Towards a driver fatigue test based on the saccadic main sequence: A partial validation by subjective report data

Developing a valid measurement of mental fatigue remains a big challenge and would be beneficial for various application areas, such as the improvement of road traffic safety. In the present study we examined influences of mental fatigue on the dynamics of saccadic eye movements. Based on previous findings, we propose that among amplitude and duration of saccades, the peak velocity of saccadic eye movements is particularly sensitive to changes in mental fatigue. Ten participants completed a fixation task before and after 2 h of driving in a virtual simulation environment as well as after a rest break of fifteen minutes. Driving and rest break were assumed to directly influence the level of mental fatigue and were evaluated using subjective ratings and eye movement indices. According to the subjective ratings, mental fatigue was highest after driving but decreased after the rest break. The peak velocity of saccadic eye movements decreased after driving while the duration of saccades increased, but no effects of the rest break were observed in the saccade parameters. We conclude that saccadic eye movement parameters--particularly the peak velocity--are sensitive indicators for mental fatigue. According to these findings, the peak velocity analysis represents a valid on-line measure for the detection of mental fatigue, providing the basis for the development of new vigilance screening tools to prevent accidents in several application domains.

[1]  L F Dell'Osso,et al.  Saccadic velocity characteristics: intrinsic variability and fatigue. , 1979, Aviation, space, and environmental medicine.

[2]  Raja Parasuraman,et al.  Humans and Automation: Use, Misuse, Disuse, Abuse , 1997, Hum. Factors.

[3]  P. Rolan,et al.  Utility of saccadic eye movement analysis as an objective biomarker to detect the sedative interaction between opioids and sleep deprivation in opioid-naive and opioid-tolerant populations , 2010, Journal of psychopharmacology.

[4]  Kai-Quan Shen,et al.  EEG-based mental fatigue measurement using multi-class support vector machines with confidence estimate , 2008, Clinical Neurophysiology.

[5]  R. Schleicher,et al.  Blinks and saccades as indicators of fatigue in sleepiness warners: looking tired? , 2022 .

[6]  F. Bartlett Fatigue Following Highly Skilled Work , 1941, Nature.

[7]  T. M. Nelson,et al.  Development of fatigue symptoms during simulated driving. , 1997, Accident; analysis and prevention.

[8]  E. Grandjean,et al.  Fitting the task to the man: An ergonomic approach , 1980 .

[9]  Adoración Antolí,et al.  Main sequence: an index for detecting mental workload variation in complex tasks. , 2011, Applied ergonomics.

[10]  Joachim Funke Solving complex problems: Human identification and control of complex systems , 1991 .

[11]  R. Dodge,et al.  The laws of relative fatigue. , 1917 .

[12]  William J. Horrey,et al.  The challenges and opportunities of technological approaches to fatigue management. , 2011, Accident; analysis and prevention.

[13]  Gregory Belenky,et al.  Oculomotor responses during partial and total sleep deprivation. , 2005, Aviation, space, and environmental medicine.

[14]  Ann Mills,et al.  Fatigue risk management: Organizational factors at the regulatory and industry/company level. , 2011, Accident; analysis and prevention.

[15]  Andreas Sprenger,et al.  Differential effects of sleep deprivation on saccadic eye movements. , 2005, Sleep.

[16]  Carryl L. Baldwin,et al.  Driver fatigue: The importance of identifying causal factors of fatigue when considering detection and countermeasure technologies , 2009 .

[17]  S. Wessely,et al.  Development of a fatigue scale. , 1993, Journal of psychosomatic research.

[18]  M. A. Recarte,et al.  COGNITIVE DEMANDS OF HANDS-FREE-PHONE CONVERSATION WHILE DRIVING , 2002 .

[19]  R. Leigh,et al.  The neurology of eye movements , 1984 .

[20]  Thierry Baccino,et al.  Approximation of on-line mental workload index in ATC simulated multitasks , 2010 .

[21]  F. Bartlett Ferrier Lecture - Fatigue following highly skilled work , 1943, Proceedings of the Royal Society of London. Series B - Biological Sciences.

[22]  K. R. Ridderinkhof,et al.  Impaired cognitive control and reduced cingulate activity during mental fatigue. , 2005, Brain research. Cognitive brain research.

[23]  Jay A. Edelman,et al.  Antisaccade velocity, but not latency, results from a lack of saccade visual guidance , 2006, Vision Research.

[24]  Niels Galley,et al.  Saccadic eye movement velocity as an indicator of (de)activation: A review and some speculations. , 1989 .

[25]  E. Thorndike,et al.  MENTAL FATIGUE. , 1900, Science.

[26]  Jason Steffener,et al.  Functional neuroimaging correlates of mental fatigue induced by cognition among chronic fatigue syndrome patients and controls , 2007, NeuroImage.

[27]  R J Fairbanks,et al.  RESEARCH ON VEHICLE-BASED DRIVER STATUS/PERFORMANCE MONITORING; DEVELOPMENT, VALIDATION, AND REFINEMENT OF ALGORITHMS FOR DETECTION OF DRIVER DROWSINESS. FINAL REPORT , 1994 .

[28]  J. Beatty,et al.  The pupillary system. , 2000 .

[29]  Kristian S. Gould,et al.  Improving the saccade peak velocity measurement for detecting fatigue , 2010, Journal of Neuroscience Methods.

[30]  Lars Åberg,et al.  Stability in drivers' speed choice , 2002 .

[31]  D. Schroeder,et al.  Blink Rate: A Possible Measure of Fatigue , 1994, Human factors.

[32]  Pietro Carlo Cacciabue,et al.  Guide to applying human factors methods - human error and accident management in safety-critical systems , 2011 .

[33]  José J. Cañas,et al.  A neuroergonomic approach to evaluating mental workload in hypermedia interactions , 2011 .

[34]  R. Dodge,et al.  The angular velocity of eye movements , 1901 .

[35]  José J. Cañas,et al.  Behavioral and eye-movement measures to track improvements in driving skills of vulnerable road users: First-time motorcycle riders , 2011 .

[36]  J. C. Miller,et al.  Electrooculographic and performance indices of fatigue during simulated flight , 1996, Biological Psychology.

[37]  A CRAWFORD,et al.  Fatigue and driving. , 1961, Ergonomics.

[38]  Yvonne Tran,et al.  The psychophysiological determinants of fatigue. , 2007, International journal of psychophysiology : official journal of the International Organization of Psychophysiology.

[39]  A. Bandura Self-Efficacy: The Exercise of Control , 1997, Journal of Cognitive Psychotherapy.

[40]  Simone Benedetto,et al.  Driver workload and eye blink duration , 2011 .

[41]  Boris M. Velichkovsky,et al.  Change detection and occlusion modes in road-traffic scenarios , 2002 .

[42]  Frederick A. Miles,et al.  Linking eye movements and perception , 2003 .

[43]  Rebekka S. Renner,et al.  Saccadic peak velocity sensitivity to variations in mental workload. , 2010, Aviation, space, and environmental medicine.

[44]  Maarten A. S. Boksem,et al.  Mental fatigue: Costs and benefits , 2008, Brain Research Reviews.

[45]  G Debus,et al.  Saccadic velocity and activation: development of a diagnostic tool for assessing energy regulation. , 1998, Ergonomics.

[46]  J. G. Hollands,et al.  Engineering Psychology and Human Performance , 1984 .

[47]  Paul Wasielewski,et al.  Speed as a measure of driver risk: Observed speeds versus driver and vehicle characteristics , 1984 .

[48]  N Galley,et al.  The evaluation of the electrooculogram as a psychophysiological measuring instrument in the driver study of driver behaviour. , 1993, Ergonomics.

[49]  T Marek,et al.  Effects of diazepam and buspirone on reaction time of saccadic eye movements. , 1995, Neuropsychobiology.

[50]  Svend Erik Mathiassen,et al.  Changes in physical workload with implementation of mouse-based information technology in air traffic control , 2006 .

[51]  W. Dement,et al.  Quantification of sleepiness: a new approach. , 1973, Psychophysiology.

[52]  M. Ohayon,et al.  Demographic factors, fatigue, and driving accidents: An examination of the published literature. , 2011, Accident; analysis and prevention.

[53]  N Haworth The role of fatigue research in setting driving hours regulations , 1993 .

[54]  R. Verkes,et al.  Disrupted sensorimotor gating due to mental fatigue: preliminary evidence. , 2006, International journal of psychophysiology : official journal of the International Organization of Psychophysiology.

[55]  L. Stark,et al.  The main sequence, a tool for studying human eye movements , 1975 .

[56]  David Zadok,et al.  Ocular parameters as an objective tool for the assessment of truck drivers fatigue. , 2009, Accident; analysis and prevention.

[57]  Ann Williamson,et al.  The link between fatigue and safety. , 2011, Accident; analysis and prevention.

[58]  Maria L. Thomas,et al.  Neurocognitive monitors: toward the prevention of cognitive performance decrements and catastrophic failures in the operational environment. , 2007, Aviation, space, and environmental medicine.

[59]  H. Gr Compensatory control in the regulation of human performance under stress and high workload; a cognitive-energetical framework. , 1997 .

[60]  A. B. Leonova Occupational stress, personnel adaptation, and health , 1996 .

[61]  A. Maldonado,et al.  Risk behaviour and mental workload: Multimodal assessment techniques applied to motorbike riding simulation , 2009 .

[62]  R Onken,et al.  Adaptation to the driver as part of a driver monitoring and warning system. , 1997, Accident; analysis and prevention.

[63]  Christopher M. Barnes,et al.  `I'm tired': Differential effects of physical and emotional fatigue on workload management strategies , 2009 .

[64]  G. Wilson,et al.  Measurement of Operator Workload with the Neuropsychological Workload Test Battery , 1988 .

[65]  A. B. Leonova Basic issues in occupational stress research , 1998 .

[66]  Christopher D. Wickens,et al.  An introduction to human factors engineering , 1997 .

[67]  A. Craig,et al.  A critical review of the psychophysiology of driver fatigue , 2001, Biological Psychology.

[68]  N Galley,et al.  An enquiry into the relationship between activation and performance using saccadic eye movement parameters. , 1998, Ergonomics.

[69]  M. Jeng,et al.  Driver fatigue and highway driving: A simulator study , 2008, Physiology & Behavior.

[70]  Raja Parasuraman,et al.  Neuroergonomics: The Brain at Work , 2006 .

[71]  T. Triggs,et al.  Time of day variations in driving performance. , 1997, Accident; analysis and prevention.

[72]  P. Tsang,et al.  Diagnosticity and multidimensional subjective workload ratings. , 1996, Ergonomics.

[73]  Boris M. Velichkovsky,et al.  Towards an express-diagnostics for level of processing and hazard perception , 2002 .