Cargando…

Multi-Objective Welding-Parameter Optimization Using Overlaid Contour Plots and the Butterfly Optimization Algorithm

Distortion and residual stress are two unwelcome byproducts of welding. The former diminishes the dimensional accuracy while the latter unfavorably affects the fatigue resistance of the components being joined. The present study is a multi-objective optimization aimed at minimizing both the welding-...

Descripción completa

Detalles Bibliográficos
Autores principales: Waheed, Rehan, Saeed, Hasan Aftab, Ahmed, Bilal Anjum
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9267493/
https://www.ncbi.nlm.nih.gov/pubmed/35806632
http://dx.doi.org/10.3390/ma15134507
_version_ 1784743731842252800
author Waheed, Rehan
Saeed, Hasan Aftab
Ahmed, Bilal Anjum
author_facet Waheed, Rehan
Saeed, Hasan Aftab
Ahmed, Bilal Anjum
author_sort Waheed, Rehan
collection PubMed
description Distortion and residual stress are two unwelcome byproducts of welding. The former diminishes the dimensional accuracy while the latter unfavorably affects the fatigue resistance of the components being joined. The present study is a multi-objective optimization aimed at minimizing both the welding-induced residual stress as well as distortion. Current, voltage, and welding speed were the welding parameters selected. It was observed that the parameters that minimize distortion were substantially different from those that minimized the residual stress. That is, enhancing dimensional accuracy by minimizing distortion results in an intensification of residual stresses. A compromise between the two objectives was therefore necessary. The contour plots produced from the response surfaces of the two objectives were overlaid to find a region with feasible parameters for both. This feasible region was used as the domain wherein to apply the novel butterfly optimization algorithm (BOA). This is the first instance of the application of the BOA to a multi-objective welding problem. Weld simulation and a confirmatory experiment based on the optimum weld parameters thus obtained corroborate the efficacy of the framework.
format Online
Article
Text
id pubmed-9267493
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-92674932022-07-09 Multi-Objective Welding-Parameter Optimization Using Overlaid Contour Plots and the Butterfly Optimization Algorithm Waheed, Rehan Saeed, Hasan Aftab Ahmed, Bilal Anjum Materials (Basel) Article Distortion and residual stress are two unwelcome byproducts of welding. The former diminishes the dimensional accuracy while the latter unfavorably affects the fatigue resistance of the components being joined. The present study is a multi-objective optimization aimed at minimizing both the welding-induced residual stress as well as distortion. Current, voltage, and welding speed were the welding parameters selected. It was observed that the parameters that minimize distortion were substantially different from those that minimized the residual stress. That is, enhancing dimensional accuracy by minimizing distortion results in an intensification of residual stresses. A compromise between the two objectives was therefore necessary. The contour plots produced from the response surfaces of the two objectives were overlaid to find a region with feasible parameters for both. This feasible region was used as the domain wherein to apply the novel butterfly optimization algorithm (BOA). This is the first instance of the application of the BOA to a multi-objective welding problem. Weld simulation and a confirmatory experiment based on the optimum weld parameters thus obtained corroborate the efficacy of the framework. MDPI 2022-06-27 /pmc/articles/PMC9267493/ /pubmed/35806632 http://dx.doi.org/10.3390/ma15134507 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Waheed, Rehan
Saeed, Hasan Aftab
Ahmed, Bilal Anjum
Multi-Objective Welding-Parameter Optimization Using Overlaid Contour Plots and the Butterfly Optimization Algorithm
title Multi-Objective Welding-Parameter Optimization Using Overlaid Contour Plots and the Butterfly Optimization Algorithm
title_full Multi-Objective Welding-Parameter Optimization Using Overlaid Contour Plots and the Butterfly Optimization Algorithm
title_fullStr Multi-Objective Welding-Parameter Optimization Using Overlaid Contour Plots and the Butterfly Optimization Algorithm
title_full_unstemmed Multi-Objective Welding-Parameter Optimization Using Overlaid Contour Plots and the Butterfly Optimization Algorithm
title_short Multi-Objective Welding-Parameter Optimization Using Overlaid Contour Plots and the Butterfly Optimization Algorithm
title_sort multi-objective welding-parameter optimization using overlaid contour plots and the butterfly optimization algorithm
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9267493/
https://www.ncbi.nlm.nih.gov/pubmed/35806632
http://dx.doi.org/10.3390/ma15134507
work_keys_str_mv AT waheedrehan multiobjectiveweldingparameteroptimizationusingoverlaidcontourplotsandthebutterflyoptimizationalgorithm
AT saeedhasanaftab multiobjectiveweldingparameteroptimizationusingoverlaidcontourplotsandthebutterflyoptimizationalgorithm
AT ahmedbilalanjum multiobjectiveweldingparameteroptimizationusingoverlaidcontourplotsandthebutterflyoptimizationalgorithm