Using ALC-PSO Algorithm with Particle Growing Method Path Planning in Dynamic Environments

被引:0
作者
Chung, Hung-Yuan [1 ]
Ye, Yong-An [1 ]
Jiang, Jyun-Fu [1 ]
机构
[1] Natl Cent Univ, Dept Elect Engn, Taoyuan, Taiwan
来源
2014 CACS INTERNATIONAL AUTOMATIC CONTROL CONFERENCE (CACS 2014) | 2014年
关键词
ALC-PSO; Danger Degree; Rapidly-exploring Random Tree (RRT); Path Planning; Mobile Robots; SWARM OPTIMIZATION;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes an optimal path planning algorithm for mobile robots based on Particle Swam Optimization with an Aging Leader and Challengers (ALC-PSO) and Rapidly-exploring Random Tree (RRT), it improved algorithm of ALC-PSO to imitate concept of RRT root node grown into goal point in path planning, and add Danger Degree Map to avoid obstacles, this method is not only overcome the drawback for particle swam optimization which is easy to fall into local optimization in robotic path planning and the basic Rapidly-exploring Random Tree path planning in avoiding the premature convergence problem, but also improve both of algorithm which can't plan in dynamic environment. From the results of simulations, we show that this algorithm can improve the stability of RRT path planning in dynamic environment, and ensure that the path is almost optimal.
引用
收藏
页码:103 / 108
页数:6
相关论文
共 9 条
  • [1] Particle Swarm Optimization with an Aging Leader and Challengers
    Chen, Wei-Neng
    Zhang, Jun
    Lin, Ying
    Chen, Ni
    Zhan, Zhi-Hui
    Chung, Henry Shu-Hung
    Li, Yun
    Shi, Yu-Hui
    [J]. IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2013, 17 (02) : 241 - 258
  • [2] Eberhart R., 1995, MHS 95, P39, DOI [DOI 10.1109/MHS.1995.494215, 10.1109/MHS.1995.494215]
  • [3] Kennedy J, 1995, 1995 IEEE INTERNATIONAL CONFERENCE ON NEURAL NETWORKS PROCEEDINGS, VOLS 1-6, P1942, DOI 10.1109/icnn.1995.488968
  • [4] LaValle S. M., DYNAMIC RRT PATH PLA
  • [5] Hybrid particle swarm optimization with wavelet mutation and its industrial applications
    Ling, S. H.
    Iu, H. H. C.
    Chan, K. Y.
    Lam, H. K.
    Yeung, Benny C. W.
    Leung, Frank H.
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2008, 38 (03): : 743 - 763
  • [6] Qingji G, 2005, CHINA CIVIL AVIATION, V23, P42
  • [7] Self-organizing hierarchical particle swarm optimizer with time-varying acceleration coefficients
    Ratnaweera, A
    Halgamuge, SK
    Watson, HC
    [J]. IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2004, 8 (03) : 240 - 255
  • [8] Xue Y., 2009, P IEEE C EV COMP CHI
  • [9] Ye F, 2005, J APPL SCI ENG, V8, P165