Global Path Planning Algorithm for USV Based on IPSO-SA

被引:0
|
作者
Dong Jiao [1 ]
Chen Xiao [2 ]
Zhang Jianqiang [1 ]
Li Zefang [1 ]
机构
[1] Naval Univ Engn, Weapon Engn Coll, Wuhan 430000, Peoples R China
[2] Mil Acad Sci, War Res Inst, Beijing 100850, Peoples R China
来源
PROCEEDINGS OF THE 2019 31ST CHINESE CONTROL AND DECISION CONFERENCE (CCDC 2019) | 2019年
基金
中国博士后科学基金;
关键词
Global path planning; PSO; SA; Double layer;
D O I
10.1109/ccdc.2019.8832803
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In order to solve the problem of USV global path planning. a new path planning algorithm is designed. combining particle swarm optimization(PSO) with simulated annealing(SA) algorithm. The algorithm improves the shortcomings of the PSO method, which is easy to fall into the local minimum and the non-global optimality. Based on improved PSO and SA(IPSO-SA), a double-layer USV global path planning algorithm is designed, considering both convergence speed and solution optimization. And then, the IPSO-SA algorithm is applied to the USV maritime global path planning, it only needs to use the global path planning algorithm in a local circle to obtain a small number of point sequences, with low search volume and space-time overhead. Theoretical derivation and simulation experiments verify the effectiveness of the algorithm.
引用
收藏
页码:2614 / 2619
页数:6
相关论文
共 50 条
  • [21] Local Path Planning with Multiple Constraints for USV Based on Improved Bacterial Foraging Optimization Algorithm
    Long, Yang
    Liu, Song
    Qiu, Da
    Li, Changzhen
    Guo, Xuan
    Shi, Binghua
    AbouOmar, Mahmoud S.
    JOURNAL OF MARINE SCIENCE AND ENGINEERING, 2023, 11 (03)
  • [22] Cooperative Path Planning for Multi-USV Based on Improved Artificial Bee Colony Algorithm
    Cao, Lu
    Chen, Qiwei
    MIPPR 2017: REMOTE SENSING IMAGE PROCESSING, GEOGRAPHIC INFORMATION SYSTEMS, AND OTHER APPLICATIONS, 2018, 10611
  • [23] Global Path Planning for Mobile Robot Based on A* Algorithm and Genetic Algorithm
    Zhang, Liang
    Min, Huasong
    Wei, Hongxing
    Huang, Haojun
    2012 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS (ROBIO 2012), 2012,
  • [24] Improved Global Path Planning Algorithm Based on Ray Model
    Jiang L.
    Fang D.-J.
    Zhou H.-W.
    Huang H.-B.
    Tien Tzu Hsueh Pao/Acta Electronica Sinica, 2022, 50 (03): : 548 - 556
  • [25] Genetic-Algorithm-based Global Path Planning for AUV
    Cao, Jian
    Li, Ye
    Zhao, Shiqi
    Bi, Xiaosheng
    PROCEEDINGS OF 2016 9TH INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND DESIGN (ISCID), VOL 2, 2016, : 79 - 82
  • [26] A Global Path Planning Algorithm Based on Rough Sets Theory
    Liang, Wei
    Xiao, Aiping
    Qian, Hua
    Liu, Guang
    2012 WORLD AUTOMATION CONGRESS (WAC), 2012,
  • [27] Global path planning of unmanned vehicle based on improved A* algorithm
    Liang, Hao
    Du, Xiaofang
    PROCEEDINGS OF INTERNATIONAL CONFERENCE ON ALGORITHMS, SOFTWARE ENGINEERING, AND NETWORK SECURITY, ASENS 2024, 2024, : 176 - 184
  • [28] A global path planning Algorithm for AGV based on the Shapefile Vectorgraph
    Song, Li-Fei
    Tang, Ming-Rui
    Li, Nan
    ENGINEERING SOLUTIONS FOR MANUFACTURING PROCESSES IV, PTS 1 AND 2, 2014, 889-890 : 1117 - +
  • [29] USV Path Planning in a Hybrid Map Using a Genetic Algorithm with a Feedback Mechanism
    Gao, Hang
    Zhang, Tingting
    Zuo, Zheming
    Guo, Xuan
    Long, Yang
    Qiu, Da
    Liu, Song
    JOURNAL OF MARINE SCIENCE AND ENGINEERING, 2024, 12 (06)
  • [30] A Path Planning and Obstacle Avoidance Method for USV Based on Dynamic-Target APF Algorithm in Edge
    Wang, Di
    Chen, Haiming
    Wu, Cangchen
    ALGORITHMS AND ARCHITECTURES FOR PARALLEL PROCESSING, ICA3PP 2023, PT III, 2024, 14489 : 21 - 39