Predicting driver's hypovigilance on monotonous roads: literature review.


Autoria(s): Larue, Gregoire S.; Rakotonirainy, Andry; Pettitt, Anthony N.
Data(s)

2010

Resumo

Drivers' ability to react to unpredictable events deteriorates when exposed to highly predictable and uneventful driving tasks. Particularly, highway design reduces the driving task mainly to a lane-keeping one. It contributes to hypovigilance and road crashes as drivers are often not aware that their driving behaviour is impaired. Monotony increases fatigue, however, the fatigue community has mainly focused on endogenous factors leading to fatigue such as sleep deprivation. This paper focuses on the exogenous factor monotony which contributes to hypovigilance. Objective measurements of the effects of monotonous driving conditions on the driver and the vehicle's dynamics is systematically reviewed with the aim of justifying the relevance of the need for a mathematical framework that could predict hypovigilance in real-time. Although electroencephalography (EEG) is one of the most reliable measures of vigilance, it is obtrusive. This suggests to predict from observable variables the time when the driver is hypovigilant. Outlined is a vision for future research in the modelling of driver vigilance decrement due to monotonous driving conditions. A mathematical model for predicting drivers’ hypovigilance using information like lane positioning, steering wheel movements and eye blinks is provided. Such a modelling of driver vigilance should enable the future development of an in-vehicle device that detects driver hypovigilance in advance, thus offering the potential to enhance road safety and prevent road crashes.

Formato

application/pdf

application/pdf

Identificador

http://eprints.qut.edu.au/28268/

Relação

http://eprints.qut.edu.au/28268/1/28268.pdf

http://eprints.qut.edu.au/28268/2/A13-P_G_Larue.pdf

http://www.chalmers.se/safer/driverdistraction-en/

Larue, Gregoire S., Rakotonirainy, Andry, & Pettitt, Anthony N. (2010) Predicting driver's hypovigilance on monotonous roads: literature review. In 1st International Conference on Driver Distraction and Inattention, Gothenburg, Sweden.

Fonte

Centre for Accident Research & Road Safety - Qld (CARRS-Q); School of Curriculum; Faculty of Health; Faculty of Science and Technology; Institute of Health and Biomedical Innovation; School of Psychology & Counselling

Palavras-Chave #170201 Computer Perception Memory and Attention #010200 APPLIED MATHEMATICS #080109 Pattern Recognition and Data Mining #Monotony #Fatigue #Vigilance #Driving #Hidden Markov Models
Tipo

Conference Paper