Application of Optimal Control Method to Path Tracking Problem of Vehicle

被引:0
|
作者
Liu, Yingjie [1 ]
Wang, Enhao [2 ]
机构
[1] Weifang Univ, Sch Machinery & Automat, Weifang 261061, Shandong, Peoples R China
[2] Univ Durham, Dept Engn, Durham DH1 3LE, England
来源
IEEE ACCESS | 2024年 / 12卷
关键词
Target tracking; Autonomous vehicles; Accuracy; Path planning; Optimal control; Planning; Vehicle dynamics; Real-time systems; Computational modeling; Computational efficiency; path tracking; optimal control; symplectic pseudospectral method; MAXIMUM PAYLOAD;
D O I
10.1109/ACCESS.2024.3515081
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Path tracking is an essential stage for vehicle safety control. The study proposes an optimal control method for path tracking problem. Firstly, a nonlinear 4-DOF vehicle model is established. Secondly, the path optimization problem of vehicle is transformed into a nonlinear programming problem(NLP) by discretizing both control variables and state variables using the local collocation method. Then, in order to improve the efficiency of solving the NLP, an efficient calculation method for partial derivatives is established. Finally, a real vehicle test is executed to verify the rationality of the proposed model and methodology. The results show that by decomposing the partial derivative of the NLP into the partial derivative of the original path optimization problem the computational complexity of the first order partial derivative of NLP is significantly reduced improving computational efficiency even more significantly.
引用
收藏
页码:192172 / 192183
页数:12
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