粒子群优化算法:相关论文和源代码
[English version]


* 粒子群优化算法(Particle Swarm Optimization, PSO),又翻译为粒子群算法、微粒群算法、或微粒群优化算法。通常认为它是群集智能 (Swarm intelligence, SI) 的一种。它可以被纳入多主体优化系统 (Multiagent Optimization System, MAOS).

相关技术: 边界约束处理方法等式约束处理方法

相关论文

  • Xiao-Feng Xie, Jiming Liu. A compact multiagent system based on autonomy oriented computing, IEEE/WIC/ACM International Conference on Intelligent Agent Technology (IAT), Compiégne, France, 2005: 38-44. [DOI]
  • Xiao-Feng Xie, Wen-Jun Zhang. SWAF: swarm algorithm framework for numerical optimization. Genetic and Evolutionary Computation Conference (GECCO), LNCS 3102, Seattle, WA, USA, 2004: 238-250. [DOI]
  • Xiao-Feng Xie, Wen-Jun Zhang, De-Chun Bi. Handling equality constraints by adaptive relaxing rule for swarm algorithms. Congress on Evolutionary Computation (CEC), Portland, OR, USA, 2004: 2012-2016. [DOI]
  • Xiao-Feng Xie, Wen-Jun Zhang, De-Chun Bi. Optimizing semiconductor devices by self-organizing particle swarm. Congress on Evolutionary Computation (CEC), Portland, OR, USA, 2004: 2017-2022. [DOI]
  • Wen-Jun Zhang, Xiao-Feng Xie, De-Chun Bi. Handling boundary constraints for numerical optimization by particle swarm flying in periodic search space. Congress on Evolutionary Computation (CEC), Portland, OR, USA, 2004: 2307-2311. [DOI]
  • Wen-Jun Zhang, Xiao-Feng Xie. DEPSO: hybrid particle swarm with differential evolution operator. IEEE International Conference on Systems, Man, and Cybernetics (SMCC), Washington, DC, USA, 2003: 3816-3821. [DOI]
  • Xiao-Feng Xie, Wen-Jun Zhang, Zhi-Lian Yang. A dissipative particle swarm optimization. Congress on Evolutionary Computation (CEC), Honolulu, HI, USA, 2002: 1456-1461. [DOI]
  • Xiao-Feng Xie, Wen-Jun Zhang, Zhi-Lian Yang. Adaptive particle swarm optimization on individual level. International Conference on Signal Processing (ICSP), Beijing, China, 2002: 1215-1218. [DOI]
  • Xiao-Feng Xie, Wen-Jun Zhang, Zhi-Lian Yang. Hybrid particle swarm optimizer with mass extinction. International Conference on Communication, Circuits and Systems (ICCCAS), Chengdu, China, 2002: 1170-1173. [DOI]
  • 谢晓锋, 张文俊, 杨之廉. 微粒群算法综述. 控制与决策, 2003, 18(2): 129-134. [DOI]

    相关软件
    name type* description
    DEPSO SRC (JAVA) DEPSO混合算法: 为粒子群优化算法和差分进化算法的混合算法 [文档], 用于求解(带约束)数值优化问题.
    DPSO SRC (C语言) 针对数值优化问题的耗散粒子群优化算法 [文档].
    *缩写: SRC=源代码; BIN=执行代码
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