An improvement on particle swarm optimization

被引:0
|
作者
Qiao, LY [1 ]
Peng, XY [1 ]
Peng, Y [1 ]
机构
[1] Harbin Inst Technol, Dept Automat Test &Control, Harbin 150001, Peoples R China
关键词
particle swarm optimization; genetic algorithm; mutation;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Recently Particle swarm optimization (PSO) has gained more attentions, but the basic PSO is easily plunged into local optima. This paper proposed an improvement to basic PSO, named MPSO, in which mutation operator is added as genetic algorithm. The mutation operator can mutate the population, and then help the particles escape from local optima. Experiments on five benchmark functions showed the PSO with mutation operator not only enlarged particles' exploration range, but also boosted the algorithm's convergence.
引用
收藏
页码:261 / 264
页数:4
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