Lanzhou University of Technology Institutional Repository (LUT_IR)
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SPEA2 Algorithm with Adaptive Selection of Evolutionary Operators Scheme for Multiobjective Optimization Problems (Retracted article.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 | |
2016 | |
发表期刊 | MATHEMATICAL PROBLEMS IN ENGINEERING |
ISSN | 1024-123X |
卷号 | 2016 |
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. |
DOI | 10.1155/2016/8010346 |
收录类别 | SCIE |
语种 | 英语 |
WOS研究方向 | Engineering ; Mathematics |
WOS类目 | Engineering, Multidisciplinary ; Mathematics, Interdisciplinary Applications |
WOS记录号 | WOS:000389935400001 |
出版者 | HINDAWI LTD |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | https://ir.lut.edu.cn/handle/2XXMBERH/155482 |
专题 | 国际合作处(港澳台办) |
通讯作者 | Zhao, Fuqing |
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 |
第一作者单位 | 兰州理工大学 |
通讯作者单位 | 兰州理工大学 |
第一作者的第一单位 | 兰州理工大学 |
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SPEA2 Algorithm with Adaptive Selection of Evolutionary Operators Scheme for Multiobjective Optimization Problems (Retracted article.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SPEA2 Algorithm with Adaptive Selection of Evolutionary Operators Scheme for Multiobjective Optimization Problems (Retracted article.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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