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Inverse structural reliability analysis under mixed uncertainties using high dimensional model representation and fast Fourier transform

机译:基于高维模型表示和快速傅里叶变换的混合不确定性下的结构可靠性反分析

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摘要

This paper presents a novel solution procedure for inverse reliability problems with implicit response functions without requiring the derivatives of the response functions with respect to the uncertain vari ables, that can be used to determine the unknown design parameters such that prescribed reliability indi ces are attained in the presence of mixed uncertain (both random and fuzzy) variables. The proposed computational procedure involves three steps: (i) probability of failure calculation using High Dimen sional Model Representation (HDMR) for the limit state/performance function approximation, transfor mation technique to obtain the contribution of the fuzzy variables to the convolution integral, and fast Fourier transform for solving the convolution integral, (ii) reliability index update, and (iii) most probable point MPP update. The limit state function approximation is obtained by linear and quadratic approxima tions of the first-order HDMR component functions at most probable point. This is a versatile method that can solve even highly nonlinear problems or the problems with multiple parameters. The methodology developed is applicable for inverse reliability analysis involving any number of fuzzy variables and random variables with any kind of distribution. The accuracy and efficiency of the proposed method is demonstrated through four examples involving explicit/implicit performance functions.
机译:本文提出了一种具有隐式响应函数的逆可靠性问题的新型求解过程,而无需求解不确定变量的响应函数导数,该方法可用于确定未知的设计参数,从而获得规定的可靠性指标。混合不确定变量(随机变量和模糊变量)的存在。拟议的计算过程包括三个步骤:(i)使用高维模型表示(HDMR)进行极限状态/性能函数逼近的失效概率计算,通过变换技术获得模糊变量对卷积积分的贡献,以及快速傅立叶变换,用于求解卷积积分;(ii)可靠性指标更新,以及(iii)最可能的点MPP更新。极限状态函数近似是通过一阶HDMR分量函数在最可能的点处的线性和二次近似获得的。这是一种通用的方法,可以解决高度非线性的问题或具有多个参数的问题。所开发的方法适用于涉及任何数量的模糊变量和具有任意分布的随机变量的逆可靠性分析。通过涉及显式/隐式性能函数的四个示例证明了所提方法的准确性和效率。

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