| 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 |
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(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 |
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(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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