Title :
Driver risk evaluation based on acceleration, deceleration, and steering behavior
Author :
Miyajima, Chiyomi ; Ukai, Hiroki ; Naito, Atsumi ; Amata, Hideomi ; Kitaoka, Norihide ; Takeda, Kazuya
Author_Institution :
Grad. Sch. of Inf. Sci., Nagoya Univ., Nagoya, Japan
Abstract :
We propose a driver risk evaluation method based on the analysis of driving data captured with drive recorders. To evaluate the acceleration behavior of each driver we plot the maximum acceleration per minute to velocity on a two dimensional plane and approximate the distribution by linear regression. We assume that the higher the y-intercept of the line, the quicker the driver accelerates from a stop, and the higher the x-intercept, the higher the preferred speed of travel. To evaluate deceleration behavior, brake pedal operation patterns are classified into four types, based on how the brake is depressed and released. We evaluate deceleration risk levels based on these four braking pattern categories. Steering behavior is evaluated based on the relationship between the radius of road curvature and road design speed as defined in the road construction ordinance. Some correlation is observed between our evaluation results and those manually scored by risk consultants.
Keywords :
automotive electronics; braking; data analysis; data recording; regression analysis; risk analysis; road safety; steering systems; acceleration behavior; brake pedal operation pattern; braking pattern categories; deceleration behavior; deceleration risk level; drive recorder; driver risk evaluation; driving data analysis; linear regression; road construction ordinance; road curvature; steering behavior; Acceleration; Companies; Correlation; Driver circuits; Roads; Vehicles; Weapons; Drive recorder; acceleration; deceleration; driver risk evaluation; steering;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
Conference_Location :
Prague
Print_ISBN :
978-1-4577-0538-0
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2011.5946860