Dynamic Modeling and Control of High-Speed Automated Vehicles for Lane Change Maneuver

被引:89
|
作者
Liu, Kai [1 ,2 ]
Gong, Jianwei [1 ]
Kurt, Arda [3 ]
Chen, Huiyan [1 ]
Ozguner, Umit [3 ]
机构
[1] Beijing Inst Technol, Intelligent Vehicle Res Ctr, Beijing 100081, Peoples R China
[2] Ohio State Univ, Ctr Automot Res, Columbus, OH 43212 USA
[3] Ohio State Univ, Ctr Automot Res, Dept Elect Engn, Columbus, OH 43212 USA
来源
基金
中国国家自然科学基金;
关键词
High-speed automated vehicles; lane change maneuver; model predictive control; variable time-steps; STABILIZATION;
D O I
10.1109/TIV.2018.2843177
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Lane change maneuver of high-speed automated vehicles is complicated, since it involves highly nonlinear vehicle dynamics, which is critical for the driving safety and handling stability. Addressing this challenge, we present the dynamic modeling and control of high-speed automated vehicles for lane change maneuver. A nonlinear single-track vehicle dynamics model and a multisegment lane change process model are employed. Variable time steps are utilized for the vehiclemodel discretization to ensure a long enough prediction horizon, while maintaining model fidelity and computational feasibility. Accordingly, the control of lane change maneuver is addressed in two successive stages. First, by considering the lane change maneuver as primarily a longitudinal control problem, velocity profiles are determined to ensure the longitudinal safety of this maneuver. Then, the associated lateral control is generated with a model-predictive controller, taking the handling stability envelope, coupled tire forces, and environmental constraints into account. Simulations demonstrate the real-time ability and stable-handling capability of the proposed approach.
引用
收藏
页码:329 / 339
页数:11
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