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Driver Fatigue Detection Systems: A Review

IEEE Transactions on Intelligent Transportation Systems · 2018 · Vol. 20(6) · pp. 2339–2352
Gulbadan SikanderShahzad Anwar

Abstract

Driver fatigue has been attributed to traffic accidents; therefore, fatigue-related traffic accidents have a higher fatality rate and cause more damage to the surroundings compared with accidents where the drivers are alert. Recently, many automobile companies have installed driver assistance technologies in vehicles for driver assistance. Third party companies are also manufacturing fatigue detection devices; however, much research is still required for improvement. In the field of driver fatigue detection, continuous research is being performed and several articles propose promising results in constrained environments, still much progress is required. This paper presents state-of-the-art review of recent advancement in the field of driver fatigue detection. Methods are categorized into five groups, i.e., subjective reporting, driver biological features, driver physical features, vehicular features while driving, and hybrid features depending on the features used for driver fatigue detection. Various approaches have been compared for fatigue detection, and areas open for improvements are deduced.

Sleep and Work-Related FatigueNon-Invasive Vital Sign MonitoringIoT and GPS-based Vehicle Safety SystemsField (mathematics)Computer scienceAutomotive industryEngineeringAutomotive engineeringTransport engineering
Citations
498
FWCI
27.89
field-weighted impact
References
106
Percentile
100%
vs. same field & year
Citations per year
References
ECG to identify individuals
Pattern Recognition · 2004 · 666 citations
Fatigue, sleep restriction and driving performance
Accident Analysis & Prevention · 2005 · 371 citations
Monotony of road environment and driver fatigue: a simulator study
Accident Analysis & Prevention · 2003 · 668 citations
Driver Inattention Monitoring System for Intelligent Vehicles: A Review
IEEE Transactions on Intelligent Transportation Systems · 2011 · 690 citations
Real-Time System for Monitoring Driver Vigilance
IEEE Transactions on Intelligent Transportation Systems · 2006 · 700 citations
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