An improved particle swarm optimization algorithm combined with piecewise linear chaotic map

被引:203
作者
Xiang, Tao [1 ]
Liao, Xiaofeng
Wong, Kwok-wo
机构
[1] Chongqing Univ, Coll Comp Sci, Chongqing 400044, Peoples R China
[2] City Univ Hong Kong, Dept Elect Engn, Hong Kong, Hong Kong, Peoples R China
关键词
particle swarm optimization; chaotic optimization; piecewise linear chaotic map;
D O I
10.1016/j.amc.2007.02.103
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Particle swarm optimization (PSO) has gained increasing attention in tackling complex optimization problems. Its further superiority when hybridized with other search techniques is also shown. Chaos, with the properties of ergodicity and stochasticity, is definitely a good candidate, but currently only the well-known logistic map is prevalently used. In this paper, the performance and deficiencies of schemes coupling chaotic search into PSO are analyzed. Then, the piecewise linear chaotic map (PWLCM) is introduced to perform the chaotic search. An improved PSO algorithm combined with PWLCM (PWLCPSO) is proposed subsequently, and experimental results verify its great superiority. (C) 2007 Elsevier Inc. All rights reserved.
引用
收藏
页码:1637 / 1645
页数:9
相关论文
共 15 条
  • [1] Design of one-dimensional chaotic maps with prescribed statistical properties
    Baranovsky, A
    Daems, D
    [J]. INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS, 1995, 5 (06): : 1585 - 1598
  • [2] The particle swarm - Explosion, stability, and convergence in a multidimensional complex space
    Clerc, M
    Kennedy, J
    [J]. IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2002, 6 (01) : 58 - 73
  • [3] A new stochastic particle swarm optimizer
    Cui, ZH
    Zeng, JC
    Cai, XJ
    [J]. CEC2004: PROCEEDINGS OF THE 2004 CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1 AND 2, 2004, : 316 - 319
  • [4] Eberhart R, 1995, MHS 95, P39, DOI DOI 10.1109/MHS.1995.494215
  • [5] A hierarchical particle swarm optimizer and its adaptive variant
    Janson, S
    Middendorf, M
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2005, 35 (06): : 1272 - 1282
  • [6] A self-adaptive chaotic particle swarm algorithm for short term hydroelectric system scheduling in deregulated environment
    Jiang, CW
    Bompard, E
    [J]. ENERGY CONVERSION AND MANAGEMENT, 2005, 46 (17) : 2689 - 2696
  • [7] A hybrid method of chaotic particle swarm optimization and linear interior for reactive power optimisation
    Jiang, CW
    Bompard, E
    [J]. MATHEMATICS AND COMPUTERS IN SIMULATION, 2005, 68 (01) : 57 - 65
  • [8] Kennedy J., 1995, 1995 IEEE International Conference on Neural Networks Proceedings (Cat. No.95CH35828), P1942, DOI 10.1109/ICNN.1995.488968
  • [9] Li B, 1998, CYBERNET SYST, V29, P409, DOI 10.1080/019697298125678
  • [10] Improved particle swarm optimization combined with chaos
    Liu, B
    Wang, L
    Jin, YH
    Tang, F
    Huang, DX
    [J]. CHAOS SOLITONS & FRACTALS, 2005, 25 (05) : 1261 - 1271