A novel multi-objective evolutionary algorithm

被引:0
作者
Zheng, Bojin [1 ]
Hu, Ting
机构
[1] South Cent Univ National, Coll Comp Sci, Wuhan 430074, Peoples R China
来源
COMPUTATIONAL SCIENCE - ICCS 2007, PT 4, PROCEEDINGS | 2007年 / 4490卷
基金
中国国家自然科学基金;
关键词
multi-objective optimization; evolutionary algorithm; geometrical Pareto selection; weighted sum method;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Evolutionary Algorithms are recognized to be efficient to deal with Multi-objective Optimization Problems(MOPs) which are difficult to be solved with traditional methods. Here a new Multi-objective Optimization Evolutionary Algorithm named DGPS which is compound with Geometrical Pareto Selection Method (GPS), Weighted Sum Method (WSM) and Dynamical Evolutionary Algorithm (DEA) is proposed. Some famous benchmark functions are carried out to test this algorithm's performance and the numerical experiments show that this algorithm runs much faster than SPEA2, NSGAII, HPMOEA and can obtain finer approximate Pareto fronts which include thousands of well-distributed points.
引用
收藏
页码:1029 / +
页数:3
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