RESEARCH ON DYNAMIC SYSTEM RELIABILITY MODEL OF HIGH DIMENSIONAL COPULA FUNCTION
Aiming at the dynamic mechanical system with multiple failure correlation, the copula function is used to describe the correlation of failure modes among units, and a reliability model of dynamic mechanical system with multiple failure correlations is proposed. The reliability problem of complex sys...
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Editorial Office of Journal of Mechanical Strength
2022-01-01
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Series: | Jixie qiangdu |
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Online Access: | http://www.jxqd.net.cn/thesisDetails#10.16579/j.issn.1001.9669.2022.01.012 |
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author | FENG Jun LIU Wei TAN Long LI Yi |
author_facet | FENG Jun LIU Wei TAN Long LI Yi |
author_sort | FENG Jun |
collection | DOAJ |
description | Aiming at the dynamic mechanical system with multiple failure correlation, the copula function is used to describe the correlation of failure modes among units, and a reliability model of dynamic mechanical system with multiple failure correlations is proposed. The reliability problem of complex system is transformed into multiple two-dimensional pair copula functions by using R-Vine copula function. The optimal R-Vine structure is selected by using MST algorithm. The time-varying parameters in the model are described by nonparametric kernel density estimation(KDE). The common series parallel system(hybrid system) in mechanical system is modeled and analyzed. Finally, the effectiveness of the model is verified by an example of spacecraft open and close shafting. |
format | Article |
id | doaj-art-de901d2412c645cba166824522ca5fb7 |
institution | Kabale University |
issn | 1001-9669 |
language | zho |
publishDate | 2022-01-01 |
publisher | Editorial Office of Journal of Mechanical Strength |
record_format | Article |
series | Jixie qiangdu |
spelling | doaj-art-de901d2412c645cba166824522ca5fb72025-01-15T02:24:44ZzhoEditorial Office of Journal of Mechanical StrengthJixie qiangdu1001-96692022-01-0144869429910150RESEARCH ON DYNAMIC SYSTEM RELIABILITY MODEL OF HIGH DIMENSIONAL COPULA FUNCTIONFENG JunLIU WeiTAN LongLI YiAiming at the dynamic mechanical system with multiple failure correlation, the copula function is used to describe the correlation of failure modes among units, and a reliability model of dynamic mechanical system with multiple failure correlations is proposed. The reliability problem of complex system is transformed into multiple two-dimensional pair copula functions by using R-Vine copula function. The optimal R-Vine structure is selected by using MST algorithm. The time-varying parameters in the model are described by nonparametric kernel density estimation(KDE). The common series parallel system(hybrid system) in mechanical system is modeled and analyzed. Finally, the effectiveness of the model is verified by an example of spacecraft open and close shafting.http://www.jxqd.net.cn/thesisDetails#10.16579/j.issn.1001.9669.2022.01.012R-Vine Copula functionSeries-parallel systemNonparametric kernel density estimation(KDE)Reliability |
spellingShingle | FENG Jun LIU Wei TAN Long LI Yi RESEARCH ON DYNAMIC SYSTEM RELIABILITY MODEL OF HIGH DIMENSIONAL COPULA FUNCTION Jixie qiangdu R-Vine Copula function Series-parallel system Nonparametric kernel density estimation(KDE) Reliability |
title | RESEARCH ON DYNAMIC SYSTEM RELIABILITY MODEL OF HIGH DIMENSIONAL COPULA FUNCTION |
title_full | RESEARCH ON DYNAMIC SYSTEM RELIABILITY MODEL OF HIGH DIMENSIONAL COPULA FUNCTION |
title_fullStr | RESEARCH ON DYNAMIC SYSTEM RELIABILITY MODEL OF HIGH DIMENSIONAL COPULA FUNCTION |
title_full_unstemmed | RESEARCH ON DYNAMIC SYSTEM RELIABILITY MODEL OF HIGH DIMENSIONAL COPULA FUNCTION |
title_short | RESEARCH ON DYNAMIC SYSTEM RELIABILITY MODEL OF HIGH DIMENSIONAL COPULA FUNCTION |
title_sort | research on dynamic system reliability model of high dimensional copula function |
topic | R-Vine Copula function Series-parallel system Nonparametric kernel density estimation(KDE) Reliability |
url | http://www.jxqd.net.cn/thesisDetails#10.16579/j.issn.1001.9669.2022.01.012 |
work_keys_str_mv | AT fengjun researchondynamicsystemreliabilitymodelofhighdimensionalcopulafunction AT liuwei researchondynamicsystemreliabilitymodelofhighdimensionalcopulafunction AT tanlong researchondynamicsystemreliabilitymodelofhighdimensionalcopulafunction AT liyi researchondynamicsystemreliabilitymodelofhighdimensionalcopulafunction |