Title :
Sensitivity analysis of human driving characteristics on road and driving conditions for active vehicle control systems
Author :
Schnelle, Scott ; Junmin Wang
Author_Institution :
Dept. of Mech. & Aerosp. Eng., Ohio State Univ., Columbus, OH, USA
Abstract :
This paper presents a sensitivity analysis of a human driver model under various road and driving conditions. With the increasing number of active vehicle control and driver-assistive systems, behaviors of human drivers are becoming more important to vehicle control, safety, and performance. As of now, these active vehicle control and driver-assistive systems are designed based on the one-size-fits-all approach with no explicit considerations or adaptations to the individual human driver characteristics variations. To further enhance the performances of such active vehicle control systems, a thorough understanding on the sensitivities of human driving characteristics to the road and driving conditions will be instrumental. In this paper, based on a human driver steering model, a sensitivity analysis was concluded to show how the driver characteristics, operating conditions, and road parameters affect the vehicle motions in given driving maneuvers. The results based on CarSim® simulations suggest that velocity and tire-road friction coefficient are the most sensitive vehicle operating and road parameters while the human driver´s steering gain and driver preview time are the most sensitive human driving characteristic parameters in affecting the vehicle motion control performances.
Keywords :
motion control; road safety; road traffic control; road vehicles; sensitivity analysis; velocity control; CarSim simulations; active vehicle control systems; driver preview time; driver-assistive systems; driving conditions; driving maneuvers; human driver characteristics variations; human driver model; human driver steering model; human drivers behaviors; human driving characteristics; one-size-fits-all approach; operating conditions; road conditions; road parameters; sensitivity analysis; tire-road friction coefficient; vehicle motion control performances; vehicle performance; vehicle safety; velocity; Analytical models; Control systems; Roads; Sensitivity analysis; Vehicle dynamics; Vehicles;
Conference_Titel :
Systems, Man and Cybernetics (SMC), 2014 IEEE International Conference on
Conference_Location :
San Diego, CA
DOI :
10.1109/SMC.2014.6974299