stress driving

Stress during driving: the strain response to driving demands — perceived workload, time pressure, congestion, and the physiological and subjective stress reaction, with appraisal and coping (driver stress inventory, demand-resource imbalance, acute stress arousal). The demand-induced strain state, distinct from anxiety_depression_driving (clinical mental-health symptoms), from affect_mood (general mood valence), and from anger_road_rage (hostility toward others); stress_driving is task-demand strain, not disorder, mood, or anger.

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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.

Instruments & Measures 521 of 659 declare it
Automation level 143 of 659 declare it
Dataset 76 of 659 declare it

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

  1. Validation of a one-item acute stress scale for driving tasks · 2024 · Dahlman, Anna Sjörs et al. · archived
  2. Dimensions of driver stress · 1989 · GULIAN, E. et al. · indexed
  3. Individual Differences in Driver Stress and Performance · 1996 · Matthews, Gerald · indexed
  4. The acute physiological stress response to driving: A systematic review · 2017 · Antoun, Michael et al. · indexed
  5. Driver Stress and Performance on a Driving Simulator · 1998 · Matthews, Gerald et al. · indexed
  6. Attentional Overload, stress, and simulate Driving Performance · 1996 · Matthews, Gerald et al. · indexed
  7. Traffic congestion, driver stress, and driver aggression · 1999 · Hennessy, Dwight A. et al. · indexed
  8. The Stress of Driving · 1992 · Gulian‐Minshull, Edith · indexed
  9. The stress of driving: A diary study · 1990 · Gulian, E. et al. · indexed
  10. A Transactional Model of Driver Stress · 2000 · Matthews, Gerald · indexed
  11. On-road Stress Analysis for In-car Interventions During the Commute · 2019 · Balters, Stephanie et al. · indexed
  12. Effects of Chronic Stress and Acute Stress on Driving Performance · 2024 · Oliver, Myriam et al. · indexed
  13. Mental workload and driving · 2014 · Paxion, Julie et al. · archived
  14. Psycho-physiological parameters to evaluate the mental demand during driving · 2011 · Yoon, Sang-Young et al. · indexed
  15. Vehicle automation: A remedy for driver stress? · 2007 · Funke, G. et al. · indexed
  16. Driving in an urban environment, the stress response and effects of exercise · 2018 · Antoun, Michael et al. · indexed
  17. Individualized stress detection using an unmodified car steering wheel · 2021 · Balters, Stephanie et al. · archived
  18. Individual differences in driver stress vulnerability in a Japanese sample · 1999 · MATTHEWS, GERALD et al. · indexed
  19. Towards a transactional ergonomics for driver stress and fatigue · 2002 · Matthews, Gerald · indexed
  20. Stress and Simulated Environments: Insights From Physiological Marker · 2021 · Liebherr, Magnus et al. · archived
  21. Mental Workload, Task Demand and Driving Performance: What Relation? · 2014 · da Silva, Fátima Pereira · indexed
  22. Validity of Mental Workload Measures in a Driving Simulation Environment · 2018 · Galante, Francesco et al. · archived
  23. Time perception as a workload measure in simulated car driving · 2009 · Baldauf, Daniel et al. · indexed
  24. Physiological and Response Measurements in Driving Tasks · 1972 · Weir, David H. et al. · indexed
  25. Driving in States of Fatigue or Stress · 2011 · Matthews, Gerald et al. · indexed
  26. Skin potential response for stress recognition in simulated urban driving · 2021 · Zontone, Pamela et al. · indexed
  27. Eliciting Driver Stress Using Naturalistic Driving Scenarios on Real Roads · 2018 · Baltodano, Sonia et al. · indexed
  28. A Comparative Analysis of Mental Workload between Train and Bus Drivers · 2018 · Soewardi, Hartomo et al. · archived
  29. Monitoring Driving Stress using HRV · 2019 · Rony, Rahat Jahangir et al. · indexed
  30. SmartCar: detecting driver stress · 2002 · Healey, J. et al. · indexed
  31. Examining the effects of stress on the driving abilities of paramedic students · 2019 · Duncliffe, Trevor Hines et al. · indexed
  32. TASK-INDUCED FATIGUE EFFECTS ON SIMULATED DRIVING PERFORMANCE · 1998 · Desmond, Paula A. et al. · indexed
  33. The measurement of drivers' mental workload · 1996 · de Waard, Dick · indexed
  34. Variations in Road Conditions on Driver Stress · 2013 · Miller, Erika E. et al. · indexed
  35. FATIGUE AND DRIVING · 1961 · Crawford, A. · indexed
  36. Real-Time Driver's Stress Event Detection · 2011 · Rigas, George et al. · indexed
  37. Mapping Mental Load in Car Driving · 1978 · WILDERVANCK, C. et al. · indexed
  38. Traffic Psychology: An International Perspective · 2011 · Hennessy, Dwight Ed. · indexed
  39. A data set of real world driving to assess driver workload · 2013 · Schneegass, Stefan et al. · indexed
  40. Demand-Based Driver Distraction Quantitative Balance Model · 2011 · Wu, Zhizhou et al. · indexed
  41. Qualitative Standard of Driver Workload · 2011 · Hu, Jiang-bi et al. · indexed
  42. Age and Gender Differences in Stress Responses during Simulated Driving · 1999 · Matthews, Gerald et al. · indexed
  43. Multimodal Features for Detection of Driver Stress and Fatigue: Review · 2020 · Němcová, Andrea et al. · archived
  44. A reasoning-based framework for car driver’s stress prediction · 2008 · Rigas, George et al. · indexed
  45. The Effect of Takeover Lead Time on Driver Workload · 2019 · Yun, Yongdeok et al. · indexed
  46. Driver Workload in an Autonomous Vehicle · 2019 · Murphey, Yi et al. · indexed
  47. Fatigue and Stress Due to Prolonged Driving and Changing Task Demands · 1977 · Riemersma, Johan B. J. et al. · indexed
  48. Working Stress Analysis of Rail Transit Driver Based on ECR Model · 2017 · Dong, Shoufang et al. · indexed
  49. Personalized Driver Workload Estimation in Real-World Driving · 2018 · Murphey, Yi et al. · indexed
  50. A qualitative exploration of driving stress and driving discourtesy · 2018 · Scott-Parker, B. et al. · indexed
  51. Beside and Behind the Wheel: Factors that Influence Driving Stress and Driving Behavior · 2021 · Magaña, Víctor Corcoba et al. · indexed
  52. Heart rate dynamics for cognitive load estimation in a driving simulation task · 2024 · Arutyunova, Karina Rollandovna et al. · archived
  53. Stress State of Driver: Mobile Phone Use While Driving · 2013 · Chen, Ying · indexed
  54. Driver Distraction and Stress Detection Systems: A Review · 2020 · Ghandour, Raymond et al. · indexed
  55. Naturalistic Driving: User and Task Analysis · 2003 · Ward, P et al. · indexed
  56. Driver Adaptive Task Allocation: A Field Driving Study · 2017 · Lei, S. et al. · archived
  57. On the Fast Lane to Road Rage · 2003 · Drews, Frank A. et al. · archived
  58. Improving safety through online driver workload assessment · 2008 · Younsi, Karine et al. · indexed
  59. Physiological Measures of Risk Perception in Highly Automated Driving · 2022 · Perello-March, Jaume R. et al. · archived
  60. Traffic conditions and their impact on the functional state of the bus driver · 2021 · Postranskyy, Taras et al. · indexed
  61. A Comparison of Subjective Mental Workload Measures in Driving Contexts · 2013 · Kim, Ji Yeon et al. · indexed
  62. Classifying driver workload using physiological and driving performance data · 2014 · Solovey, Erin T. et al. · indexed
  63. A Validation Study on a Subjective Driving Workload Prediction Tool · 2014 · Hwang, Yoonsook et al. · indexed
  64. The Effect of Prior Task Loading on Mental Workload · 2010 · Morgan, Justin F. et al. · indexed
  65. Experimental design for a psychophysiological driving simulator study · 2014 · Higgs, Bryan et al. · indexed
  66. A Workload Approach to the Evaluation of Vehicle Handling Characteristics · 2000 · Krüger, H.-P. et al. · indexed
  67. Discomfort, affects and coping strategies in driving activity · 2008 · Cahour, Béatrice · indexed
  68. Towards Driver's State Recognition on Real Driving Conditions · 2011 · Rigas, George et al. · indexed
  69. How is the Driver's Workload Influenced by the Road Environment? · 2017 · Bongiorno, Nicola et al. · indexed
  70. Driver Reliability Assessment Based Mental Workload · 2009 · Tang, Zhihui et al. · indexed
  71. Towards a general theory of driver behaviour · 2005 · Fuller, Ray · indexed
  72. PTSD symptoms, driving stress, and anxious driving behavior among novice drivers · 2023 · Corlătianu, Mălina et al. · indexed
  73. Experiment design for Stress data collection while driving in a simulator · 2023 · Scherz, Wilhelm Daniel et al. · indexed
  74. DRIVING-INDUCED STRESS IN URBAN COLLEGE STUDENTS · 2000 · RASMUSSEN, CHARLES · indexed
  75. Driver Task Load in Different Road Environments · 1983 · Janssen, Wiel H. · indexed
  76. Development of a Steering Entropy Method for Evaluating Driver Workload · 1999 · Nakayama, Okihiko et al. · indexed
  77. Driver Workload Metrics Task 2 Final Report · 2006 · Angell, Linda et al. · indexed
  78. Driving with a congestion assistant; mental workload and acceptance · 2009 · Brookhuis, Karel A. et al. · indexed
  79. An angry driver is not the same as a fearful driver · 2011 · Jeon, Myounghoon et al. · indexed
  80. Collection and Analysis of Physiological Measures in Driving Research · 2015 · Gable, Thomas M. et al. · indexed
  81. IDENTIFYING STRESSORS IN THE WORK OF BUS DRIVERS · 2025 · Menuhova, Tatyana et al. · archived
  82. Driving mental workload and performance of ageing drivers · 2020 · Abd Rahman, Nurul Izzah et al. · indexed
  83. Simulator Evaluation of Heavy-Vehicle Driver Workload · 1995 · Kantowitz, Barry H. · indexed
  84. Pupillometry in Driver Workload Assessment: Opportunities and Challenges · 2025 · Bosurgi, Gaetano et al. · indexed
  85. Psychophysiological Reactivity of Aggressive Drivers: An Exploratory Study · 2001 · Malta, Loretta S. et al. · indexed
  86. Automobile Driver Stress Detection By Wearable Glove System · 2018 · D, Hepsiba. et al. · archived
  87. Detection-Response Task—Uses and Limitations · 2018 · Stojmenova, Kristina et al. · indexed
  88. Mental workload and information management · 2003 · Smiley, A. · indexed
  89. Individual Differences and Automation Choice in Simulated Driving · 2011 · Neubauer, Catherine et al. · indexed
  90. Perceived impacts of stressful events on train driver performance · 2024 · Liddell, N.T. et al. · indexed
  91. Evaluation of Driving-Assistance Systems Based on Drivers' Workload · 2001 · Takada, Yuji et al. · archived
  92. The interplay between cognitive load and driving in scenarios of daily commuting · 2022 · Felisberti, Fatima Maria et al. · indexed
  93. In-Vehicle Stress Monitoring Based on EEG Signal · 2017 · Begum, Shahina et al. · archived
  94. Handbook of Stress in the Occupations · 2011 · Langan‐Fox, Janice et al. · indexed
  95. The multidimensional driving style inventory—scale construct and validation · 2003 · Orit Taubman – Ben‐Ari et al. · indexed
  96. Stress Events Detection of Driver by Wearable Glove System · 2016 · Lee, Dae Seok et al. · indexed
  97. Max Brake Force as a Measure of Perceived Urgency in a Driving Context · 2013 · Lewis, Bridget A. et al. · indexed
  98. Assessing Drivers’ Physiological Responses Using Consumer Grade Devices · 2019 · Gruden, Timotej et al. · indexed
  99. Drivers Stress Identification in Real-World Driving Tasks · 2022 · Bano, Saira et al. · indexed
  100. Driver mental workload measurement trends and cognitive impacts: a literature review · 2026 · Faidah, Uyun Nadzirotul et al. · indexed
  101. In-Vehicle Information Systems Demand Model (Research Update) · 2000 · Dingus, Tom et al. · archived
  102. Fatigue and Stress in Driving · 1994 · Howard, Andrew et al. · indexed
  103. State of science: mental workload in ergonomics · 2014 · Young, Mark S. et al. · archived
  104. Multimodal Recognition of Cognitive Workload for Multitasking in the Car · 2010 · Putze, Felix et al. · indexed
  105. Study on Driver Stress Response Ability on Rural Roads in China · 2013 · Bian, Haoyi et al. · indexed
  106. Assessment of bus driver's mental workload by Persian Driving Activity Load Index · 2021 · Babamiri, Mohammad et al. · indexed
  107. Fatigue, workload and adaptive driver systems · 1997 · Hancock, P.A. et al. · indexed
  108. Fatigue in Simulated Car Driving · 1972 · DUREMAN, By E. I. et al. · indexed
  109. Multimodal Driver State Modeling through Unsupervised Learning · 2021 · Tavakoli, Arash et al. · archived
  110. Measuring Individual Differences in Driver Inattention · 2014 · Ledesma, Rubén Daniel et al. · indexed
  111. HARMONY: A Human-Centered Multimodal Driving Study in the Wild · 2021 · Tavakoli, Arash et al. · archived
  112. Distress Tolerance as a Predictor of Risky and Aggressive Driving · 2013 · Beck, Kenneth H. et al. · indexed
  113. Queuing Network Modeling of Driver Workload and Performance · 2007 · Changxu Wu et al. · indexed
  114. Investigating the influence of highway median design on driver stress · 2020 · Meesit, Ratthaphong et al. · indexed
  115. Driver impairment monitoring by physiological measures · 2019 · Brookhuis, Karel · indexed
  116. Resurrecting Driver Workload Metrics: A Multivariate Approach · 2015 · Auflick, Jack L. · indexed
  117. Measuring driving simulator adaptation using EDA · 2022 · Pungu Mwange, Marie-Anne et al. · archived
  118. Driver Emotion Recognition for Intelligent Vehicles · 2020 · Zepf, Sebastian et al. · indexed
  119. Behavioral Entropy as an Index of Workload · 2000 · Boer, Erwin R. · indexed
  120. Driving for Real or on a Fixed-Base Simulator: Is It so Different? An Explorative Study · 2015 · Milleville-Pennel, Isabelle et al. · indexed
  121. Driver stress in five Spanish-speaking countries: Construct validity of the LatinSET · 2020 · Dorantes Argandar, Gabriel et al. · indexed
  122. Cognitive Aspect of Emotion Estimation of a Driver · 2024 · Luo, Jinshan et al. · archived
  123. Multimodal driver state modeling through unsupervised learning · 2022 · Tavakoli, Arash et al. · indexed
  124. Why drivers are frustrated: results from a diary study and focus groups · 2020 · Bosch, Esther et al. · indexed
  125. Mind over motor mapping: Driver response to changing vehicle dynamics · 2018 · Bruno, Jennifer L. et al. · indexed
  126. Measuring people in control [air traffic controllers] · 2001 · David, H. · indexed
  127. Wearable Glove-Type Driver Stress Detection Using a Motion Sensor · 2017 · Lee, Boon-Giin et al. · indexed
  128. Discount Driver Mental Workload Assessment · 2024 · Jiang, Haoyan et al. · indexed
  129. Driving time modulates accommodative response and intraocular pressure · 2016 · Vera, Jesús et al. · indexed
  130. Road Characteristics and Driver Fatigue: A Simulator Study · 2007 · Oron-Gilad, Tal et al. · indexed
  131. The mental workload analysis of gojek drivers · 2020 · Prabaswari, A D et al. · indexed
  132. Driver Assessment with Measures of Continuous Control Behavior · 2005 · Allen, R Wade et al. · indexed
  133. Development of a Driving Anger Scale · 1994 · Deffenbacher, Jerry L. et al. · indexed
  134. Stress and the bus driver in the UK transport industry · 1990 · Duffy, Carol A. et al. · indexed
  135. Investigation of Train Driver Physiological Responses · 2018 · Crowley, Katie et al. · indexed
  136. Detecting Moments of Stress from Measurements of Wearable Physiological Sensors · 2019 · Kyriakou, Kalliopi et al. · indexed
  137. Human Mental Workload: A Survey and a Novel Inclusive Definition · 2022 · Longo, Luca et al. · archived
  138. Mental Workload and its Relation with Fatigue among Urban Bus Drivers · 2017 · Hassanzadeh-Rangi, Narmin et al. · archived
  139. Psychophysiological Metrics for Workload are Demand-Sensitive but Multifactorial · 2014 · Reinerman-Jones, Lauren E. et al. · indexed
  140. Estimation of driver mental states using autonomic indices · 2016 · Kuriyagawa, Yukiyo et al. · indexed
  141. Physiological Methods and Measurements in Driving Simulation · 2004 · Rizzo, Matthew · indexed
  142. Psychometric evidence of the Brazilian version of Driving Cognitions Questionnaire (DCQ) · 2015 · OliSan, George Oliveira Santos et al. · indexed
  143. Driver’s mental workload prediction model based on physiological indices · 2017 · Yan, Shengyuan et al. · indexed
  144. Heavy Vehicle Driver Workload Assessment: Lessons from Aviation · 1992 · Kantowitz, Barry H. · indexed
  145. Warwick-JLR driver monitoring dataset (DMD) · 2015 · Taylor, Phillip et al. · indexed
  146. Mental workload of young drivers during curve negotiation · 2014 · Li, Cheng-Xi et al. · indexed
  147. When Does the Driver Workload Reaches Its Limits ? · 2006 · Girard, J.-M. et al. · indexed
  148. Subjective mental workload measurement using video fragments · 2014 · Christoph, M. et al. · indexed
  149. Event-Based Driver Performance Assessment · 2003 · Boer, Erwin R et al. · indexed
  150. An Investigation of Measuring Driver Anger with Electromyography · 2019 · Saikalis, Christopher et al. · indexed
  151. Emotion induction strategies in driving simulator for validated experiments · 2021 · Nobari, Khazar Dargahi et al. · archived
  152. Respiration and Heart Rate Modulation Due to Competing Cognitive Tasks While Driving · 2019 · Hidalgo-Muñoz, Antonio R. et al. · indexed
  153. Frustration in the face of the driver · 2018 · Ihme, Klas et al. · archived
  154. Predicting the EEG Level of a Driver Based on Driving Information · 2019 · Kim, Hyun Suk et al. · indexed
  155. Prediction of driver’s workload by means of fuzzy techniques · 2012 · Pellegrino, Orazio · indexed
  156. Driver stress level detection using HRV analysis · 2015 · Munla, Nermine et al. · indexed
  157. MONITORING DRIVER STATUS THROUGH IN-VEHICLE PARAMETERS · 1991 · Brookhuis, Karel · indexed
  158. Calm Commute · 2020 · Balters, Stephanie et al. · indexed
  159. Driver cognitive workload estimation: a data-driven perspective · 2005 · Yilu Zhang et al. · indexed
  160. Multimodal Car Driver Stress Recognition · 2019 · Bianco, Simone et al. · indexed
  161. Analysis of Driver Workload on Different Types of Optical Tunnels · 2019 · Luo, Jie et al. · indexed
  162. DRIVER’S MENTAL WORKLOAD: TASK PERFORMANCE AND MENTAL WORKLOAD · 2015 · Makhtar, Ahmad Khushairy et al. · indexed
  163. Physiological correlates of discomfort in automated driving · 2019 · Beggiato, Matthias et al. · indexed
  164. Physiological responses to simulated and on-road driving · 2011 · Johnson, Michel J. et al. · indexed
  165. Vehicle Integrated Non-Intrusive Monitoring of Driver Biological Signals · 2011 · Watson, Todd et al. · indexed
  166. Stress, Skilled Performance, and Expertise · 2019 · Matthews, Gerald et al. · indexed
  167. Average heart rate for driver monitoring systems · 2016 · Biondi, F et al. · archived
  168. Effects of Demand Transitions on Vigilance Performance and Perceived Workload · 1995 · Moroney, Brian W. et al. · indexed
  169. A multimodal physiological dataset for driving behaviour analysis · 2024 · Tao, Xiaoming et al. · archived
  170. Driver experience and cognitive workload in different traffic environments · 2006 · Patten, Christopher J.D. et al. · indexed
  171. Occupational Stress Factors Among Driving Instructors in a Malaysian Driving School · 2025 · Norizan, Mohamad Nurfairuz et al. · indexed
  172. Subjective driving experience recorded live: A naturalistic driving approach · 2026 · Simon, Katharina et al. · indexed
  173. Stress and the London Regional Transport train driver · 1987 · Lewis, N. J. · indexed
  174. Workload in Train Driving Job: Affecting Factors and Improvement Recommendations · 2017 · Hassanzadeh-Rangi, Narmin et al. · indexed
  175. Analysis of the driver's stress level while driving in Truck Platooning · 2025 · Gandini, Paolo et al. · indexed
  176. ROStopbox: A Human-Centered Vehicle Environment Data Acquisition System · 2024 · Schneider, Daniel et al. · indexed
  177. Risks in the driving of emergency service vehicles · 2008 · Gormley, Michael et al. · indexed
  178. Field Test of Arousal: A Portable Reaction Timer with Data Storage · 1982 · Wilkinson, R. T. et al. · indexed
  179. Mental Workload and Health: A Latent Threat · 1995 · Klonowicz, Tatiana · indexed
  180. Dataset of physiological signals in the use of advanced driver assistance systems (ADAS) · 2026 · de Castro, Gabriel Martins et al. · indexed
  181. Autonomic activity and obesity response to driving activity · 2019 · Dixit, Prashanth et al. · indexed
  182. Burnout and health status in Italian air traffic controllers. · 1994 · Dell'Erba, G et al. · indexed
  183. Classification of speech under stress and cognitive load in USAR operations · 2013 · Charfuelan, Marcela et al. · indexed
  184. The effect of competition on heart rate during kart driving: A field study · 2011 · Matsumura, Kenta et al. · indexed
  185. A methodology for road traffic resilience analysis and review of related concepts · 2017 · Calvert, Simeon C. et al. · indexed
  186. Network Design Effects of Dynamic Traffic Assignment · 1995 · Janson, Bruce N. · indexed
  187. Annoyance of Time-Varying Road-Traffic Noise · 2010 · Kaczmarek, Tomasz et al. · indexed
  188. Hydrodynamic Kelvin-Voigt Model Transportation System · 2020 · Pihnastyi, Oleh Mykhailovych et al. · indexed