Optimization of the Laminate Structure of a Composite Cylinder Based on the Combination of Response Surface Methodology (RSM) and Finite Element Analysis (FEA)
This study optimized the laminate structure of a composite cylinder under the constraint of minimum layup thickness. Based on the progressive damage theory, a finite element model of the cylinder was established, and the NOL ring tensile test was used to verify the accuracy of the damage theory. The...
Main Authors: | , , , , , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
MDPI AG
2022-10-01
|
Series: | Molecules |
Subjects: | |
Online Access: | https://www.mdpi.com/1420-3049/27/21/7361 |
_version_ | 1797467118470430720 |
---|---|
author | Zhiqi Li Yipeng Liu Liangliang Qi Zhonghao Mei Ruize Gao Muhuo Yu Zeyu Sun Ming Wang |
author_facet | Zhiqi Li Yipeng Liu Liangliang Qi Zhonghao Mei Ruize Gao Muhuo Yu Zeyu Sun Ming Wang |
author_sort | Zhiqi Li |
collection | DOAJ |
description | This study optimized the laminate structure of a composite cylinder under the constraint of minimum layup thickness. Based on the progressive damage theory, a finite element model of the cylinder was established, and the NOL ring tensile test was used to verify the accuracy of the damage theory. The winding angle, the number of layers, and the helical/hoop ratio (the stacking sequence) were selected as the optimization factors, and the burst pressure value was used to evaluate the quality of the laminate structure. Then the orthogonal experiments were designed by RSM. Combined with FEA, the function model of the burst pressure of the gas cylinder and each optimization factor was established to obtain the optimal layering scheme, satisfying the minimum burst pressure. In addition, finite element analysis was used to verify the optimal scheme, demonstrating that the error of the burst pressure predicted by the quadratic model established by the response surface design was not more than 5%. This study provides a faster and more efficient optimization method for the optimization design of composite gas cylinder layers. |
first_indexed | 2024-03-09T18:48:09Z |
format | Article |
id | doaj.art-9c52a4fdc3b54ec8bfe2958ec131892f |
institution | Directory Open Access Journal |
issn | 1420-3049 |
language | English |
last_indexed | 2024-03-09T18:48:09Z |
publishDate | 2022-10-01 |
publisher | MDPI AG |
record_format | Article |
series | Molecules |
spelling | doaj.art-9c52a4fdc3b54ec8bfe2958ec131892f2023-11-24T06:02:58ZengMDPI AGMolecules1420-30492022-10-012721736110.3390/molecules27217361Optimization of the Laminate Structure of a Composite Cylinder Based on the Combination of Response Surface Methodology (RSM) and Finite Element Analysis (FEA)Zhiqi Li0Yipeng Liu1Liangliang Qi2Zhonghao Mei3Ruize Gao4Muhuo Yu5Zeyu Sun6Ming Wang7State Key Laboratory for Modification of Chemical Fibers and Polymer Materials, College of Materials Science and Engineering, Donghua University, Shanghai 201620, ChinaState Key Laboratory for Modification of Chemical Fibers and Polymer Materials, College of Materials Science and Engineering, Donghua University, Shanghai 201620, ChinaState Key Laboratory for Modification of Chemical Fibers and Polymer Materials, College of Materials Science and Engineering, Donghua University, Shanghai 201620, ChinaState Key Laboratory for Modification of Chemical Fibers and Polymer Materials, College of Materials Science and Engineering, Donghua University, Shanghai 201620, ChinaState Key Laboratory for Modification of Chemical Fibers and Polymer Materials, College of Materials Science and Engineering, Donghua University, Shanghai 201620, ChinaState Key Laboratory for Modification of Chemical Fibers and Polymer Materials, College of Materials Science and Engineering, Donghua University, Shanghai 201620, ChinaState Key Laboratory for Modification of Chemical Fibers and Polymer Materials, College of Materials Science and Engineering, Donghua University, Shanghai 201620, ChinaState Key Laboratory for Modification of Chemical Fibers and Polymer Materials, College of Materials Science and Engineering, Donghua University, Shanghai 201620, ChinaThis study optimized the laminate structure of a composite cylinder under the constraint of minimum layup thickness. Based on the progressive damage theory, a finite element model of the cylinder was established, and the NOL ring tensile test was used to verify the accuracy of the damage theory. The winding angle, the number of layers, and the helical/hoop ratio (the stacking sequence) were selected as the optimization factors, and the burst pressure value was used to evaluate the quality of the laminate structure. Then the orthogonal experiments were designed by RSM. Combined with FEA, the function model of the burst pressure of the gas cylinder and each optimization factor was established to obtain the optimal layering scheme, satisfying the minimum burst pressure. In addition, finite element analysis was used to verify the optimal scheme, demonstrating that the error of the burst pressure predicted by the quadratic model established by the response surface design was not more than 5%. This study provides a faster and more efficient optimization method for the optimization design of composite gas cylinder layers.https://www.mdpi.com/1420-3049/27/21/7361RSMFEAcomposite cylinderoptimization design |
spellingShingle | Zhiqi Li Yipeng Liu Liangliang Qi Zhonghao Mei Ruize Gao Muhuo Yu Zeyu Sun Ming Wang Optimization of the Laminate Structure of a Composite Cylinder Based on the Combination of Response Surface Methodology (RSM) and Finite Element Analysis (FEA) Molecules RSM FEA composite cylinder optimization design |
title | Optimization of the Laminate Structure of a Composite Cylinder Based on the Combination of Response Surface Methodology (RSM) and Finite Element Analysis (FEA) |
title_full | Optimization of the Laminate Structure of a Composite Cylinder Based on the Combination of Response Surface Methodology (RSM) and Finite Element Analysis (FEA) |
title_fullStr | Optimization of the Laminate Structure of a Composite Cylinder Based on the Combination of Response Surface Methodology (RSM) and Finite Element Analysis (FEA) |
title_full_unstemmed | Optimization of the Laminate Structure of a Composite Cylinder Based on the Combination of Response Surface Methodology (RSM) and Finite Element Analysis (FEA) |
title_short | Optimization of the Laminate Structure of a Composite Cylinder Based on the Combination of Response Surface Methodology (RSM) and Finite Element Analysis (FEA) |
title_sort | optimization of the laminate structure of a composite cylinder based on the combination of response surface methodology rsm and finite element analysis fea |
topic | RSM FEA composite cylinder optimization design |
url | https://www.mdpi.com/1420-3049/27/21/7361 |
work_keys_str_mv | AT zhiqili optimizationofthelaminatestructureofacompositecylinderbasedonthecombinationofresponsesurfacemethodologyrsmandfiniteelementanalysisfea AT yipengliu optimizationofthelaminatestructureofacompositecylinderbasedonthecombinationofresponsesurfacemethodologyrsmandfiniteelementanalysisfea AT liangliangqi optimizationofthelaminatestructureofacompositecylinderbasedonthecombinationofresponsesurfacemethodologyrsmandfiniteelementanalysisfea AT zhonghaomei optimizationofthelaminatestructureofacompositecylinderbasedonthecombinationofresponsesurfacemethodologyrsmandfiniteelementanalysisfea AT ruizegao optimizationofthelaminatestructureofacompositecylinderbasedonthecombinationofresponsesurfacemethodologyrsmandfiniteelementanalysisfea AT muhuoyu optimizationofthelaminatestructureofacompositecylinderbasedonthecombinationofresponsesurfacemethodologyrsmandfiniteelementanalysisfea AT zeyusun optimizationofthelaminatestructureofacompositecylinderbasedonthecombinationofresponsesurfacemethodologyrsmandfiniteelementanalysisfea AT mingwang optimizationofthelaminatestructureofacompositecylinderbasedonthecombinationofresponsesurfacemethodologyrsmandfiniteelementanalysisfea |