 2021 · Trommler, Daniel et al. · indexed
  156. The Mental Workload Analysis of Staff in Study Program of Private Educational Organization · 2019 · Prabaswari, Atyanti Dyah et al. · indexed
  157. Mental Workload and ARL Workload Modeling Tools · 2000 · Mitchell, Diane K. · indexed
  158. Task-evoked pulse wave amplitude tracks cognitive load · 2023 · Pavlov, Yuri G. et al. · indexed
  159. Eeg and Subjective Measures of Private Pilot Workload · 1994 · Wilson, Glenn F. et al. · indexed
  160. Physiological metrics of mental workload: A review of recent progress · 2020 · Kramer, Arthur F. · indexed
  161. Measuring Mental Workload with EEG+fNIRS · 2017 · Aghajani, Haleh et al. · archived
  162. Visual Load Evaluation Model of Multi-view Monitoring Task Operator · 2026 · Liu, Zhongqi et al. · indexed
  163. Toward a Real-Time Index of Pupillary Activity as an Indicator of Cognitive Load · 2022 · Jayawardena, Gavindya et al. · indexed
  164. A Validation Study on a Subjective Driving Workload Prediction Tool · 2014 · Hwang, Yoonsook et al. · indexed
  165. Measuring cognitive load in multitasking using mobile fNIRS · 2024 · Boere, Katherine et al. · indexed
  166. Resurrecting Driver Workload Metrics: A Multivariate Approach · 2015 · Auflick, Jack L. · indexed
  167. Pilot turning behavior cognitive load analysis in simulated flight · 2024 · Zhou, Wen-gang et al. · indexed
  168. AN ALTERNATE METHOD TO EVALUATE DRIVER DISTRACTION · 2002 · Curry, Reates et al. · indexed
  169. Measuring Subjective Workload: When Is One Scale Better Than Many? · 1993 · Hendy, Keith C. et al. · indexed
  170. Direct Measurement of Cognitive Load in Multimedia Learning · 2003 · Brunken, Roland et al. · indexed
  171. Transport Aircraft Crew Workload Assessment-Where Have We Been and Where Are We Going? · 1987 · Sandry-Garza, Diane L. et al. · indexed
  172. Toward a Psychophysiological Assessment of Dynamic Changes in Mental Workload · 1994 · Humphrey, Darryl G. et al. · indexed
  173. WAUC: A Multi-Modal Database for Mental Workload Assessment Under Physical Activity · 2020 · Albuquerque, Isabela et al. · indexed
  174. Mental workload of young drivers during curve negotiation · 2014 · Li, Cheng-Xi et al. · indexed
  175. Driver Workload Response to In-Vehicle Device Operations · 2002 · Jerome, Christian J. et al. · indexed
  176. Analisis Beban Kerja Mental pada Pekerja Kantor Menggunakan Metode NASA-TLX · 2023 · Lestari Widyastuti et al. · indexed
  177. Measurement of Mental Workload with The NASA-TLX Method on Employees of PT XYZ · 2025 · Zahra, Salsabila Aulia et al. · indexed
  178. Analisis Beban Kerja Mental pada Pekerja Kantor Menggunakan Metode NASA-TLX · 2025 · Widyastuti, Lestari et al. · indexed
  179. Evaluation of decision-tree rating scales for mental workload estimation · 1986 · SKIPPER, JULIE H. et al. · indexed
  180. Development of Heart Rate Monitoring System to Estimate Driver’s Mental Workload Level · 2020 · Makhtar, Ahmad Khushairy et al. · indexed
  181. Main sequence: An index for detecting mental workload variation in complex tasks · 2011 · Di Stasi, Leandro Luigi et al. · indexed
  182. Assessing cognitive distraction using event related potentials · 2015 · Coleman, JR et al. · indexed
  183. A Workload Approach to the Evaluation of Vehicle Handling Characteristics · 2000 · Krüger, H.-P. et al. · indexed
  184. Driver Reliability Assessment Based Mental Workload · 2009 · Tang, Zhihui et al. · indexed
  185. Multimodal characterization of mental fatigue on professional drivers · 2023 · Giorgi, Andrea et al. · archived
  186. Visual Mental Workload Assessment from EEG in Manual Assembly Task · 2023 · Pušica, Miloš et al. · archived
  187. Application of Psychophysiological Models to Mental Workload · 2000 · Backs, Richard W. · indexed
  188. Does Agricultural Spraying Involve Mental Workload? · 2007 · Asit Kumar Dey et al. · indexed
  189. Heavy Vehicle Driver Workload Assessment: Lessons from Aviation · 1992 · Kantowitz, Barry H. · indexed
  190. ANALYSIS OF MENTAL WORKLOAD WITH INTEGRATING NASA TLX AND FUZZY METHOD · 2018 · Riono, Riono et al. · indexed
  191. Context Effects in Subjective Mental Workload Ratings · 1998 · Colle, Herbert A. et al. · indexed
  192. Objective Measures of Cognitive Load Using Deep Multi-Modal Learning · 2021 · Wilson, Justin C. et al. · indexed
  193. Sensitivity of the lane change test as a measure of in-vehicle system demand · 2011 · Young, Kristie L. et al. · indexed
  194. The Impact of N-back-Induced Mental Workload and Time Budget on Takeover Performance · 2025 · Goodridge, Courtney Michael et al. · archived
  195. A Model Relating Pupil Diameter to Mental Workload and Lighting Conditions · 2016 · Pfleging, Bastian et al. · indexed
  196. Measuring Mental Effort in Real Time Using Pupillometry · 2025 · Jayawardena, Gavindya et al. · indexed
  197. Naturalistic Driving: User and Task Analysis · 2003 · Ward, P et al. · indexed
  198. A Validated Rating Scale for Global Mental Workload Measurement Applications · 1983 · Wierwille, Walter W. et al. · indexed
  199. An Assessment of Researchers’ Mental Workload and Fatigue While Engaged in Research Using Machine Learning and NASA-TLX · 2025 · Lecturer, Department of Industrial and Production Engineering, Jashore University of Science and Technology, Jashore, 7408, Bangladesh et al. · indexed
  200. Diagnosticity and multidimensional subjective workload ratings · 1996 · TSANG, PAMELA S. et al. · indexed
  201. Cognitive state monitoring for neuroadaptive information visualization · 2026 · Idesis, Sebastian et al. · archived
  202. Investigation of electrophysiological features during mental workload paradigm · 2016 · Duru, Dilek Göksel et al. · indexed
  203. NASA-TLX Assessment of Mental Workload in Manufacturing Industry · 2022 · Hermansyah, Muhammad Saddam Akbar et al. · indexed
  204. Methods in Cognitive Pupillometry: Design, Preprocessing, and Statistical Analysis · 2022 · Mathôt, Sebastiaan et al. · indexed
  205. Cognitive State Assessment · 2014 · Sciarini, Lee W. et al. · indexed
  206. Mental Workload Alters Heart Rate Variability, Lowering Non-linear Dynamics · 2019 · Delliaux, Stéphane et al. · indexed
  207. Display formats and commercial vehicle operator (CVO) workload · 1997 · Carney, Cher et al. · archived
  208. Physiological-based Driver Monitoring Systems: A Scoping Review · 2022 · Abdul Razak, Siti Fatimah et al. · archived
  209. The Effect of Takeover Lead Time on Driver Workload · 2019 · Yun, Yongdeok et al. · indexed
  210. Feature Selection for Predicting Pilot Mental Workload: A Feasibility Study · 2002 · East, Julia A. et al. · indexed
  211. Evaluation of the Mental Workload of PSIT Employees at SIT XYZ Institutions · 2023 · Aprianto, Teguh et al. · indexed
  212. Computational Models for Workload Analysis of Driving Tasks · 2021 · Handley, Holly et al. · indexed
  213. Mental Workload in Aircraft and Simulator During Basic Civil Aviation Training · 2009 · Dahlstrom, Nicklas et al. · indexed
  214. Variations in Road Conditions on Driver Stress · 2013 · Miller, Erika E. et al. · indexed
  215. A data set of real world driving to assess driver workload · 2013 · Schneegass, Stefan et al. · indexed
  216. Assessing Mental Workload During Laparoscopic Surgery · 2005 · Carswell, C. Melody et al. · indexed
  217. A Comparative Analysis of Mental Workload between Train and Bus Drivers · 2018 · Soewardi, Hartomo et al. · archived
  218. PupilNet, Measuring Task Evoked Pupillary Response using Commodity RGB Tablet Cameras · 2018 · Wangwiwattana, Chatchai et al. · indexed
  219. Multimodal Features for Detection of Driver Stress and Fatigue: Review · 2020 · Němcová, Andrea et al. · archived
  220. When Does the Driver Workload Reaches Its Limits ? · 2006 · Girard, J.-M. et al. · indexed
  221. Remote Mental Workload Estimation by a Bioradar · 2018 · Anishchenko, Lesya N. · indexed
  222. Modeling Mental Workload and Task Performance for Indirect Vision Driving · 2001 · Smyth, Christopher C. · indexed
  223. VR Cognitive Load Dashboard for Flight Simulator · 2022 · Arjun, Somnath et al. · indexed
  224. Classifying Drivers' Cognitive Load Using EEG Signals · 2017 · Barua Shaibal et al. · indexed
  225. Eye movement indices of mental workload · 1990 · May, James G. et al. · indexed
  226. Galvanic Skin Response Based Cognitive Load Measurement for Online Exams · 2021 · Bahauddin Sikder, Md.Saif Bin et al. · indexed
  227. Mental Workload Assessment · 2020 · Zhang, Qiankun et al. · indexed
  228. An evaluation of mental workload with frontal EEG · 2017 · So, Winnie K. Y. et al. · archived
  229. NASA-TLX Mental Workload Analysis of Agrarian Reform Access Field Staff at Kantor Pertanahan X · 2026 · Malahayati, Aisyah Juliawulan et al. · indexed
  230. A Formal Method for Assessing Mental Workload · 2023 · Bolton, Matthew L. et al. · indexed
  231. Entropy of Controller Movements Reflects Mental Workload in Virtual Reality · 2019 · Reinhardt, Daniel et al. · indexed
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