Stationary gaze entropy predicts lane departure events in sleep-deprived drivers

Brook A. Shiferaw, Luke A. Downey, Justine Westlake, Bronwyn Stevens, Shantha M. W. Rajaratnam, David J. Berlowitz, Phillip Swann, Mark E. Howard

Research output: Contribution to journalArticleResearchpeer-review

9 Citations (Scopus)

Abstract

Performance decrement associated with sleep deprivation is a leading contributor to traffic accidents and fatalities. While current research has focused on eye blink parameters as physiological indicators of driver drowsiness, little is understood of how gaze behaviour alters as a result of sleep deprivation. In particular, the effect of sleep deprivation on gaze entropy has not been previously examined. In this randomised, repeated measures study, 9 (4 male, 5 female) healthy participants completed two driving sessions in a fully instrumented vehicle (1 after a night of sleep deprivation and 1 after normal sleep) on a closed track, during which eye movement activity and lane departure events were recorded. Following sleep deprivation, the rate of fixations reduced while blink rate and duration as well as saccade amplitude increased. In addition, stationary and transition entropy of gaze also increased following sleep deprivation as well as with amount of time driven. An increase in stationary gaze entropy in particular was associated with higher odds of a lane departure event occurrence. These results highlight how fatigue induced by sleep deprivation and time-on-task effects can impair drivers' visual awareness through disruption of gaze distribution and scanning patterns.

Original languageEnglish
Article number2220
Number of pages10
JournalScientific Reports
Volume8
Issue number1
DOIs
Publication statusPublished - 1 Dec 2018

Keywords

  • human behaviour
  • sleep deprivation

Cite this

Shiferaw, Brook A. ; Downey, Luke A. ; Westlake, Justine ; Stevens, Bronwyn ; Rajaratnam, Shantha M. W. ; Berlowitz, David J. ; Swann, Phillip ; Howard, Mark E. / Stationary gaze entropy predicts lane departure events in sleep-deprived drivers. In: Scientific Reports. 2018 ; Vol. 8, No. 1.
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Stationary gaze entropy predicts lane departure events in sleep-deprived drivers. / Shiferaw, Brook A.; Downey, Luke A.; Westlake, Justine; Stevens, Bronwyn; Rajaratnam, Shantha M. W.; Berlowitz, David J.; Swann, Phillip; Howard, Mark E.

In: Scientific Reports, Vol. 8, No. 1, 2220, 01.12.2018.

Research output: Contribution to journalArticleResearchpeer-review

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