Collision Avoidance Strategies for Unmanned Surface Vehicles Based on Probabilistic Game Theory Framework

被引:3
作者
Wang, Jian [1 ]
Wang, Jun [1 ]
Zhao, Rongli [2 ]
Liang, Xiaofeng [1 ]
Wei, Qi [2 ]
机构
[1] Shanghai Jiao Tong Univ, MOE Key Lab Marine Intelligent Equipment & Syst, Shanghai, Peoples R China
[2] Second Acad CASIC, X LAB, Beijing, Peoples R China
来源
OCEANS 2022 | 2022年
关键词
Unmanned Surface Vehicle; Collision Avoidance; Probabilistic Game Theory; PURSUIT;
D O I
10.1109/OCEANSChennai45887.2022.9775342
中图分类号
U6 [水路运输]; P75 [海洋工程];
学科分类号
0814 ; 081505 ; 0824 ; 082401 ;
摘要
When sailing on cluttered water, effective collision avoidance is an essential safety requirement for unmanned surface vehicles (USVs). So that it can avoid multiple random ships effectively. This paper proposes a collision avoidance strategy for USVs based on the probabilistic game theory framework. First, a probability model is established combined with the USV's kinematics for the collision avoidance problem. Then a greedy algorithm is designed under the framework of probability. It uses a cost function that searches possible movement paths to determine avoidance strategies for the USV. Compared with other collision avoidance methods, the method in this paper seeks to minimize the collision probability instead of guaranteeing no collision, because it is very difficult or impossible to completely avoid the collision in practice. Based on this, our method copes with kinematic constraints of the USV. The effectiveness of the algorithm is verified by simulation, and the simulation results show that the collision avoidance strategy proposed in this paper achieves a very good collision avoidance performance.
引用
收藏
页数:6
相关论文
共 27 条
  • [1] Beser Fuat, 2018, Procedia Computer Science, V131, P633, DOI 10.1016/j.procs.2018.04.306
  • [2] Camara F., MEASURING BEHAV 2018
  • [4] Fossen T. I., 1994, GUIDANCE CONTROL OCE
  • [5] Hanlin N., 2017, OCEANS 2017 ANCHORAG
  • [6] Probabilistic strategies for pursuit in cluttered environments with multiple robots
    Hollinger, Geoffrey
    Kehagias, Athanasios
    Singh, Sanjiv
    [J]. PROCEEDINGS OF THE 2007 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, VOLS 1-10, 2007, : 3870 - +
  • [7] Ship collision avoidance methods: State-of-the-art
    Huang, Yamin
    Chen, Linying
    Chen, Pengfei
    Negenborn, Rudy R.
    van Gelder, P. H. A. J. M.
    [J]. SAFETY SCIENCE, 2020, 121 : 451 - 473
  • [8] Lachner R, 1997, IEEE SYS MAN CYBERN, P2308, DOI 10.1109/ICSMC.1997.635270
  • [9] Real-time collision avoidance planning for unmanned surface vessels based on field theory
    Li, Yun
    Zheng, Jian
    [J]. ISA TRANSACTIONS, 2020, 106 : 233 - 242
  • [10] Unmanned surface vehicles.: An overview of developments and challenges
    Liu, Zhixiang
    Zhang, Youmin
    Yu, Xiang
    Yuan, Chi
    [J]. ANNUAL REVIEWS IN CONTROL, 2016, 41 : 71 - 93