A Survey of Evolutionary Algorithms for Multi-Objective Optimization Problems With Irregular Pareto Fronts
文献类型：期刊论文
| 作者 | Yicun Hua; Qiqi Liu; Kuangrong Hao; Yaochu Jin |
| 刊名 | IEEE/CAA Journal of Automatica Sinica
 |
| 出版日期 | 2021 |
| 卷号 | 8期号:2页码:303-318 |
| ISSN号 | 2329-9266 |
| 关键词 | Evolutionary algorithm machine learning multi-objective optimization problems (MOPs) irregular Pareto fronts |
| DOI | 10.1109/JAS.2021.1003817 |
| 英文摘要 | Evolutionary algorithms have been shown to be very successful in solving multi-objective optimization problems (MOPs). However, their performance often deteriorates when solving MOPs with irregular Pareto fronts. To remedy this issue, a large body of research has been performed in recent years and many new algorithms have been proposed. This paper provides a comprehensive survey of the research on MOPs with irregular Pareto fronts. We start with a brief introduction to the basic concepts, followed by a summary of the benchmark test problems with irregular problems, an analysis of the causes of the irregularity, and real-world optimization problems with irregular Pareto fronts. Then, a taxonomy of the existing methodologies for handling irregular problems is given and representative algorithms are reviewed with a discussion of their strengths and weaknesses. Finally, open challenges are pointed out and a few promising future directions are suggested. |
| 源URL | [http://ir.ia.ac.cn/handle/173211/43914]  |
| 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 | Yicun Hua,Qiqi Liu,Kuangrong Hao,et al. A Survey of Evolutionary Algorithms for Multi-Objective Optimization Problems With Irregular Pareto Fronts[J]. IEEE/CAA Journal of Automatica Sinica,2021,8(2):303-318. |
| APA | Yicun Hua,Qiqi Liu,Kuangrong Hao,&Yaochu Jin.(2021).A Survey of Evolutionary Algorithms for Multi-Objective Optimization Problems With Irregular Pareto Fronts.IEEE/CAA Journal of Automatica Sinica,8(2),303-318. |
| MLA | Yicun Hua,et al."A Survey of Evolutionary Algorithms for Multi-Objective Optimization Problems With Irregular Pareto Fronts".IEEE/CAA Journal of Automatica Sinica 8.2(2021):303-318. |
入库方式： OAI收割
来源：自动化研究所
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