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Optimisation of the Thin-Walled Composite Structures in Terms of Critical Buckling Force

The paper presents the optimisation of thin-walled composite structures on a representative sample of a thin-walled column made of carbon laminate with a channel section-type profile. The optimisation consisted of determining the configuration of laminate layers for which the tested structure has th...

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Detalles Bibliográficos
Autores principales: Szklarek, Karol, Gajewski, Jakub
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7504342/
https://www.ncbi.nlm.nih.gov/pubmed/32887452
http://dx.doi.org/10.3390/ma13173881
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author Szklarek, Karol
Gajewski, Jakub
author_facet Szklarek, Karol
Gajewski, Jakub
author_sort Szklarek, Karol
collection PubMed
description The paper presents the optimisation of thin-walled composite structures on a representative sample of a thin-walled column made of carbon laminate with a channel section-type profile. The optimisation consisted of determining the configuration of laminate layers for which the tested structure has the greatest resistance to the loss of stability. The optimisation of the layer configuration was performed using two methods. The first method, divided into two stages to reduce the time, was to determine the optimum arrangement angle in each laminate layer using finite element methods (FEM). The second method employed artificial neural networks for predicting critical buckling force values and the creation of an optimisation tool. Artificial neural networks were combined into groups of networks, thereby improving the quality of the obtained results and simplifying the obtained neural networks. The results from computations were verified against the results obtained from the experiment. The optimisation was performed using ABAQUS(®) and STATISTICA(®) software.
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spelling pubmed-75043422020-09-24 Optimisation of the Thin-Walled Composite Structures in Terms of Critical Buckling Force Szklarek, Karol Gajewski, Jakub Materials (Basel) Article The paper presents the optimisation of thin-walled composite structures on a representative sample of a thin-walled column made of carbon laminate with a channel section-type profile. The optimisation consisted of determining the configuration of laminate layers for which the tested structure has the greatest resistance to the loss of stability. The optimisation of the layer configuration was performed using two methods. The first method, divided into two stages to reduce the time, was to determine the optimum arrangement angle in each laminate layer using finite element methods (FEM). The second method employed artificial neural networks for predicting critical buckling force values and the creation of an optimisation tool. Artificial neural networks were combined into groups of networks, thereby improving the quality of the obtained results and simplifying the obtained neural networks. The results from computations were verified against the results obtained from the experiment. The optimisation was performed using ABAQUS(®) and STATISTICA(®) software. MDPI 2020-09-02 /pmc/articles/PMC7504342/ /pubmed/32887452 http://dx.doi.org/10.3390/ma13173881 Text en © 2020 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Szklarek, Karol
Gajewski, Jakub
Optimisation of the Thin-Walled Composite Structures in Terms of Critical Buckling Force
title Optimisation of the Thin-Walled Composite Structures in Terms of Critical Buckling Force
title_full Optimisation of the Thin-Walled Composite Structures in Terms of Critical Buckling Force
title_fullStr Optimisation of the Thin-Walled Composite Structures in Terms of Critical Buckling Force
title_full_unstemmed Optimisation of the Thin-Walled Composite Structures in Terms of Critical Buckling Force
title_short Optimisation of the Thin-Walled Composite Structures in Terms of Critical Buckling Force
title_sort optimisation of the thin-walled composite structures in terms of critical buckling force
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7504342/
https://www.ncbi.nlm.nih.gov/pubmed/32887452
http://dx.doi.org/10.3390/ma13173881
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