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题名

Evolutionary Dynamic Multi-objective Optimisation: A Survey

作者
发表日期
2022-11-21
DOI
发表期刊
ISSN
0360-0300
EISSN
1557-7341
卷号55期号:4页码:1-47
摘要

Evolutionary dynamic multi-objective optimisation (EDMO) is a relatively young but rapidly growing area of investigation. EDMO employs evolutionary approaches to handle multi-objective optimisation problems that have time-varying changes in objective functions, constraints, and/or environmental parameters. Due to the simultaneous presence of dynamics and multi-objectivity in problems, the optimisation difficulty for EDMO has a marked increase compared to that for single-objective or stationary optimisation. After nearly two decades of community effort, EDMO has achieved significant advancements on various topics, including theoretic research and applications. This article presents a broad survey and taxonomy of existing research on EDMO. Multiple research opportunities are highlighted to further promote the development of the EDMO research field.

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语种
英语
重要成果
ESI高被引
学校署名
其他
资助项目
National Natural Science Foundation of China[61876164] ; Guangdong Provincial Key Laboratory[2020B121201001] ; Program for Guangdong Introducing Innovative and Enterpreneurial Teams[2017ZT07X386] ; Shenzhen Science and Technology Program[KQTD2016112514355531]
WOS研究方向
Computer Science
WOS类目
Computer Science, Theory & Methods
WOS记录号
WOS:000890647400012
出版者
ESI学科分类
COMPUTER SCIENCE
来源库
人工提交
出版状态
在线出版
引用统计
被引频次[WOS]:49
成果类型期刊论文
条目标识符http://sustech.caswiz.com/handle/2SGJ60CL/415496
专题南方科技大学
工学院_计算机科学与工程系
作者单位
1.University of Aberdeen
2.Xiangtan University
3.De Montfort University
4.Southern University of Science and Technology
推荐引用方式
GB/T 7714
Shouyong,Jiang,Juan,Zou,Shengxiang,Yang,et al. Evolutionary Dynamic Multi-objective Optimisation: A Survey[J]. ACM COMPUTING SURVEYS,2022,55(4):1-47.
APA
Shouyong,Jiang,Juan,Zou,Shengxiang,Yang,&Xin,Yao.(2022).Evolutionary Dynamic Multi-objective Optimisation: A Survey.ACM COMPUTING SURVEYS,55(4),1-47.
MLA
Shouyong,Jiang,et al."Evolutionary Dynamic Multi-objective Optimisation: A Survey".ACM COMPUTING SURVEYS 55.4(2022):1-47.
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