Continuous monitoring of visual distraction and drowsiness in shift-workers during naturalistic driving

•Drowsiness and visual distraction examined in NDS of shift-workers.•Achieved continuous monitoring of real-world distracted driving behavioural signals.•Drivers significantly more likely to look toward their lap when drowsy.•Lap visual time-sharing sequences less frequent but longer duration on dro...

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Published inSafety science Vol. 119; pp. 112 - 116
Main Authors Kuo, Jonny, Lenné, Michael G., Mulhall, Megan, Sletten, Tracey, Anderson, Clare, Howard, Mark, Rajaratnam, Shantha, Magee, Michelle, Collins, Allison
Format Journal Article
LanguageEnglish
Published Amsterdam Elsevier Ltd 01.11.2019
Elsevier BV
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Abstract •Drowsiness and visual distraction examined in NDS of shift-workers.•Achieved continuous monitoring of real-world distracted driving behavioural signals.•Drivers significantly more likely to look toward their lap when drowsy.•Lap visual time-sharing sequences less frequent but longer duration on drowsy trips. Driver drowsiness is a significant public health problem and has previously been linked to an increase in drivers’ propensity to engage in visual distraction. This relationship however has yet to be examined under naturalistic driving conditions, where task demands may differ from lab-based experimental studies. This study aimed to examine the behavioural and physiological signals associated with visual distraction in real-world driving through a world-first application of a real-time driver monitoring system. Using a continuous driver monitoring system, shift-workers (N = 20) were observed on their commutes to and from work. Classifying off-road glances into glances to the driver lap and centre console regions of the vehicle revealed differences in the propensity for drivers to look away from the forward roadway toward these regions, with drivers significantly more likely to look toward their lap when drowsy. These glances were subsequently clustered and analysed in the context of visual time-sharing sequences. Our findings carry impact not only within the subjects of drowsiness and distraction but are also broadly applicable in the context of naturalistic driving methodology where real-time assessment of driver state can facilitate the analysis of large naturalistic datasets.
AbstractList Driver drowsiness is a significant public health problem and has previously been linked to an increase in drivers' propensity to engage in visual distraction. This relationship however has yet to be examined under naturalistic driving conditions, where task demands may differ from lab-based experimental studies. This study aimed to examine the behavioural and physiological signals associated with visual distraction in real-world driving through a world-first application of a real-time driver monitoring system. Using a continuous driver monitoring system, shift-workers (N = 20) were observed on their commutes to and from work. Classifying off-road glances into glances to the driver lap and centre console regions of the vehicle revealed differences in the propensity for drivers to look away from the forward roadway toward these regions, with drivers significantly more likely to look toward their lap when drowsy. These glances were subsequently clustered and analysed in the context of visual time-sharing sequences. Our findings carry impact not only within the subjects of drowsiness and distraction but are also broadly applicable in the context of naturalistic driving methodology where real-time assessment of driver state can facilitate the analysis of large naturalistic datasets.
•Drowsiness and visual distraction examined in NDS of shift-workers.•Achieved continuous monitoring of real-world distracted driving behavioural signals.•Drivers significantly more likely to look toward their lap when drowsy.•Lap visual time-sharing sequences less frequent but longer duration on drowsy trips. Driver drowsiness is a significant public health problem and has previously been linked to an increase in drivers’ propensity to engage in visual distraction. This relationship however has yet to be examined under naturalistic driving conditions, where task demands may differ from lab-based experimental studies. This study aimed to examine the behavioural and physiological signals associated with visual distraction in real-world driving through a world-first application of a real-time driver monitoring system. Using a continuous driver monitoring system, shift-workers (N = 20) were observed on their commutes to and from work. Classifying off-road glances into glances to the driver lap and centre console regions of the vehicle revealed differences in the propensity for drivers to look away from the forward roadway toward these regions, with drivers significantly more likely to look toward their lap when drowsy. These glances were subsequently clustered and analysed in the context of visual time-sharing sequences. Our findings carry impact not only within the subjects of drowsiness and distraction but are also broadly applicable in the context of naturalistic driving methodology where real-time assessment of driver state can facilitate the analysis of large naturalistic datasets.
Author Sletten, Tracey
Anderson, Clare
Mulhall, Megan
Howard, Mark
Magee, Michelle
Collins, Allison
Rajaratnam, Shantha
Kuo, Jonny
Lenné, Michael G.
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Keywords Naturalistic driving
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Snippet •Drowsiness and visual distraction examined in NDS of shift-workers.•Achieved continuous monitoring of real-world distracted driving behavioural...
Driver drowsiness is a significant public health problem and has previously been linked to an increase in drivers' propensity to engage in visual distraction....
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StartPage 112
SubjectTerms Automobile drivers
Automobile driving
Distraction
Driver behaviour
Driver engagement
Driver fatigue
Driver monitoring
Drivers
Driving conditions
Drowsiness
Monitoring
Monitoring systems
Naturalistic driving
Public health
Real time
Roads & highways
Traffic accidents & safety
Visual signals
Visual time-sharing
Title Continuous monitoring of visual distraction and drowsiness in shift-workers during naturalistic driving
URI https://dx.doi.org/10.1016/j.ssci.2018.11.007
https://www.proquest.com/docview/2334210168
Volume 119
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