A cluster-based evolutionary algorithm for multi-objective optimization

被引:0
|
作者
Borgulya, I [1 ]
机构
[1] Univ Pecs, Fac Business & Econ, H-7621 Pecs, Hungary
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
In this paper a new evolutionary algorithm is described for multiobjective optimization. The new method handles non-linear objective functions and constraints and supports the decision-maker with an estimation of the Pareto set. This cluster-based method applies the Pareto-dominance principle. It approximates the Pareto set with the prototypes for each cluster and alternative prototypes as secondary population. The non-dominated set is continuously being up-dated: based on the Pareto ranking, the poorest clusters are regularly deleted, and the new ones are set. The method solves the usual test problems with a satisfactory level of accuracy.
引用
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页码:357 / 368
页数:12
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