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A many-objective evolutionary algorithm based on rotated grid

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成果类型:
期刊论文
作者:
Zou, Juan;Fu, Liuwei*;Zheng, Jinhua*;Yang, Shengxiang;Yu, Guo;...
通讯作者:
Fu, Liuwei;Zheng, Jinhua
作者机构:
[Fu, Liuwei; Zheng, Jinhua; Hu, Yaru; Fu, LW; Yang, Shengxiang; Zou, Juan; Yu, Guo] Xiangtan Univ, Informat Engn Coll, Key Lab Intelligent Comp & Informat Proc, Minist Educ, Xiangtan, Hunan, Peoples R China.
[Zheng, Jinhua] Hengyang Normal Univ, Sch Comp Sci & Technol, Hengyang, Hunan, Peoples R China.
[Zou, Juan] LED Lighting Res & Technol Ctr Guizhou TongRen, Tongren, Guizhou, Peoples R China.
[Yang, Shengxiang] De Montfort Univ, Sch Comp Sci & Informat, CCI, Leicester LE1 9BH, Leics, England.
[Yu, Guo] Univ Surrey, Sch Comp Sci, Guildford GU2 7XH, Surrey, England.
通讯机构:
[Fu, LW; Zheng, JH] X
Xiangtan Univ, Informat Engn Coll, Key Lab Intelligent Comp & Informat Proc, Minist Educ, Xiangtan, Hunan, Peoples R China.
语种:
英文
关键词:
Clustering;Evolutionary algorithms;Genetic algorithms;Many-objective optimization;Multi-objective optimization
期刊:
Applied Soft Computing
ISSN:
1568-4946
年:
2018
卷:
67
页码:
596-609
基金类别:
The authors wish to thank the support of the National Natural Science Foundation of China (Grant No. 61502408, 61673331, 61772178), the Education Department Major Project of Hunan Province (Grant No. 17A212), CERNET Innovation Project (Grant No. NGII20150302), the Science and Technology Plan Project of Hunan Province (Grant No. 2016TP1020), the Provinces and Cities Joint Foundation Project (Grant No. 2017JJ4001).
机构署名:
本校为其他机构
摘要:
Evolutionary optimization algorithms, a meta-heuristic approach, often encounter considerable challenges in many-objective optimization problems (MaOPs). The Pareto-based dominance loses its effectiveness in MaOPs, which are defined as having more than three objectives. Therefore, a more valid selection method is proposed to balance convergence and distribution. This paper proposes an algorithm using rotary grid technology to solve MaOPs (denoted by RGridEA). The algorithm uses the rotating grid to partition the objective space. Instead of usin...

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