A Model-Free Control Strategy for Vehicle Lateral Stability With Adaptive Dynamic Programming

被引:80
|
作者
Sun, Weichao [1 ]
Wang, Xin [1 ]
Zhang, Changzhu [2 ]
机构
[1] Harbin Inst Technol, Sch Astronaut, Res Inst Intelligent Control & Syst, Harbin 150001, Peoples R China
[2] Tongji Univ, Coll Elect & Informat Engn, Shanghai 200000, Peoples R China
基金
中国国家自然科学基金;
关键词
Stability criteria; Vehicle dynamics; Adaptation models; Tires; Asymptotic stability; Wheels; Adaptive dynamic programming (ADP); model-free control; tracking control; vehicle lateral stability; TIME LINEAR-SYSTEMS; NONLINEAR-SYSTEMS; DESIGN;
D O I
10.1109/TIE.2019.2958308
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This article presents a nonmodel-based controller design for vehicle dynamic systems to improve lateral stability, where output tracking control and adaptive dynamic programming approaches are employed to track the desired yaw rate and, at the same time, mitigate the sideslip angle, roll angle, and roll rate of the vehicle. Moreover, different from some existing optimization methods in control allocation, the proposed control strategies, which distribute tire forces by learning, are only using the information of states, input, and reference signal instead of the knowledge of the vehicle system. The iterative process repeatedly uses the information about state and input to calculate the feedback gain. It can significantly reduce the learning time and computational burden. The effectiveness of the proposed controller design method is shown by CarSim simulations.
引用
收藏
页码:10693 / 10701
页数:9
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