Cooperative co-evolution based distributed path planning of multiple mobile robots

被引:9
|
作者
Wang M. [1 ]
Wu T.-J. [1 ]
机构
[1] Institute of Intelligent Systems and Decision Making, Zhejiang University
来源
关键词
Cooperative co-evolution; Cooperative collision avoidance; Multiple mobile robot; Path planning;
D O I
10.1631/jzus.2005.A0697
中图分类号
学科分类号
摘要
This paper proposes novel multiple-mobile-robot collision avoidance path planning based on cooperative co-evolution, which can be executed fully distributed and in parallel. A real valued co-evolutionary algorithm is developed to coordinate the movement of multiple robots in 2D world, avoiding C-space or grid net searching. The collision avoidance is achieved by cooperatively co-evolving segments of paths and the time interval to pass them. Methods for constraint handling, which are developed for evolutionary algorithm, make the path planning easier. The effectiveness of the algorithm is demonstrated on a number of 2D path planning problems.
引用
收藏
页码:697 / 706
页数:9
相关论文
共 50 条
  • [41] Space deformation based path planning for Mobile Robots
    Ahmed, Abdullah
    Maged, Ahmed
    Soliman, Aref
    El-Hussieny, Haitham
    Magdy, Mahmoud
    [J]. ISA TRANSACTIONS, 2022, 126 : 666 - 678
  • [42] Path Planning for Outdoor Mobile Robots Based on IDDQN
    Jiang, Shuhai
    Sun, Shangjie
    Cun, Li
    [J]. IEEE ACCESS, 2024, 12 : 51012 - 51025
  • [43] Path Planning for Mobile Robots Based on Genetic Algorithms
    Su, Jintao
    Li, Jianfeng
    [J]. 2013 NINTH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION (ICNC), 2013, : 723 - 727
  • [44] The Path Planning of Mobile Robots Based on an Improved A* Algorithm
    Chang, Lu
    Shan, Liang
    Li, Jun
    Dai, Yuewei
    [J]. PROCEEDINGS OF THE 2019 IEEE 16TH INTERNATIONAL CONFERENCE ON NETWORKING, SENSING AND CONTROL (ICNSC 2019), 2019, : 257 - 262
  • [45] A distributed and optimal motion planning approach for multiple mobile robots
    Guo, Y
    Parker, LE
    [J]. 2002 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, VOLS I-IV, PROCEEDINGS, 2002, : 2612 - 2619
  • [46] Path and Observation Planning of Vision-based Mobile Robots with Multiple Sensing Strategies
    Kayawake, Mitsuaki
    Yamashita, Atsushi
    Kaneko, Toru
    [J]. INTELLIGENT AUTONOMOUS SYSTEMS 9, 2006, : 75 - +
  • [47] Fuzzy-based Path Planning for Multiple Mobile Robots in Unknown Dynamic Environment
    Zhao, Ran
    Lee, Hong-Kyu
    [J]. JOURNAL OF ELECTRICAL ENGINEERING & TECHNOLOGY, 2017, 12 (02) : 918 - 925
  • [48] A dynamic priority based path planning for cooperation of multiple mobile robots in formation forming
    Liu, Shuang
    Sun, Dong
    Zhu, Changan
    [J]. ROBOTICS AND COMPUTER-INTEGRATED MANUFACTURING, 2014, 30 (06) : 589 - 596
  • [49] Algorithm of Path Planning Based on Time Window for Multiple Mobile Robots in Warehousing System
    Liu Haiming
    Liu Weidong
    Zhang Mei
    Chen An
    [J]. PROCEEDINGS OF THE 38TH CHINESE CONTROL CONFERENCE (CCC), 2019, : 2193 - 2199
  • [50] Cooperative Receding Horizon Path Planning of Multiple Robots by Genetic Algorithm
    Li, Guangwen
    Jia, Qiuling
    [J]. 2008 IEEE INTERNATIONAL CONFERENCE ON AUTOMATION AND LOGISTICS, VOLS 1-6, 2008, : 2449 - 2453