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Disruption-Based Multiobjective Equilibrium Optimization Algorithm

Nature-inspired computing has attracted huge attention since its origin, especially in the field of multiobjective optimization. This paper proposes a disruption-based multiobjective equilibrium optimization algorithm (DMOEOA). A novel mutation operator named layered disruption method is integrated...

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Detalles Bibliográficos
Autores principales: Chen, Hao, Li, Weikun, Cui, Weicheng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7723493/
https://www.ncbi.nlm.nih.gov/pubmed/33335543
http://dx.doi.org/10.1155/2020/8846250
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author Chen, Hao
Li, Weikun
Cui, Weicheng
author_facet Chen, Hao
Li, Weikun
Cui, Weicheng
author_sort Chen, Hao
collection PubMed
description Nature-inspired computing has attracted huge attention since its origin, especially in the field of multiobjective optimization. This paper proposes a disruption-based multiobjective equilibrium optimization algorithm (DMOEOA). A novel mutation operator named layered disruption method is integrated into the proposed algorithm with the aim of enhancing the exploration and exploitation abilities of DMOEOA. To demonstrate the advantages of the proposed algorithm, various benchmarks have been selected with five different multiobjective optimization algorithms. The test results indicate that DMOEOA does exhibit better performances in these problems with a better balance between convergence and distribution. In addition, the new proposed algorithm is applied to the structural optimization of an elastic truss with the other five existing multiobjective optimization algorithms. The obtained results demonstrate that DMOEOA is not only an algorithm with good performance for benchmark problems but is also expected to have a wide application in real-world engineering optimization problems.
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spelling pubmed-77234932020-12-16 Disruption-Based Multiobjective Equilibrium Optimization Algorithm Chen, Hao Li, Weikun Cui, Weicheng Comput Intell Neurosci Research Article Nature-inspired computing has attracted huge attention since its origin, especially in the field of multiobjective optimization. This paper proposes a disruption-based multiobjective equilibrium optimization algorithm (DMOEOA). A novel mutation operator named layered disruption method is integrated into the proposed algorithm with the aim of enhancing the exploration and exploitation abilities of DMOEOA. To demonstrate the advantages of the proposed algorithm, various benchmarks have been selected with five different multiobjective optimization algorithms. The test results indicate that DMOEOA does exhibit better performances in these problems with a better balance between convergence and distribution. In addition, the new proposed algorithm is applied to the structural optimization of an elastic truss with the other five existing multiobjective optimization algorithms. The obtained results demonstrate that DMOEOA is not only an algorithm with good performance for benchmark problems but is also expected to have a wide application in real-world engineering optimization problems. Hindawi 2020-11-30 /pmc/articles/PMC7723493/ /pubmed/33335543 http://dx.doi.org/10.1155/2020/8846250 Text en Copyright © 2020 Hao Chen et al. https://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Chen, Hao
Li, Weikun
Cui, Weicheng
Disruption-Based Multiobjective Equilibrium Optimization Algorithm
title Disruption-Based Multiobjective Equilibrium Optimization Algorithm
title_full Disruption-Based Multiobjective Equilibrium Optimization Algorithm
title_fullStr Disruption-Based Multiobjective Equilibrium Optimization Algorithm
title_full_unstemmed Disruption-Based Multiobjective Equilibrium Optimization Algorithm
title_short Disruption-Based Multiobjective Equilibrium Optimization Algorithm
title_sort disruption-based multiobjective equilibrium optimization algorithm
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7723493/
https://www.ncbi.nlm.nih.gov/pubmed/33335543
http://dx.doi.org/10.1155/2020/8846250
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AT liweikun disruptionbasedmultiobjectiveequilibriumoptimizationalgorithm
AT cuiweicheng disruptionbasedmultiobjectiveequilibriumoptimizationalgorithm