基于聚类分析的微粒群算法
Computer Engineering and Applications(2008)
Abstract
在对基本PSO算法进行分析的基础上,针对PSO算法中的早熟收敛问题,提出了一种基于聚类分析的PSO算法(CPSO)。CPSO算法保证了微粒种群的多样性,使微粒能够有效地进行全局搜索。并证明了它依概率收敛于全局最优解。最后以典型的基准优化问题进行了仿真实验,验证了CPSO的有效性。
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Key words
Particle Swarm Optimization(PSO),global optimization,convergence,cluster analysis
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