DocumentCode
154764
Title
Measuring aggressive driving behavior using signals from drive recorders
Author
Yiyang Li ; Miyajima, Chiyomi ; Kitaoka, Norihide ; Takeda, Kenji
Author_Institution
Grad. Sch. of Inf. Sci., Nagoya Univ., Nagoya, Japan
fYear
2014
fDate
8-11 Oct. 2014
Firstpage
1886
Lastpage
1887
Abstract
In this paper, we propose a method of measuring aggressive driving behavior using driving signals from drive recorders. Drivers are assigned aggressiveness scores for four vehicle operation behaviors, i.e., steering, acceleration, deceleration, and alternation between acceleration and deceleration. A driver´s overall aggressiveness score is then estimated by integrating these behaviors using multiple linear regression. We assess the driving behavior of 78 drivers and compare our assessments to the aggressiveness scores assigned by a risk consulting expert. The proposed method achieves a rank correlation coefficient of 0.74 with the evaluations of the risk consulting expert.
Keywords
estimation theory; regression analysis; signal processing; traffic engineering computing; aggressive driving behavior measurement; aggressiveness score estimation; drive recorders; driving signals; linear regression; rank correlation coefficient; Acceleration; Accidents; Companies; Correlation; Feature extraction; Linear regression; Vehicles;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Transportation Systems (ITSC), 2014 IEEE 17th International Conference on
Conference_Location
Qingdao
Type
conf
DOI
10.1109/ITSC.2014.6957969
Filename
6957969
Link To Document