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...
Main Authors: | , , , , , , |
---|---|
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 |
id |
doaj-1b6ba29dd18f4405a848cccf8ccbebab |
---|---|
record_format |
Article |
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 |
work_keys_str_mv |
AT guohaichen uncertaintyrepresentationofnaturalfrequencyforlaminatedcompositecylindricalshellsconsideringprobabilisticandintervalvariables AT tongwang uncertaintyrepresentationofnaturalfrequencyforlaminatedcompositecylindricalshellsconsideringprobabilisticandintervalvariables AT congdalu uncertaintyrepresentationofnaturalfrequencyforlaminatedcompositecylindricalshellsconsideringprobabilisticandintervalvariables AT yuanshanyang uncertaintyrepresentationofnaturalfrequencyforlaminatedcompositecylindricalshellsconsideringprobabilisticandintervalvariables AT linli uncertaintyrepresentationofnaturalfrequencyforlaminatedcompositecylindricalshellsconsideringprobabilisticandintervalvariables AT zichaoyin uncertaintyrepresentationofnaturalfrequencyforlaminatedcompositecylindricalshellsconsideringprobabilisticandintervalvariables AT xiangpeng uncertaintyrepresentationofnaturalfrequencyforlaminatedcompositecylindricalshellsconsideringprobabilisticandintervalvariables |
_version_ |
1724258828297437184 |