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A Multi-objective Evolutionary Algorithm Based on Mixed Game Strategy

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成果类型:
会议论文
作者:
Li, Yuandan*;Zhang, Shiwen;Li, Zhiyong
通讯作者:
Li, Yuandan
作者机构:
[Li, Yuandan] Hengyang Normal Univ, Coll Math & Stat, Hengyang 421008, Peoples R China.
[Zhang, Shiwen; Li, Zhiyong] Hunan Univ, Coll Comp Sci & Elect Engn, Changsha 410082, Hunan, Peoples R China.
通讯机构:
[Li, Yuandan] H
Hengyang Normal Univ, Coll Math & Stat, Hengyang 421008, Peoples R China.
语种:
英文
关键词:
Evolutionary Algorithm;Game theory;Mixed Strategy;Multi-objective Optimization
期刊:
2016 12TH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY (ICNC-FSKD)
年:
2016
页码:
241-252
会议名称:
12th International Conference on Natural Computation, Fuzzy Systems and Knowledge Discovery (ICNC-FSKD)
会议时间:
AUG 13-15, 2016
会议地点:
Changsha, PEOPLES R CHINA
会议主办单位:
[Li, Yuandan] Hengyang Normal Univ, Coll Math & Stat, Hengyang 421008, Peoples R China.^[Zhang, Shiwen;Li, Zhiyong] Hunan Univ, Coll Comp Sci & Elect Engn, Changsha 410082, Hunan, Peoples R China.
会议赞助商:
IEEE, IEEE Circuits & Syst Soc, Nanyang Technol Univ, Hunan Univ, State Univ New York, Hunan Normal Univ, Natl Univ Def Technol
主编:
Li, MZ Xiong, N Tong, Z Du, J Liu, C Li, KL Wang, L
出版地:
345 E 47TH ST, NEW YORK, NY 10017 USA
出版者:
IEEE
ISBN:
978-1-5090-4093-3
机构署名:
本校为第一且通讯机构
院系归属:
数学与统计学院
摘要:
Non-dominated sorting multi-objective optimization algorithms can constantly lead to the population of Pareto front optimal. However, the non-dominated sorting strategy lacks high capability to explore the Pareto front in the evolutionary subsequent process. We introduce a mixed strategy game model into evolutionary algorithms in this paper. Based on this strategy, we propose a novel multi-objective evolutionary algorithm (MSG-MOEA). A player adopts a strategy against the rest of the players with a certain probability in their respective strategy space instead of some specific strategy. Accord...

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