An Improved SPEA2 Algorithm with Adaptive Selection of Evolutionary Operators Scheme for Multiobjective Optimization Problems (Retracted article. See art. 1492768, 2018) | |
Zhao, Fuqing2; Lei, Wenchang2; Ma, Weimin1; Liu, Yang2; Zhang, Chuck3 | |
刊名 | MATHEMATICAL PROBLEMS IN ENGINEERING
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2016 | |
ISSN号 | 1024-123X |
DOI | 10.1155/2016/8010346 |
英文摘要 | A fixed evolutionary mechanism is usually adopted in the multiobjective evolutionary algorithms and their operators are static during the evolutionary process, which causes the algorithm not to fully exploit the search space and is easy to trap in local optima. In this paper, a SPEA2 algorithm which is based on adaptive selection evolution operators (AOSPEA) is proposed. The proposed algorithm can adaptively select simulated binary crossover, polynomial mutation, and differential evolution operator during the evolutionary process according to their contribution to the external archive. Meanwhile, the convergence performance of the proposed algorithm is analyzed with Markov chain. Simulation results on the standard benchmark functions reveal that the performance of the proposed algorithm outperforms the other classical multiobjective evolutionary algorithms. |
资助项目 | Lanzhou Science Bureau project[2012M521802] ; Lanzhou Science Bureau project[2013T60889] ; Lanzhou Science Bureau project[J201405] ; Lanzhou Science Bureau project[2013-4-64] |
WOS研究方向 | Engineering ; Mathematics |
语种 | 英语 |
出版者 | HINDAWI LTD |
WOS记录号 | WOS:000389935400001 |
状态 | 已发表 |
内容类型 | 期刊论文 |
源URL | [http://119.78.100.223/handle/2XXMBERH/33886] ![]() |
专题 | 国际合作处(港澳台办) |
通讯作者 | Zhao, Fuqing |
作者单位 | 1.Tongji Univ, Sch Econ & Management, Shanghai 200092, Peoples R China 2.Lanzhou Univ Technol, Sch Comp & Commun Technol, Lanzhou 730050, Peoples R China 3.Georgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USA |
推荐引用方式 GB/T 7714 | Zhao, Fuqing,Lei, Wenchang,Ma, Weimin,et al. An Improved SPEA2 Algorithm with Adaptive Selection of Evolutionary Operators Scheme for Multiobjective Optimization Problems (Retracted article. See art. 1492768, 2018)[J]. MATHEMATICAL PROBLEMS IN ENGINEERING,2016. |
APA | Zhao, Fuqing,Lei, Wenchang,Ma, Weimin,Liu, Yang,&Zhang, Chuck.(2016).An Improved SPEA2 Algorithm with Adaptive Selection of Evolutionary Operators Scheme for Multiobjective Optimization Problems (Retracted article. See art. 1492768, 2018).MATHEMATICAL PROBLEMS IN ENGINEERING. |
MLA | Zhao, Fuqing,et al."An Improved SPEA2 Algorithm with Adaptive Selection of Evolutionary Operators Scheme for Multiobjective Optimization Problems (Retracted article. See art. 1492768, 2018)".MATHEMATICAL PROBLEMS IN ENGINEERING (2016). |
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