Evolutionary Multi/Many-Objective Optimisation via Bilevel Decomposition
文献类型：期刊论文
| 作者 | Shouyong Jiang; Jinglei Guo; Yong Wang; Shengxiang Yang |
| 刊名 | IEEE/CAA Journal of Automatica Sinica
 |
| 出版日期 | 2024 |
| 卷号 | 11期号:9页码:1973-1986 |
| 关键词 | Bilevel decomposition evolutionary algorithm many-objective optimisation multi-objective optimisation |
| ISSN号 | 2329-9266 |
| DOI | 10.1109/JAS.2024.124515 |
| 英文摘要 | Decomposition of a complex multi-objective optimisation problem (MOP) to multiple simple subMOPs, known as M2M for short, is an effective approach to multi-objective optimisation. However, M2M facilitates little communication/collaboration between subMOPs, which limits its use in complex optimisation scenarios. This paper extends the M2M framework to develop a unified algorithm for both multi-objective and many-objective optimisation. Through bilevel decomposition, an MOP is divided into multiple subMOPs at upper level, each of which is further divided into a number of single-objective subproblems at lower level. Neighbouring subMOPs are allowed to share some subproblems so that the knowledge gained from solving one subMOP can be transferred to another, and eventually to all the subMOPs. The bilevel decomposition is readily combined with some new mating selection and population update strategies, leading to a high-performance algorithm that competes effectively against a number of state-of-the-arts studied in this paper for both multi- and many-objective optimisation. Parameter analysis and component analysis have been also carried out to further justify the proposed algorithm. |
| 源URL | [http://ir.ia.ac.cn/handle/173211/58810]  |
| 专题 | 自动化研究所_学术期刊_IEEE/CAA Journal of Automatica Sinica |
| 推荐引用方式 GB/T 7714 | Shouyong Jiang,Jinglei Guo,Yong Wang,et al. Evolutionary Multi/Many-Objective Optimisation via Bilevel Decomposition[J]. IEEE/CAA Journal of Automatica Sinica,2024,11(9):1973-1986. |
| APA | Shouyong Jiang,Jinglei Guo,Yong Wang,&Shengxiang Yang.(2024).Evolutionary Multi/Many-Objective Optimisation via Bilevel Decomposition.IEEE/CAA Journal of Automatica Sinica,11(9),1973-1986. |
| MLA | Shouyong Jiang,et al."Evolutionary Multi/Many-Objective Optimisation via Bilevel Decomposition".IEEE/CAA Journal of Automatica Sinica 11.9(2024):1973-1986. |
入库方式： OAI收割
来源：自动化研究所
浏览0
下载0
收藏0
其他版本
除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。