Mobile Robot Global Path Planning Using Hybrid Modified Simulated Annealing Optimization Algorithm

被引:0
|
作者
Liang, Yuming [1 ]
Xu, Lihong [1 ]
机构
[1] Tongji Univ, Sch Elect & Informat Engn, Shanghai 201804, Peoples R China
关键词
Modified Simulated Annealing Algorithm; Conjugate Direction Method; Mobile Robot; Global Path Planning;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Global path planning for mobile robot using simulated annealing algorithm is investigated in this paper. In view of the slow convergence speed of the conventional simulated annealing algorithm, a modified simulated annealing algorithm is presented, and a hybrid algorithm based on the modified simulated annealing algorithm and conjugate direction method is proposed. On each temperature, conjugate direction method is utilized for searching local optimal solution firstly, then the modified simulated annealing algorithm is employed to move off local optimal solution, and then the temperature is updated; these operations are repeated until a termination criterion is satisfied. Experimental results indicate that the proposed algorithm has better performance than simulated annealing algorithm and conjugate direction method in term of both solution quality and computational time, and thus it is a viable approach to mobile robot global path planning.
引用
收藏
页码:309 / +
页数:5
相关论文
共 50 条
  • [1] Global Path Planning for Mobile Robot Based Genetic Algorithm and Modified Simulated Annealing Algorithm
    Liang, Yuming
    Xu, Lihong
    WORLD SUMMIT ON GENETIC AND EVOLUTIONARY COMPUTATION (GEC 09), 2009, : 303 - 308
  • [2] Path planning of mobile robot based on compound shape and simulated annealing hybrid algorithm
    Yue, Hong
    Wang, Zhong-Min
    2005 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS, 2006, : 186 - +
  • [3] Path Planning based Quadtree Representation for Mobile Robot Using Hybrid-Simulated Annealing and Ant Colony Optimization Algorithm
    Zhang, Qi
    Ma, Jiachen
    Liu, Qiang
    PROCEEDINGS OF THE 10TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA 2012), 2012, : 2537 - 2542
  • [4] 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
  • [5] Mobile Robot Static Path Planning Based on Genetic Simulated Annealing Algorithm
    Wang Yan-ping
    Wu Bing
    PROCEEDINGS OF THE 14TH YOUTH CONFERENCE ON COMMUNICATION, 2009, : 358 - +
  • [6] Dynamic path planning of mobile robot based on improved simulated annealing algorithm
    Shi, Kun
    Wu, Zhengtian
    Jiang, Baoping
    Karimi, Hamid Reza
    JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2023, 360 (06): : 4378 - 4398
  • [7] Mobile Robot Path Planning for Circular Shaped Obstacles Using Simulated Annealing
    Hayat, Sikandar
    Kausar, Zareena
    2015 INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND ROBOTICS ICCAR 2015, 2015, : 69 - 73
  • [8] Hybrid Whale Optimization with a Firefly Algorithm for Function Optimization and Mobile Robot Path Planning
    Tian, Tao
    Liang, Zhiwei
    Wei, Yuanfei
    Luo, Qifang
    Zhou, Yongquan
    BIOMIMETICS, 2024, 9 (01)
  • [9] Mobile robot path planning and tracking using simulated annealing and fuzzy logic control
    Martinez-Alfaro, H
    Gomez-Garcia, S
    4TH WORLD CONGRESS OF EXPERT SYSTEMS, VOL 1 AND 2: APPLICATION OF ADVANCED INFORMATION TECHNOLOGIES, 1998, : 957 - 965
  • [10] Mobile robot path planning and tracking using simulated annealing and fuzzy logic control
    Martínez-Alfaro, H
    Gómez-García, S
    EXPERT SYSTEMS WITH APPLICATIONS, 1998, 15 (3-4) : 421 - 429