A Rosenblatt Transformation Method Based on Copula Function for Solving Structural Reliability

Juan Du, Haibin Li
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引用次数: 3

Abstract

Rosenblatt transformation is a general method for transforming a group of non-normal random variables into a group of equivalent independent normal random variables. However, this method is not suitable for the problem of unknown joint distribution function. In view of the above problems, the joint distribution function is constructed by the Copula function in this paper, and the transformation problem of correlation non-normal variables to independent normal variables is solved. Firstly, the Copula function is used to construct the joint distribution function of correlation variables. It includes the solution of Copula function correlation parameters and the selection of correlation structure types between variables. Secondly, the Copula function is introduced into Rosenblatt transformation to obtain the conditional distribution function of variables,. The correlation variables can be transformed into independent variables. Finally, the structural reliability problem with correlation random variables is analyzed. The feasibility of the proposed method is verified by the specific examples.
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基于Copula函数的Rosenblatt变换方法求解结构可靠度
Rosenblatt变换是将一组非正态随机变量转化为一组等价的独立正态随机变量的一般方法。然而,该方法不适用于未知联合分布函数的问题。针对上述问题,本文利用Copula函数构造了联合分布函数,解决了相关非正态变量到独立正态变量的转换问题。首先,利用Copula函数构造相关变量的联合分布函数。包括Copula函数相关参数的求解和变量间相关结构类型的选择。其次,在Rosenblatt变换中引入Copula函数,得到变量的条件分布函数。相关变量可以转化为自变量。最后,分析了具有相关随机变量的结构可靠度问题。通过具体算例验证了所提方法的可行性。
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