Multi-subpopulation coevolutionary algorithm with adaptive Cauchy-Polynomial mutation

被引:0
|
作者
Cui, Xingyu [1 ]
Zhang, Huifeng [1 ]
He, Jiawei [1 ]
机构
[1] Nanjing Univ Posts & Telecommun, Inst Adv Technol, Nanjing 210023, Peoples R China
来源
2021 PROCEEDINGS OF THE 40TH CHINESE CONTROL CONFERENCE (CCC) | 2021年
关键词
Particle swarm optimization; multiple subpopulations; information exchange strategy; adaptive Cauchy mutation;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In order to solve the difficulties of multiobjective optimization problems (MOPs) such as high dimensionality and complex calculation, this paper designs a multiobjective optimization algorithm of multi-subpopulation coevolution. In this paper, the MOPs is divided into several sub-problems, and multiple sub-populations are used to optimize the sub-problems separately, and an information exchange strategy is designed for coevolution among multiple subpopulations; Aiming at the problem of multiobjective particle swarm optimization easily falling into local optima, an adaptive Cauchy mutation is designed to enhance the diversity and convergence of the algorithm.
引用
收藏
页码:1651 / 1656
页数:6
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