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Composite Lamina Model Design with the Use of Heuristic Optimization
In engineering practice, a problem is quite often faced in which the number of unknown parameters exceeds the number of conditions or requirements or, otherwise, there are too many requirements for too few parameters to design. Such under- or over-defined tasks are sometimes not possible to solve us...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9860913/ https://www.ncbi.nlm.nih.gov/pubmed/36676232 http://dx.doi.org/10.3390/ma16020495 |
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author | Balashov, Artem Burduk, Anna Husár, Jozef |
author_facet | Balashov, Artem Burduk, Anna Husár, Jozef |
author_sort | Balashov, Artem |
collection | PubMed |
description | In engineering practice, a problem is quite often faced in which the number of unknown parameters exceeds the number of conditions or requirements or, otherwise, there are too many requirements for too few parameters to design. Such under- or over-defined tasks are sometimes not possible to solve using a direct approach. The number of solutions to such problems is multiple, and it is most rational to search for the optimal one by numerical methods since the more unknown design parameters there are to be designed, the more potential solutions there are. This article discusses a way to find an optimal solution to such an underdetermined problem by heuristic optimization methods on the basis of the example of designing a composite wing skin of an aircraft. Several heuristic approaches, specifically gradient descent and Tabu search, are studied to solve the design problem and to locate an optimal solution. They are also compared to a conventional direct approach. The examined composite lamina is optimized by the target function of minimum weight with the constraints of strength and buckling failure criteria. In most of the observed cases, the heuristic method designed structures which were considerably better than the structures that were obtained by conventional direct approaches in terms of the weight to load ratio. |
format | Online Article Text |
id | pubmed-9860913 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-98609132023-01-22 Composite Lamina Model Design with the Use of Heuristic Optimization Balashov, Artem Burduk, Anna Husár, Jozef Materials (Basel) Article In engineering practice, a problem is quite often faced in which the number of unknown parameters exceeds the number of conditions or requirements or, otherwise, there are too many requirements for too few parameters to design. Such under- or over-defined tasks are sometimes not possible to solve using a direct approach. The number of solutions to such problems is multiple, and it is most rational to search for the optimal one by numerical methods since the more unknown design parameters there are to be designed, the more potential solutions there are. This article discusses a way to find an optimal solution to such an underdetermined problem by heuristic optimization methods on the basis of the example of designing a composite wing skin of an aircraft. Several heuristic approaches, specifically gradient descent and Tabu search, are studied to solve the design problem and to locate an optimal solution. They are also compared to a conventional direct approach. The examined composite lamina is optimized by the target function of minimum weight with the constraints of strength and buckling failure criteria. In most of the observed cases, the heuristic method designed structures which were considerably better than the structures that were obtained by conventional direct approaches in terms of the weight to load ratio. MDPI 2023-01-04 /pmc/articles/PMC9860913/ /pubmed/36676232 http://dx.doi.org/10.3390/ma16020495 Text en © 2023 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 Balashov, Artem Burduk, Anna Husár, Jozef Composite Lamina Model Design with the Use of Heuristic Optimization |
title | Composite Lamina Model Design with the Use of Heuristic Optimization |
title_full | Composite Lamina Model Design with the Use of Heuristic Optimization |
title_fullStr | Composite Lamina Model Design with the Use of Heuristic Optimization |
title_full_unstemmed | Composite Lamina Model Design with the Use of Heuristic Optimization |
title_short | Composite Lamina Model Design with the Use of Heuristic Optimization |
title_sort | composite lamina model design with the use of heuristic optimization |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9860913/ https://www.ncbi.nlm.nih.gov/pubmed/36676232 http://dx.doi.org/10.3390/ma16020495 |
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