A particle swarm optimizer with passive congregation

被引：272
作者：
He, S
Wu, QH [1 ]
Wen, JY
Saunders, JR
Paton, RC
机构：
[1] Univ Liverpool, Dept Elect Engn & Elect, Liverpool L69 3GJ, Merseyside, England
[2] Univ Liverpool, Sch Biol Sci, Liverpool L69 3BX, Merseyside, England
[3] Univ Liverpool, Dept Comp Sci, Liverpool L69 3BX, Merseyside, England
来源：
BIOSYSTEMS | 2004年 / 78卷 / 1-3期
关键词：
particle swarm optimizer; passive congregation; optimization;
D O I：
10.1016/j.biosystems.2004.08.003
中图分类号：
Q [生物科学];
学科分类号：
07 ; 0710 ; 09 ;
摘要：
This paper presents a particle swarm optimizer (PSO) with passive congregation to improve the performance of standard PSO (SPSO). Passive congregation is an important biological force preserving swarm integrity. By introducing passive congregation to PSO, information can be transferred among individuals of the swarm. A particle swarm optimizer with passive congregation (PSOPC) is tested with a set of 10 benchmark functions with 30 dimensions and compared to a global version of SPSO (GSPSO), a local version of SPSO (LSPSO), and PSO with a constriction factor (CPSO), respectively. Experimental results indicate that the PSO with passive congregation improves the search performance on the benchmark functions significantly. (C) 2004 Elsevier B.V. All rights reserved.
引用
收藏
页码：135 / 147
页数：13
相关论文
共 28 条
  • [1] Alexander R.D., 1974, Annual Rev Ecol Syst, V5, P325, DOI 10.1146/annurev.es.05.110174.001545
  • [2] ANGELINE P, 1998, P EV PROGR C SAND DI
  • [3] Bonabeau E., 1999, Swarm Intelligence: From Natural to Artificial Systems, DOI 10.1093/oso/9780195131581.001.0001
  • [4] Chellapilla K., 1998, IEEE Transactions on Evolutionary Computation, V2, P91, DOI 10.1109/4235.735431
  • [5] 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
  • [6] DENEUBOURG JL, 1991, FROM ANIMALS TO ANIMATS, P356
  • [7] Eberhart RC, 2000, IEEE C EVOL COMPUTAT, P84, DOI 10.1109/CEC.2000.870279
  • [8] Untitled
    Eberly, JH
    [J]. OPTICS EXPRESS, 2001, 8 (01): : 1 - 1
  • [9] FIELDSEND JE, 2002, P 2002 UK WORKSH COM, P37
  • [10] Fogel D.B., 1991, SYSTEM IDENTIFICATIO
123