引用本文: | 乔士东,刘忠,黄金才,等.一种基于Taguchi方法的混合NSGA-Ⅱ算法[J].国防科技大学学报,2011,33(6):169-174.[点击复制] |
Qiao Shidong,LIU Zhong,HUANG Jincai,et al.A Hybrid NSGA-II Algorithm Combined with Taguchi Method[J].Journal of National University of Defense Technology,2011,33(6):169-174[点击复制] |
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一种基于Taguchi方法的混合NSGA-Ⅱ算法 |
乔士东, 刘忠, 黄金才, 张维明 |
(国防科技大学 信息系统工程重点实验室,湖南 长沙 410073)
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摘要: |
提出一种基于Taguchi方法的混合NSGA-Ⅱ算法,即用Taguchi方法来改造NSGA-Ⅱ算法的交叉操作和变异操作,目的是提升NSGA-Ⅱ算法的优化能力。针对多目标优化测试问题的实验表明该方法能够显著提高NSGA-Ⅱ算法的优化效果,而且该方法不改变NSGA-Ⅱ的算法框架,易于实现。 |
关键词: NSGA-Ⅱ算法 Taguchi方法 多目标优化算法 |
DOI: |
投稿日期:2011-03-26 |
基金项目:国家自然科学基金资助项目(70701038) |
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A Hybrid NSGA-II Algorithm Combined with Taguchi Method |
Qiao Shidong, LIU Zhong, HUANG Jincai, ZHANG Weiming |
(Science and Technolagy on Information Systems Engineering Laboratory, National Univ. of Defense Technology, Changsha 410073, China)
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Abstract: |
Some effective modifications upon NSGA-II were proposed to further improve its optimization ability, which results in a hybrid multi-objective optimization algorithm. In the hybrid algorithm, Taguchi-method was incorporated into the crossover and mutation options of NSGA-II, whose effectiveness was approved by experiments on typical test functions, and the hybrid algorithm can be easily implemented since it makes no change on the framework of NSGA-II. |
Keywords: Non-dominated Sorting Genetic Algorithm II (NSGA-II) Taguchi method multi-objective optimization algorithm |
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