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A dual-population constrained multi-objective evolutionary algorithm with variable auxiliary population size

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Main Authors: Jing, Liang, Zhaolin, Chen, Yaonan, Wang
Format: Book
Language:English
Published: Springer 2023
Subjects:
CMOPs
Online Access:https://link.springer.com/article/10.1007/s40747-023-01042-2
https://dlib.phenikaa-uni.edu.vn/handle/PNK/8102
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spelling oai:localhost:PNK-81022023-04-19T09:17:40Z A dual-population constrained multi-objective evolutionary algorithm with variable auxiliary population size Jing, Liang Zhaolin, Chen Yaonan, Wang CMOPs CC BY Constrained multi-objective optimization problems (CMOPs) exist widely in the real world, which simultaneously contain multiple constraints to be satisfied and multiple conflicting objectives to be optimized. Therefore, the challage in addressing CMOPs is how to better balance constraints and objectives. To remedy this issue, this paper proposes a novel dual-population based constrained multi-objective evolutionary algorithm to solve CMOPs, in which two populations with different functions are employed. Specifically, the main population considers both objectives and constraints for solving the original CMOPs, while the auxiliary population is used only for optimization of objectives without considering constraints. 2023-04-19T09:17:40Z 2023-04-19T09:17:40Z 2023 Book https://link.springer.com/article/10.1007/s40747-023-01042-2 https://dlib.phenikaa-uni.edu.vn/handle/PNK/8102 en application/pdf Springer
institution Digital Phenikaa
collection Digital Phenikaa
language English
topic CMOPs
spellingShingle CMOPs
Jing, Liang
Zhaolin, Chen
Yaonan, Wang
A dual-population constrained multi-objective evolutionary algorithm with variable auxiliary population size
description CC BY
format Book
author Jing, Liang
Zhaolin, Chen
Yaonan, Wang
author_facet Jing, Liang
Zhaolin, Chen
Yaonan, Wang
author_sort Jing, Liang
title A dual-population constrained multi-objective evolutionary algorithm with variable auxiliary population size
title_short A dual-population constrained multi-objective evolutionary algorithm with variable auxiliary population size
title_full A dual-population constrained multi-objective evolutionary algorithm with variable auxiliary population size
title_fullStr A dual-population constrained multi-objective evolutionary algorithm with variable auxiliary population size
title_full_unstemmed A dual-population constrained multi-objective evolutionary algorithm with variable auxiliary population size
title_sort dual-population constrained multi-objective evolutionary algorithm with variable auxiliary population size
publisher Springer
publishDate 2023
url https://link.springer.com/article/10.1007/s40747-023-01042-2
https://dlib.phenikaa-uni.edu.vn/handle/PNK/8102
_version_ 1763633857922334720
score 8.881002

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