ESCA: A New Evolutionary-Swarm Cooperative Algorithm

被引:0
|
作者
Lung, Rodica Ioana [1 ]
Dumitrescu, D. [1 ]
机构
[1] Univ Babes Bolyai, R-3400 Cluj Napoca, Romania
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A new hybrid approach called Evolutionary Swarm Cooperative Algorithm (ESCA) based on the collaboration between a particle swarm optimization algorithm and an evolutionary algorithm is proposed. ESCA is designed to track moving optima in dynamic environments. ESCA uses three populations of individuals: two EA populations and one particle swarm population. The EA populations evolve by the rules of an evolutionary multimodal optimization algorithm and are used to maintain the diversity of the search. The particle swarm confers precision to the search process. Using the moving peaks benchmark the efficiency of ESCA is evaluated by means of numerical experiments.
引用
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页码:105 / 114
页数:10
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