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Localized Constrained-Domination Principle for Constrained Multiobjective Optimization

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成果类型:
期刊论文
作者:
Zhou, Jinlong;Zhang, Yinggui;Wang, Juan;Suganthan, Ponnuthurai Nagaratnam
通讯作者:
Zhang, YG;Wang, J
作者机构:
[Zhang, Yinggui; Zhou, Jinlong; Zhang, YG] Cent South Univ, Sch Traff & Transport Engn, Changsha 410075, Peoples R China.
[Wang, Juan] Cent South Univ Forestry & Technol, Sch Logist & Transportat, Changsha 410004, Peoples R China.
[Suganthan, Ponnuthurai Nagaratnam] Qatar Univ, Coll Engn, KINDI Ctr Comp Res, Doha, Qatar.
通讯机构:
[Wang, J ; Zhang, YG ] C
Cent South Univ, Sch Traff & Transport Engn, Changsha 410075, Peoples R China.
Cent South Univ Forestry & Technol, Sch Logist & Transportat, Changsha 410004, Peoples R China.
语种:
英文
关键词:
Constrained optimization;constrained-domination principle (CDP);evolutionary algorithms;local manner;multiobjective optimization
期刊:
IEEE Transactions on Systems, Man, and Cybernetics: Systems
ISSN:
2168-2216
年:
2024
卷:
54
期:
3
页码:
1376-1387
基金类别:
10.13039/501100001809-National Natural Science Foundation, China (Grant Number: 71971220) 10.13039/501100004735-Natural Science Foundation of Hunan Province, China (Grant Number: 2023JJ30710 and 2022JJ31020) Postgraduate Scientific Research Innovation Project of Hunan Province, China (Grant Number: 2023ZZTS0157 and 2022ZZTS0697)
机构署名:
本校为通讯机构
院系归属:
交通运输与物流学院
摘要:
The constrained-domination principle (CDP) is one of the most popular constraint-handling techniques (CHTs), since it is simple, nonparametric, and easily embedded in unconstrained multiobjective evolutionary algorithms (MOEAs). However, the CDP overly emphasizes the importance of feasibility, which may lead to the search getting stuck in some locally feasible regions or locally optimal, especially when encountering problems with discontinuous and/or narrow feasible regions. This article seeks to capitalize on the strengths of the CDP while overcoming its weaknesses. Accordingly, we propose a ...

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