Path Planning Scheme for AUV Based on Improved Model Predictive Control

被引:1
|
作者
Deng, Si-Yi [1 ]
Hao, Li-Ying [1 ]
Wu, Zhi-Jie [1 ]
机构
[1] Dalian Maritime Univ, Marine Elect Engn Coll, Dalian, Peoples R China
基金
中国国家自然科学基金;
关键词
model predictive control; conditional penalty function; autonomous underwater vehicle; soft constraint; SHIP COLLISION-AVOIDANCE; MPC;
D O I
10.1109/ONCON60463.2023.10431352
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In this paper, a path planning scheme for Model Predictive Control (MPC) of autonomous underwater vehicle (AUV) is proposed based on conditional penalty function. Traditionally, MPC-based path planning schemes use the squared difference between the current and target positions as the cost function, and consider the size of the obstacle plus a minimum safety radius as constraints. However, such methods may lead to the AUV closely following the minimum safety radius, leaving insufficient time to react to unexpected situations. To address this issue, a soft constraint is introduced into the cost function using a conditional penalty function. This allows for a relative safer distance between the AUV and obstacles to be maintained in certain situations. Simulation results demonstrate the effectiveness of the proposed scheme.
引用
收藏
页数:6
相关论文
共 50 条
  • [41] Path Planning for Autonomous Vehicles using Model Predictive Control
    Liu, Chang
    Lee, Seungho
    Varnhagen, Scott
    Tseng, H. Eric
    2017 28TH IEEE INTELLIGENT VEHICLES SYMPOSIUM (IV 2017), 2017, : 174 - 179
  • [42] Path Planning and Tracking for Vehicle Collision Avoidance Based on Model Predictive Control With Multiconstraints
    Ji, Jie
    Khajepour, Amir
    Melek, Wael William
    Huang, Yanjun
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2017, 66 (02) : 952 - 964
  • [43] An AUV Adaptive Sampling Path Planning Method Based On Online Model Prediction
    Yan, Shuxue
    Li, Yiping
    Feng, Xisheng
    Li, Shuo
    Tang, Yuangui
    Li, Zhigang
    Yuan, Mingzhe
    IFAC PAPERSONLINE, 2019, 52 (21): : 323 - 328
  • [44] Integrated Planning and Control: A Crucial Path Nodes-Based Piecewise Model Predictive Control Strategy
    Deng, Yuxiang
    Zuo, Zhiqiang
    Wang, Haoyu
    Wang, Yijing
    IEEE CONTROL SYSTEMS LETTERS, 2024, 8 : 526 - 531
  • [45] A Cascade Control Scheme for Path Tracking with Model Predictive Path Integral and Output Regulator
    Wan, Hang
    Nie, Shida
    Liu, Hui
    Zhang, Fawang
    Xiang, Changle
    Han, Lijin
    Qiche Gongcheng/Automotive Engineering, 2024, 46 (10): : 1791 - 1803
  • [46] Research on Global Path Planning for AUV Based on GA
    Sun, Yu
    Zhang, Rubo
    MECHANICAL ENGINEERING AND TECHNOLOGY, 2012, 125 : 311 - +
  • [47] Optimal Path Planning Algorithm of AUV State Space Sampling Based on Improved Cost Function
    Liu, Yizhuo
    Liu, Liqiang
    Yu, Xiaohang
    Wang, Chenyu
    PROCEEDINGS OF THE 39TH CHINESE CONTROL CONFERENCE, 2020, : 3747 - 3752
  • [48] Predictive S Control of AUV Based on Model of Support Vector Machine
    Zhang, Guocheng
    Zhang, Lei
    Wan, Lei
    Li, Jiqing
    MECHANICAL PROPERTIES OF MATERIALS AND INFORMATION TECHNOLOGY, 2012, 340 : 421 - 428
  • [49] Improved Bernstein Optimization Based Nonlinear Model Predictive Control Scheme for Power Systems
    Patil, Bhagyesh V.
    Maciejowski, Jan
    Ling, K. V.
    IFAC PAPERSONLINE, 2017, 50 (01): : 537 - 544
  • [50] Improved Artificial Potential Field Method Applied for AUV Path Planning
    Fan, Xiaojing
    Guo, Yinjing
    Liu, Hui
    Wei, Bowen
    Lyu, Wenhong
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2020, 2020