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
  • [41] Study on path planning and following control of unmanned surface vehicles in restricted areas
    Liu, Zheng-Feng
    Zhang, Long-Hui
    Wei, Na-Xin
    Kuang, Xiao-Feng
    [J]. Chuan Bo Li Xue/Journal of Ship Mechanics, 2021, 25 (09): : 1127 - 1136
  • [42] Laser-based SLAM automatic parallel parking path planning and tracking for passenger vehicle
    Song, Jie
    Zhang, Weiwei
    Wu, Xuncheng
    Cao, Haotian
    Gao, Qiaoming
    Luo, Suyun
    [J]. IET INTELLIGENT TRANSPORT SYSTEMS, 2019, 13 (10) : 1557 - 1568
  • [43] Research on mobile robot path planning and tracking control
    Yu, Jieyun
    [J]. INTERNATIONAL JOURNAL OF COMPUTATIONAL SCIENCE AND ENGINEERING, 2023, 26 (04) : 349 - 360
  • [44] A path-planning algorithm for parallel automatic parking
    Lv, Zhenji
    Zhao, Linhui
    Liu, Zhiyuan
    [J]. 2013 THIRD INTERNATIONAL CONFERENCE ON INSTRUMENTATION & MEASUREMENT, COMPUTER, COMMUNICATION AND CONTROL (IMCCC), 2013, : 474 - 478
  • [45] An Autonomous Valet Parking Algorithm for Path Planning and Tracking
    Shi, Yutao
    Wang, Ping
    Wang, Xinhong
    [J]. 2022 IEEE 96TH VEHICULAR TECHNOLOGY CONFERENCE (VTC2022-FALL), 2022,
  • [46] Parallel Cooperative Coevolutionary Grey Wolf Optimizer for Path Planning Problem of Unmanned Aerial Vehicles
    Jarray, Raja
    Al-Dhaifallah, Mujahed
    Rezk, Hegazy
    Bouallegue, Soufiene
    [J]. SENSORS, 2022, 22 (05)
  • [47] Cooperative Path Planning for Target Tracking in Urban Environments Using Unmanned Air and Ground Vehicles
    Yu, Huili
    Meier, Kevin
    Argyle, Matthew
    Beard, Randal W.
    [J]. IEEE-ASME TRANSACTIONS ON MECHATRONICS, 2015, 20 (02) : 541 - 552
  • [48] Path planning in unmanned aerial vehicles: An optimistic overview
    Shahid, Noor
    Abrar, Muhammad
    Ajmal, Ushna
    Masroor, Roha
    Amjad, Shehzad
    Jeelani, Mubashir
    [J]. INTERNATIONAL JOURNAL OF COMMUNICATION SYSTEMS, 2022, 35 (06)
  • [49] Survey on Coverage Path Planning with Unmanned Aerial Vehicles
    Cabreira, Taua M.
    Brisolara, Lisane B.
    Paulo R., Ferreira Jr.
    [J]. DRONES, 2019, 3 (01) : 1 - 38
  • [50] Research on Path Planning and Tracking Control of Autonomous Vehicles Based on Improved RRT* and PSO-LQR
    Zhang, Yong
    Gao, Feng
    Zhao, Fengkui
    [J]. PROCESSES, 2023, 11 (06)