DocumentCode :
174361
Title :
Performance enhancement of Behavior-Based Safety of fleet management systems
Author :
Sekar, Maris ; Moshirpour, Mohammad ; Serfontein, Julian ; Far, Behrouz H.
Author_Institution :
UA Land Syst. & Technol., Shell Canada, Calgary, AB, Canada
fYear :
2014
fDate :
5-8 Oct. 2014
Firstpage :
3840
Lastpage :
3845
Abstract :
Although management of Road Safety has been an area of concern over the past several decades the following behavior-based problem areas still exist: unsafe driving behaviors and high-risk drivers. A Behavior-Based Safety Management System (BBSMS) can help address these areas by introducing concepts of Activators, Behaviors and their Consequences. The focus of BBSMS is on improving and changing behavior rather than dealing with the consequences of bad behavior. This paper explores the application of Utilization Z-scores and Reliability Demonstration Chart, a reliability engineering technique, to help analyze driver behavior. The driver behavior is represented by In Vehicle Monitoring System (IVMS) data collected over several years. The events recorded and monitored by the IVMS include over speeding, over revving, harsh acceleration, harsh braking and seat belt disconnects while driving. The techniques provide an easy and effective way for drivers and their managers to monitor driver risk profiles by classifying and identifying drivers with high risks - drivers with a higher probability of generating IVMS events. The consequences of the unsafe behavior can then be identified and activators can be modified in order to reduce risk. By positively influencing the behavior the consequences can be better managed to reduce the risks associated with the Safety Management System (SMS).
Keywords :
road safety; traffic engineering computing; behavior-based problem; behavior-based safety management system; driver classification; driver identification; driver risk profile monitoring; fleet management systems; harsh acceleration; harsh braking; high-risk drivers; in vehicle monitoring system; over revving; over speeding; reliability demonstration chart; reliability engineering technique; road safety; unsafe driving behaviors; utilization z-scores; Accidents; Computer crashes; Monitoring; Safety; Software reliability; Vehicles; Behaviour-Based Safety; Vehicle Monitoring System; reliability demonstration chart; reliability engineering; safety management systems; utilization z-score;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Systems, Man and Cybernetics (SMC), 2014 IEEE International Conference on
Conference_Location :
San Diego, CA
Type :
conf
DOI :
10.1109/SMC.2014.6974529
Filename :
6974529
Link To Document :
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