Uncertainty Representation of Natural Frequency for Laminated Composite Cylindrical Shells Considering Probabilistic and Interval Variables

Due to manufacturing errors, inaccurate measurement and working conditions changes, there are many uncertainties in laminated composite cylindrical shells, which causes the variation of vibration characteristics, and has an important influence on the overall performance. Therefore, an uncertainty re...

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Main Authors: Guohai Chen, Tong Wang, Congda Lu, Yuanshan Yang, Lin Li, Zichao Yin, Xiang Peng
Format: Article
Language:English
Published: MDPI AG 2021-02-01
Series:Applied Sciences
Subjects:
Online Access:https://www.mdpi.com/2076-3417/11/4/1883
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spelling doaj-1b6ba29dd18f4405a848cccf8ccbebab2021-02-21T00:05:37ZengMDPI AGApplied Sciences2076-34172021-02-01111883188310.3390/app11041883Uncertainty Representation of Natural Frequency for Laminated Composite Cylindrical Shells Considering Probabilistic and Interval VariablesGuohai Chen0Tong Wang1Congda Lu2Yuanshan Yang3Lin Li4Zichao Yin5Xiang Peng6College of Mechanical Engineering, Zhejiang University of Technology, Hangzhou 310014, ChinaCollege of Mechanical Engineering, Zhejiang University of Technology, Hangzhou 310014, ChinaCollege of Mechanical Engineering, Zhejiang University of Technology, Hangzhou 310014, ChinaCollege of Mechanical Engineering, Zhejiang University of Technology, Hangzhou 310014, ChinaCollege of Mechanical Engineering, Zhejiang University of Technology, Hangzhou 310014, ChinaCollege of Mechanical Engineering, Zhejiang University of Technology, Hangzhou 310014, ChinaCollege of Mechanical Engineering, Zhejiang University of Technology, Hangzhou 310014, ChinaDue to manufacturing errors, inaccurate measurement and working conditions changes, there are many uncertainties in laminated composite cylindrical shells, which causes the variation of vibration characteristics, and has an important influence on the overall performance. Therefore, an uncertainty representation methodology of natural frequency for laminated composite cylindrical shells is proposed, which considers probabilistic and interval variables simultaneously. The input interval variables are converted into a probabilistic density function or cumulative distribution function based on a four statistical moments method, and a unified probabilistic uncertainty analysis method is proposed to calculate the uncertainty of natural frequency. An adaptive Kriging surrogate model considering probabilistic uncertainty variables is established to accurately represent the natural frequency of laminated composite cylindrical shells. Finally, the dimensionless natural frequency of three-layer, five-layer and seven-layer laminated composite cylindrical shells with uncertainty input parameters is accurately represented. Compared with the Monte Carlo Simulation results, the mean error and standard deviation error are reduced to less than 0.07% and 4.7%, respectively, and the execution number of calculation function is significantly decreased, which fully proves the effectiveness of the proposed method.https://www.mdpi.com/2076-3417/11/4/1883laminated composite cylindrical shellsprobabilistic variablesinterval variablesfour statistic momentsKriging surrogate model
collection DOAJ
language English
format Article
sources DOAJ
author Guohai Chen
Tong Wang
Congda Lu
Yuanshan Yang
Lin Li
Zichao Yin
Xiang Peng
spellingShingle Guohai Chen
Tong Wang
Congda Lu
Yuanshan Yang
Lin Li
Zichao Yin
Xiang Peng
Uncertainty Representation of Natural Frequency for Laminated Composite Cylindrical Shells Considering Probabilistic and Interval Variables
Applied Sciences
laminated composite cylindrical shells
probabilistic variables
interval variables
four statistic moments
Kriging surrogate model
author_facet Guohai Chen
Tong Wang
Congda Lu
Yuanshan Yang
Lin Li
Zichao Yin
Xiang Peng
author_sort Guohai Chen
title Uncertainty Representation of Natural Frequency for Laminated Composite Cylindrical Shells Considering Probabilistic and Interval Variables
title_short Uncertainty Representation of Natural Frequency for Laminated Composite Cylindrical Shells Considering Probabilistic and Interval Variables
title_full Uncertainty Representation of Natural Frequency for Laminated Composite Cylindrical Shells Considering Probabilistic and Interval Variables
title_fullStr Uncertainty Representation of Natural Frequency for Laminated Composite Cylindrical Shells Considering Probabilistic and Interval Variables
title_full_unstemmed Uncertainty Representation of Natural Frequency for Laminated Composite Cylindrical Shells Considering Probabilistic and Interval Variables
title_sort uncertainty representation of natural frequency for laminated composite cylindrical shells considering probabilistic and interval variables
publisher MDPI AG
series Applied Sciences
issn 2076-3417
publishDate 2021-02-01
description Due to manufacturing errors, inaccurate measurement and working conditions changes, there are many uncertainties in laminated composite cylindrical shells, which causes the variation of vibration characteristics, and has an important influence on the overall performance. Therefore, an uncertainty representation methodology of natural frequency for laminated composite cylindrical shells is proposed, which considers probabilistic and interval variables simultaneously. The input interval variables are converted into a probabilistic density function or cumulative distribution function based on a four statistical moments method, and a unified probabilistic uncertainty analysis method is proposed to calculate the uncertainty of natural frequency. An adaptive Kriging surrogate model considering probabilistic uncertainty variables is established to accurately represent the natural frequency of laminated composite cylindrical shells. Finally, the dimensionless natural frequency of three-layer, five-layer and seven-layer laminated composite cylindrical shells with uncertainty input parameters is accurately represented. Compared with the Monte Carlo Simulation results, the mean error and standard deviation error are reduced to less than 0.07% and 4.7%, respectively, and the execution number of calculation function is significantly decreased, which fully proves the effectiveness of the proposed method.
topic laminated composite cylindrical shells
probabilistic variables
interval variables
four statistic moments
Kriging surrogate model
url https://www.mdpi.com/2076-3417/11/4/1883
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AT zichaoyin uncertaintyrepresentationofnaturalfrequencyforlaminatedcompositecylindricalshellsconsideringprobabilisticandintervalvariables
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