DocumentCode
154986
Title
A predictive driver model with physical constraints for closed loop simulation of vehicle-driver system
Author
Kwangseok Oh ; Kyongsu Yi
Author_Institution
Sch. of Mech. & Aerosp. Eng., Seoul Nat. Univ., Seoul, South Korea
fYear
2014
fDate
8-11 Oct. 2014
Firstpage
3126
Lastpage
3131
Abstract
This paper presents a longitudinal and lateral predictive driver model. The predictive driver model has been designed for closed loop simulation of vehicle-driver system. Preview, prediction, manipulation update and speed planning characteristics are considered as human driver characteristics. Human driver generally decelerates when the driver drives on curved path not to exceed expected lateral acceleration by driver. In this paper, Model Predictive Control (MPC) is used to represent human driver model characteristics. MPC design incorporates all constraints on state, control and output variables. And the constraints are used in driver model in order to represent drivability of human driver. Planned speed by human driver is considered in MPC receding prediction horizon to determine steering angle on curved path. Simulation results show that the proposed human driver model can represent actual human driver characteristics and also shows the feasibility of the MPC algorithm in real-time application.
Keywords
automobiles; closed loop systems; predictive control; velocity control; MPC design; MPC receding prediction horizon; closed loop simulation; drivability representation; human driver characteristics; manipulation update; model predictive control; physical constraints; planned speed; predictive driver model; speed planning characteristics; vehicle-driver system; Acceleration; Analytical models; Equations; Mathematical model; Prediction algorithms; Predictive models; 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.2014.6958193
Filename
6958193
Link To Document