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一种快速构造多目标Pareto非支配集的方法:选举法则*
引用本文:杨平,郑金华,李密青,罗彪.一种快速构造多目标Pareto非支配集的方法:选举法则*[J].计算机应用研究,2009,26(2):488-491.
作者姓名:杨平  郑金华  李密青  罗彪
作者单位:湘潭大学,信息工程学院,湖南,湘潭,411105
基金项目:国家自然科学基金资助项目(60773047);湖南省研究生科研创新资助项目(x2008yjscx18);湖南省教育厅重点科研资助项目(06A074)
摘    要:基于Pareto的多目标优化问题是进化算法的一个重要研究方向,而如何构造Pareto非支配集则是提高算法效率的关键所在。通过对选举现象的观察,同时针对多目标个体之间的特性,提出了一种快速求解多目标Pareto非支配集的方法: 选举法则(election principle,EP),分析了其时间复杂度为O(rmN),并对其进行了正确性证明。因为种群中实际的非支配个体数m比进化群体规模N小,所以与同类方法相比,EP有更高的效率,并通过了实验验证。

关 键 词:多目标优化问题  进化算法  选举现象  Pareto非支配集  选举法则

Fast method of constructing multi-objective Pareto non-dominated set:election principle
YANG Ping,ZHENG Jin-hu,LI Mi-qing,LUO Biao.Fast method of constructing multi-objective Pareto non-dominated set:election principle[J].Application Research of Computers,2009,26(2):488-491.
Authors:YANG Ping  ZHENG Jin-hu  LI Mi-qing  LUO Biao
Affiliation:(Institute of Information Engineering, Xiangtan University, Xiangtan Hunan 411105, China)
Abstract:The multi-objective optimization problem based on pareto is a important research direction of the evolutionary algorithm, and how to improve the efficiency of constructing the Pareto non-dominated set is a key to the algorithm.This paper proposed a quick method of constructing multi-objective pareto non-dominated set through observing the election phenomenon and understanding the mutual character of multi-objective individual, namely the election principle (EP), analyzed that its computational complexity was O(rmN),proved the EP works correctly. Because the number m of actual non-dominated individual is smaller than the population size N,compared with familiar methods the EP has a high efficiency and proves it through experiment finally.
Keywords:multi-objective optimization problem  evolutionary algorithm  election phenomenon  Pareto non-dominated set  election principle(EP)
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