DocumentCode
2161414
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
fYear
2011
fDate
22-27 May 2011
Firstpage
1829
Lastpage
1832
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;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
Conference_Location
Prague
ISSN
1520-6149
Print_ISBN
978-1-4577-0538-0
Electronic_ISBN
1520-6149
Type
conf
DOI
10.1109/ICASSP.2011.5946860
Filename
5946860
Link To Document