Path Planning for Mobile Robot Based on Chaos Genetic Algorithm

被引:28
|
作者
Gao, Meijuan [1 ,2 ]
Xu, Jin [1 ,2 ]
Tian, Jingwen [2 ]
Wu, Hao [2 ]
机构
[1] Beijing Union Univ, Beijing, Peoples R China
[2] Beijing Univ Chem Technol, Beijing, Peoples R China
基金
国家高技术研究发展计划(863计划);
关键词
D O I
10.1109/ICNC.2008.627
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Aiming at the existent Problem of global path planning for mobile robot, a path planning for mobile robot based on chaos genetic algorithm is proposed in this paper. Reasonable coding way and fitness function are used in the chaos genetic algorithm, and the chaos operation is, added to the genetic algorithm (GA), the convergence rate of genetic algorithm is improved, and the local optimization can be avoided by using the chaos genetic algorithm. So the solution which obtained by chaos genetic algorithm can not only satisfy the path shortest but also effective avoid the collision with obstacle. The simulation result shows that the method is correct and feasible.
引用
下载
收藏
页码:409 / +
页数:2
相关论文
共 50 条
  • [41] Path planning for tractor-trailer mobile robot based on heuristic genetic algorithm
    Liu, ZJ
    Huang, P
    Huang, JL
    Que, JL
    PROCEEDINGS OF THE 2004 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2004, : 1119 - 1124
  • [42] Hybrid genetic algorithm based smooth global-path planning for a mobile robot
    Luan, Phan Gia
    Thinh, Nguyen Truong
    MECHANICS BASED DESIGN OF STRUCTURES AND MACHINES, 2023, 51 (03) : 1758 - 1774
  • [43] Path Planning of Mobile Robot Based on Genetic Algorithm with Predictive Operator and Dynamic Parameters
    Ge, Yong
    Du, Meiyun
    Niu, Chengshui
    Ma, Qinglian
    Zhang, Yu-an
    2017 13TH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY (ICNC-FSKD), 2017, : 761 - 767
  • [44] Matrix-Binary Codes based Genetic Algorithm for path planning of mobile robot
    Patle, B. K.
    Parhi, D. R. K.
    Jagadeesh, A.
    Kashyap, Sunil Kumar
    COMPUTERS & ELECTRICAL ENGINEERING, 2018, 67 : 708 - 728
  • [45] Robot Path Planning Based on Improved Genetic Algorithm
    Zhao, Yuan
    Gu, Jason
    2013 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS (ROBIO), 2013, : 2515 - 2522
  • [46] Path planning of an agricultural mobile robot by neural network and genetic algorithm
    Noguchi, N
    Terao, H
    COMPUTERS AND ELECTRONICS IN AGRICULTURE, 1997, 18 (2-3) : 187 - 204
  • [47] Autonomous local path planning for a mobile robot using a genetic algorithm
    Sedighi, KH
    Ashenayi, K
    Manikas, TW
    Wainwright, RL
    Tai, HM
    CEC2004: PROCEEDINGS OF THE 2004 CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1 AND 2, 2004, : 1338 - 1345
  • [48] Genetic Simulated Annealing Algorithm and the Application on Path Planning For Mobile Robot
    Wu Bing
    2010 SECOND ETP/IITA WORLD CONGRESS IN APPLIED COMPUTING, COMPUTER SCIENCE, AND COMPUTER ENGINEERING, 2010, : 464 - 468
  • [49] Efficient and Safe Path Planning for a Mobile Robot Using Genetic Algorithm
    Naderan-Tahan, Mahmood
    Manzuri-Shalmani, Mohammad Taghi
    2009 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-5, 2009, : 2091 - 2097
  • [50] Synergism of neural nets and genetic algorithm in path planning of a mobile robot
    Department of Electronics and Communication Engineering, College of Engineering and Management, Kolaghat, India
    不详
    J Inst Eng India Part CP, 2006, MAY (32-37):