An Optimized Fuzzy Control Algorithm for Three-Dimensional AUV Path Planning

被引:1
|
作者
Bing Sun
Daqi Zhu
Simon X. Yang
机构
[1] Shanghai Maritime University,Laboratory of Underwater Vehicles and Intelligent Systems
[2] University of Guelph,The Advanced Robotics and Intelligent Systems Laboratory, School of Engineering
来源
关键词
AUV; Fuzzy controller; Velocity synthesis approach; Quantum-behaved particle swarm optimization; Three-dimensional path planning;
D O I
暂无
中图分类号
学科分类号
摘要
Path planning is an important issue for autonomous underwater vehicle (AUV) underwater mission. In this paper, an optimized fuzzy control algorithm is proposed for three-dimensional (3D) AUV path planning. Based on the sonar model, it can be used for path planning in the complex underwater environment. First, the path planning is established based on the two sonars arranged on the horizontal plane and vertical plane. On the environment information collected by sonars, the virtual acceleration and velocity of AUV in the three-dimensional space can be obtained through the fuzzy system with accelerate/break module which enables AUV to avoid dynamic obstacles automatically. Considering the fuzzy boundary choice has great subjectivity, the generated path cannot guarantee to be optimal. Therefore, in order to deal with this problem, two optimized methods are compared to do the optimization of the fuzzy set. Simulation results indicate that the proposed method can generate an optimal 3D path under three-dimensional underwater environment and can be used in real case in the future.
引用
收藏
页码:597 / 610
页数:13
相关论文
共 50 条
  • [1] An Optimized Fuzzy Control Algorithm for Three-Dimensional AUV Path Planning
    Sun, Bing
    Zhu, Daqi
    Yang, Simon X.
    INTERNATIONAL JOURNAL OF FUZZY SYSTEMS, 2018, 20 (02) : 597 - 610
  • [2] Three-Dimensional Path Planning for AUV Based on Fuzzy Control
    Jiang, Lisha
    Zhu, Daqi
    PROCEEDINGS OF 2013 CHINESE INTELLIGENT AUTOMATION CONFERENCE: INTELLIGENT AUTOMATION, 2013, 254 : 31 - 40
  • [3] A novel fuzzy control algorithm for three-dimensional AUV path planning based on sonar model
    Sun, Bing
    Zhu, Daqi
    Jiang, Lisha
    Yang, Simon X.
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2014, 26 (06) : 2913 - 2926
  • [4] Dynamic path planning of a three-dimensional underwater AUV based on an adaptive genetic algorithm
    Hao, Kun
    Zhao, Jiale
    Li, Zhisheng
    Liu, Yonglei
    Zhao, Lu
    OCEAN ENGINEERING, 2022, 263
  • [5] A Rapid Planning Repair Method of Three-Dimensional Path for AUV
    Shi, Changting
    Tao, Dongdong
    Liu, Haibo
    Bai, Jinlong
    MOBILE NETWORKS & APPLICATIONS, 2024,
  • [6] Three-Dimensional Path Following of an Underactuated AUV Based on Fuzzy Backstepping Sliding Mode Control
    Xiao Liang
    Xingru Qu
    Lei Wan
    Qiang Ma
    International Journal of Fuzzy Systems, 2018, 20 : 640 - 649
  • [7] Three-Dimensional Path Following of an Underactuated AUV Based on Fuzzy Backstepping Sliding Mode Control
    Liang, Xiao
    Qu, Xingru
    Wan, Lei
    Ma, Qiang
    INTERNATIONAL JOURNAL OF FUZZY SYSTEMS, 2018, 20 (02) : 640 - 649
  • [8] Three-dimensional path planning of UAV based on EMSDBO algorithm
    Sui D.
    Yang Z.
    Ding S.
    Zhou T.
    Xi Tong Gong Cheng Yu Dian Zi Ji Shu/Systems Engineering and Electronics, 2024, 46 (05): : 1756 - 1766
  • [9] Three-dimensional Path Planning of UAV Based On an Improved A* Algorithm
    Ren Tianzhu
    Zhou Rui
    Xia Jie
    Dong Zhuoning
    2016 IEEE CHINESE GUIDANCE, NAVIGATION AND CONTROL CONFERENCE (CGNCC), 2016, : 140 - 145
  • [10] Three-dimensional path tracking control for underactuated AUV based on adaptive Backstepping
    Jia, He-Ming
    Cheng, Xiang-Qin
    Zhang, Li-Jun
    Bian, Xin-Qian
    Yan, Zhe-Ping
    Kongzhi yu Juece/Control and Decision, 2012, 27 (05): : 652 - 657