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RETRACTED: An Improved SPEA2 Algorithm with Adaptive Selection of Evolutionary Operators Scheme for Multiobjective Optimization Problems (Retracted article. See art. 1492768, 2018)
Zhao, Fuqing1; Lei, Wenchang1; Ma, Weimin2; Liu, Yang1; Zhang, Chuck3
刊名MATHEMATICAL PROBLEMS IN ENGINEERING
2016
卷号2016
ISSN号1024-123X
DOI10.1155/2016/8010346
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.
WOS研究方向Engineering ; Mathematics
语种英语
出版者HINDAWI LTD
WOS记录号WOS:000389935400001
内容类型期刊论文
源URL[http://ir.lut.edu.cn/handle/2XXMBERH/155482]  
专题国际合作处(港澳台办)
作者单位1.Lanzhou Univ Technol, Sch Comp & Commun Technol, Lanzhou 730050, Peoples R China;
2.Tongji Univ, Sch Econ & Management, Shanghai 200092, 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. RETRACTED: 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SPEA2 Algorithm with Adaptive Selection of Evolutionary Operators Scheme for Multiobjective Optimization Problems (Retracted article.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,2016,2016.
APA Zhao, Fuqing,Lei, Wenchang,Ma, Weimin,Liu, Yang,&Zhang, Chuck.(2016).RETRACTED: 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SPEA2 Algorithm with Adaptive Selection of Evolutionary Operators Scheme for Multiobjective Optimization Problems (Retracted article.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.
MLA Zhao, Fuqing,et al."RETRACTED: 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SPEA2 Algorithm with Adaptive Selection of Evolutionary Operators Scheme for Multiobjective Optimization Problems (Retracted article.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(2016).
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