Optimal solution of engineering design problems through differential gradient evolution plus algorithm: a hybrid approach

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dc.authoridAkram, Sana/0000-0003-2038-9511
dc.contributor.authorTabassum, Muhammad Farhan
dc.contributor.authorAkgul, Ali
dc.contributor.authorAkram, Sana
dc.contributor.authorHassan, Saadia
dc.contributor.authorSaman
dc.contributor.authorQudus, Ayesha
dc.contributor.authorKarim, Rabia
dc.date.accessioned2024-12-24T19:28:28Z
dc.date.available2024-12-24T19:28:28Z
dc.date.issued2022
dc.departmentSiirt Üniversitesi
dc.description.abstractIt is very necessary and applicable to optimize all disciplines. In practical engineering problems the optimization has been a significant component. This article presents the hybrid approach named as differential gradient evolution plus (DGE+) algorithm which is the combination of differential evolution gorithm and gradient evolution (GE) algorithm. DE was used to diversify and GE was used for intensification with a perfect equilibrium between exploration and exploitation with an improvised distribution of dynamic probability and offers a new shake-off approach to prevent premature convergence to local optimum. To describe the success, the proposed algorithm is compared to modern meta-heuristics. To see the accuracy, robustness, and reliability of DGE+ it has been implemented on eight complex practical engineering problems named as: pressure vessel, belleville spring, tension/compression spring, three-bar truss, welded beam, speed reducer, gear train and rolling element bearing design problem, the results revealed that DGE+ algorithm can deliver highly efficient, competitive and promising results.
dc.identifier.doi10.1088/1402-4896/ac41ec
dc.identifier.issn0031-8949
dc.identifier.issn1402-4896
dc.identifier.issue1
dc.identifier.scopus2-s2.0-85124001602
dc.identifier.scopusqualityQ1
dc.identifier.urihttps://doi.org/10.1088/1402-4896/ac41ec
dc.identifier.urihttps://hdl.handle.net/20.500.12604/7079
dc.identifier.volume97
dc.identifier.wosWOS:000740837400001
dc.identifier.wosqualityQ2
dc.indekslendigikaynakWeb of Science
dc.indekslendigikaynakScopus
dc.language.isoen
dc.publisherIop Publishing Ltd
dc.relation.ispartofPhysica Scripta
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/closedAccess
dc.snmzKA_20241222
dc.subjectmeta-heuristics
dc.subjecthybridization
dc.subjectdifferential evolution
dc.subjectgradient evolution
dc.subjectpractical engineering designs
dc.titleOptimal solution of engineering design problems through differential gradient evolution plus algorithm: a hybrid approach
dc.typeArticle

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