Research on parallel parking path planning and tracking control of unmanned vehicles

被引:0
|
作者
Gao, Jianping [1 ]
Chai, Wenjian [1 ]
Wu, Yanfeng [1 ]
机构
[1] Henan Univ Sci & Technol, Coll Vehicle & Transportat Engn, Luoyang, Peoples R China
基金
中国国家自然科学基金;
关键词
Unmanned vehicles; parallel parking; path planning; tracking control; nonlinear model prediction control;
D O I
10.1177/17483026231164932
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Aiming at the problems of discontinuous curvature of the planned path, difficulty in finding the optimal reference path and high control accuracy requirements in tracking control for unmanned vehicles in the process of parallel parking, an optimal reference path planning method based on arc line and multi-objective optimization function and a path tracking control strategy based on nonlinear model predictive control are proposed. Firstly, the upper and lower boundaries of the exercisable area are obtained by the tangent of the arc and the straight line, and the multi-objective optimization function is designed to obtain the optimal arc-line combination, and the optimal reference path is obtained by polynomial curve fitting. Secondly, a path-following controller is designed using nonlinear model predictive control. Finally, a comparative analysis is carried out in MATLAB/Simulink and Carsim with the controller based on pure tracking design. The results show that the optimal reference path curvature obtained by the proposed method is continuous without sudden change, and the designed tracking controller has better tracking accuracy.
引用
收藏
页数:12
相关论文
共 50 条
  • [31] Parallel Parking Trajectory Planning for Autonomous Vehicles
    Hu J.
    Zhang M.
    Xu W.
    Chen R.
    Zhong X.
    Zhu L.
    [J]. Qiche Gongcheng/Automotive Engineering, 2022, 44 (03): : 330 - 339
  • [32] Hierarchical Control of Trajectory Planning and Trajectory Tracking for Autonomous Parallel Parking
    Qiu, Duoyang
    Qiu, Duoli
    Wu, Bing
    Gu, Man
    Zhu, Maofei
    [J]. IEEE ACCESS, 2021, 9 : 94845 - 94861
  • [33] Optimal path planning of unmanned surface vehicles
    Singh, Yogang
    Sharma, Sanjay
    Hatton, Daniel
    Sutton, Robert
    [J]. INDIAN JOURNAL OF GEO-MARINE SCIENCES, 2018, 47 (07): : 1325 - 1334
  • [34] Path planning for unmanned vehicles with localization constraints
    Kaarthik Sundar
    Sivakumar Rathinam
    Rajnikant Sharma
    [J]. Optimization Letters, 2019, 13 : 993 - 1009
  • [35] A Review of Path Planning for Unmanned Surface Vehicles
    Xing, Bowen
    Yu, Manjiang
    Liu, Zhenchong
    Tan, Yinchao
    Sun, Yue
    Li, Bing
    [J]. JOURNAL OF MARINE SCIENCE AND ENGINEERING, 2023, 11 (08)
  • [36] Path planning for unmanned vehicles with localization constraints
    Sundar, Kaarthik
    Rathinam, Sivakumar
    Sharma, Rajnikant
    [J]. OPTIMIZATION LETTERS, 2019, 13 (05) : 993 - 1009
  • [37] Ellipsoidal Path Planning for Unmanned Aerial Vehicles
    Villasenor, Carlos
    Gallegos, Alberto A.
    Lopez-Gonzalez, Gehova
    Gomez-Avila, Javier
    Hernandez-Barragan, Jesus
    Arana-Daniel, Nancy
    [J]. APPLIED SCIENCES-BASEL, 2021, 11 (17):
  • [38] Application of iterative learning control in tracking a Dubin’s path in parallel parking
    Benjamas Panomruttanarug
    [J]. International Journal of Automotive Technology, 2017, 18 : 1099 - 1107
  • [39] APPLICATION OF ITERATIVE LEARNING CONTROL IN TRACKING A DUBIN'S PATH IN PARALLEL PARKING
    Panomruttanarug, Benjamas
    [J]. INTERNATIONAL JOURNAL OF AUTOMOTIVE TECHNOLOGY, 2017, 18 (06) : 1099 - 1107
  • [40] Path tracking control of unmanned ground vehicles considering the signal time delay
    Bai, Guoxing
    Meng, Yu
    Liu, Li
    Wang, Guodong
    Huang, Jianxiu
    Zheng, Haoqing
    [J]. PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART D-JOURNAL OF AUTOMOBILE ENGINEERING, 2023, 238 (08) : 2338 - 2349