Cargando…
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...
Autores principales: | , |
---|---|
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 |
_version_ | 1783584602482278400 |
---|---|
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. |
format | Online Article Text |
id | pubmed-7504342 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT szklarekkarol optimisationofthethinwalledcompositestructuresintermsofcriticalbucklingforce AT gajewskijakub optimisationofthethinwalledcompositestructuresintermsofcriticalbucklingforce |