An innovating analysis of the Nataf transformation from the copula viewpoint

被引:217
作者
Lebrun, Regis [2 ]
Dutfoy, Anne [1 ]
机构
[1] EDF R&D, Ind Risk Management, F-92140 Clamart, France
[2] EADS Innovat Works, Syst Engn Appl Math, F-92152 Suresnes, France
关键词
The Nataf transformation; Copula; Stochastic modelling;
D O I
10.1016/j.probengmech.2008.08.001
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
This article gives new insight on the Nataf transformation, a widely used tool in reliability analysis. After recalling some basics concerning the copula theory, we explain this transformation in the light of the copula theory and we uncover all the hidden hypothesis made on the dependence structure of the probabilistic model when using this transformation. Some important results concerning dependence modelling are given, such as the risk related to the use of a linear correlation matrix to describe the dependence structure, and the importance of tail dependence in probabilistic modelling for safety assessment. This contribution should allow the reader to be much more aware of the pitfalls in dependence modelling when relying solely on the Nataf transformation. (C) 2008 Elsevier Ltd. All rights reserved.
引用
收藏
页码:312 / 320
页数:9
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