A Customized Differential Evolutionary Algorithm for Bounded Constrained Optimization Problems

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dc.authoridAbu Bakar, Maharani/0000-0001-9512-7191
dc.authoridMashwani, Prof.Dr. Wali Khan/0000-0002-5081-741X
dc.contributor.authorMashwani, Wali Khan
dc.contributor.authorRehman, Zia Ur
dc.contributor.authorBakar, Maharani A.
dc.contributor.authorKocak, Ismail
dc.contributor.authorFayaz, Muhammad
dc.date.accessioned2025-01-21T16:34:58Z
dc.date.available2025-01-21T16:34:58Z
dc.date.issued2021
dc.departmentKırıkkale Üniversitesi
dc.description.abstractBound-constrained optimization has wide applications in science and engineering. In the last two decades, various evolutionary algorithms (EAs) were developed under the umbrella of evolutionary computation for solving various bound-constrained benchmark functions and various real-world problems. In general, the developed evolutionary algorithms (EAs) belong to nature-inspired algorithms (NIAs) and swarm intelligence (SI) paradigms. Differential evolutionary algorithm is one of the most popular and well-known EAs and has secured top ranks in most of the EA competitions in the special session of the IEEE Congress on Evolutionary Computation. In this paper, a customized differential evolutionary algorithm is suggested and applied on twenty-nine large-scale bound-constrained benchmark functions. The suggested C-DE algorithm has obtained promising numerical results in its 51 independent runs of simulations. Most of the 2013 IEEE-CEC benchmark functions are tackled efficiently in terms of proximity and diversity.
dc.description.sponsorshipUniversiti Malaysia Terengganu [1/2019, 55192/7]
dc.description.sponsorshipThe authors acknowledge the support of the Research Intensified Grant Scheme (RIGS) Fasa 1/2019, Vot Number 55192/7, Universiti Malaysia Terengganu.
dc.identifier.doi10.1155/2021/5515701
dc.identifier.issn1076-2787
dc.identifier.issn1099-0526
dc.identifier.scopus2-s2.0-85103768915
dc.identifier.scopusqualityQ1
dc.identifier.urihttps://doi.org/10.1155/2021/5515701
dc.identifier.urihttps://hdl.handle.net/20.500.12587/24046
dc.identifier.volume2021
dc.identifier.wosWOS:000641789800001
dc.identifier.wosqualityQ2
dc.indekslendigikaynakWeb of Science
dc.indekslendigikaynakScopus
dc.language.isoen
dc.publisherWiley
dc.relation.ispartofComplexity
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/openAccess
dc.snmzKA_20241229
dc.titleA Customized Differential Evolutionary Algorithm for Bounded Constrained Optimization Problems
dc.typeArticle

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