Application of Improved Ant Colony Algorithm in Mobile Robot Path Planning

被引:0
|
作者
Li, Ming [1 ]
Wang, Lei [1 ]
Cai, Jing-Cao [1 ]
机构
[1] Anhui Polytech Univ, Sch Mech & Automot Engn, Wuhu 241000, Peoples R China
关键词
Improved Ant Colony Algorithm; Mobile Robot; Path Planning; Grid Method;
D O I
暂无
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In order to deal with the problem such as slow convergent speed and local optimum existing in traditional ant colony algorithm (ACO) for mobile robot path planning, an improved ant colony algorithm is proposed, and the improvement includes state transition probability and dynamic pheromone evaporation coefficient. Simulation results show that this method is superior to the traditional ant colony algorithm, and therefore it can effectively improve the quality of the path planning of the robot.
引用
收藏
页码:15 / 19
页数:5
相关论文
共 50 条
  • [1] The Application of an Improved Ant Colony Algorithm in Mobile Robot Path Planning
    Zhu Xiaoguang
    Han Qingyao
    Wang Zhangqi
    [J]. MATERIALS, MECHATRONICS AND AUTOMATION, PTS 1-3, 2011, 467-469 : 222 - 225
  • [2] Application of improved ant colony algorithm in mobile robot path planning
    Gao, Xiang
    Jin, Wuyin
    Zhang, Xia
    Zhang, Binfei
    [J]. 2ND INTERNATIONAL CONFERENCE ON APPLIED MATHEMATICS, MODELLING, AND INTELLIGENT COMPUTING (CAMMIC 2022), 2022, 12259
  • [3] Improved Ant Colony Optimization Algorithm and Its Application on Path Planning of Mobile Robot
    Zhao, Juanping
    Fu, Xiuhui
    [J]. JOURNAL OF COMPUTERS, 2012, 7 (08) : 2055 - 2062
  • [4] An improved ant colony optimization algorithm in mobile robot path planning
    Li, Hui
    Yang, Kang
    Luo, Wanbo
    Dong, Bo
    Qin, Wei
    Cong, Shuofeng
    [J]. 2021 PROCEEDINGS OF THE 40TH CHINESE CONTROL CONFERENCE (CCC), 2021, : 4102 - 4107
  • [5] Path planning of mobile robot based on improved ant colony algorithm
    Lu Kai-feng
    Peng Li
    [J]. Proceedings of the 2007 Chinese Control and Decision Conference, 2007, : 526 - +
  • [6] Mobile Robot Path Planning Based on Improved Ant Colony Algorithm
    Su, Qinggang
    Yu, Wangwang
    Liu, Jun
    [J]. 2021 ASIA-PACIFIC CONFERENCE ON COMMUNICATIONS TECHNOLOGY AND COMPUTER SCIENCE (ACCTCS 2021), 2021, : 220 - 224
  • [7] Application of Improved Double Ant Colony Algorithm in The Robot Path Planning
    Bin, Ge
    Sheng, Houyuan
    [J]. PROCEEDINGS OF THE 2016 2ND WORKSHOP ON ADVANCED RESEARCH AND TECHNOLOGY IN INDUSTRY APPLICATIONS, 2016, 81 : 942 - 946
  • [8] Research on path planning of mobile robot based on improved ant colony algorithm
    Qiang Luo
    Haibao Wang
    Yan Zheng
    Jingchang He
    [J]. Neural Computing and Applications, 2020, 32 : 1555 - 1566
  • [9] Research on path planning of mobile robot based on improved ant colony algorithm
    Wang Rui
    Wang Jinguo
    Wang Na
    [J]. PROCEEDINGS OF THE 2015 JOINT INTERNATIONAL MECHANICAL, ELECTRONIC AND INFORMATION TECHNOLOGY CONFERENCE (JIMET 2015), 2015, 10 : 1085 - 1088
  • [10] Research on path planning of mobile robot based on improved ant colony algorithm
    Luo, Qiang
    Wang, Haibao
    Zheng, Yan
    He, Jingchang
    [J]. NEURAL COMPUTING & APPLICATIONS, 2020, 32 (06): : 1555 - 1566