A comparative analysis of constraint-handling mechanisms for solving engineering design problems
| dc.contributor.author | Gölcük, İlker | |
| dc.date.accessioned | 2023-03-22T19:48:20Z | |
| dc.date.available | 2023-03-22T19:48:20Z | |
| dc.date.issued | 2021 | |
| dc.department | Belirlenecek | en_US |
| dc.description.abstract | Optimization problems have numerous real-life applications in science and engineering. The engineering design problems are usually subject to various constraints. Although many state-of-the-art metaheuristic optimization algorithms have been developed during the last decades, these algorithms require additional constraint-handling mechanisms to cope with constrained optimization problems. Therefore, selecting a suitable constraint-handling mechanism requires extensive trial-and-error experiments, which is time-consuming and demanding. In this study, a comparative analysis of the eight constraint handling mechanisms is carried out, guiding decision-makers in their optimization practices. The constraint-handling techniques are used along with the Whale Optimization Algorithm (WOA), and 19 real-life mechanical design problems, which are also part of the CEC2020 benchmark suite, are tested in the experimental analysis. The nonparametric statistical analysis incorporating Nemenyi and Holm post-hoc procedures shows that the inverse tangent constraint-handling and eclectic penalty methods exhibit high performance in real-life mechanical design problems. | en_US |
| dc.identifier.endpage | 216 | en_US |
| dc.identifier.issn | 1300-3410 | |
| dc.identifier.issn | 2667-7539 | |
| dc.identifier.issue | 2 | en_US |
| dc.identifier.startpage | 201 | en_US |
| dc.identifier.trdizinid | 1110862 | en_US |
| dc.identifier.uri | https://hdl.handle.net/20.500.14034/1060 | |
| dc.identifier.uri | https://search.trdizin.gov.tr/yayin/detay/1110862 | |
| dc.identifier.volume | 32 | en_US |
| dc.indekslendigikaynak | TR-Dizin | en_US |
| dc.language.iso | en | en_US |
| dc.relation.journal | Endüstri Mühendisliği | en_US |
| dc.relation.publicationcategory | Makale - Ulusal Hakemli Dergi - Kurum Öğretim Elemanı | en_US |
| dc.rights | info:eu-repo/semantics/openAccess | en_US |
| dc.title | A comparative analysis of constraint-handling mechanisms for solving engineering design problems | en_US |
| dc.type | Article | en_US |
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