Title :
Driver steering behavior model based on lane-keeping characteristics analysis
Author :
Jieyun Ding ; Jianqiang Wang ; Changchun Liu ; Meng Lu ; Keqiang Li
Author_Institution :
State Key Lab. of Automotive Safety & Energy, Tsinghua Univ., Beijing, China
Abstract :
To build a driver steering model which can reflect drivers´ lane-keeping characteristics, twelve drivers´ naturalistic driving data on real inter-city highway are recorded. These data are used to analyze drivers´ general characteristics in lane-keeping process and how factors, such as lane position, disturbing objects nearby and road curvature influence drivers´ behaviors. Then, the concept of `expected lateral driving zone´ and a driver steering behavior mechanism are proposed. A driver steering behavior model is designed based on this mechanism and predictive optimal control theory. Three typical scenarios are selected to compare this new model with a single-point preview model and driver´s real steering behavior on performance. The results show that the new model can make a more accurate prediction about driver´s steering angle.
Keywords :
optimal control; predictive control; road traffic control; steering systems; TLC; driver steering behavior model; expected lateral driving zone; intercity highway; lane-keeping characteristic analysis; predictive optimal control theory; time to lane crossing; Cost function; Mathematical model; Predictive models; Roads; Safety; Vehicles;
Conference_Titel :
Intelligent Transportation Systems (ITSC), 2014 IEEE 17th International Conference on
Conference_Location :
Qingdao
DOI :
10.1109/ITSC.2014.6957759