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首页> 外文期刊>International journal for uncertainty quantifications >A STOCHASTIC FINITE-ELEMENT METHOD FOR TRANSFORMED NORMAL RANDOM PARAMETER FIELDS
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A STOCHASTIC FINITE-ELEMENT METHOD FOR TRANSFORMED NORMAL RANDOM PARAMETER FIELDS

机译:变换正态随机参数场的随机有限元方法

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摘要

Transformed normal random fields are convenient models, e.g., for random material property fields obtained from mi-crostructure analysis. In the context of the stochastic finite-element (FE) method, discretization of non-normal random fields by polynomial chaos expansions has been frequently employed. This introduces a non-linear relationship between the system matrix and normal random variables. For transformed normal random fields, the truncated Karhunen-Loeve expansion of the transformed field is introduced into the stochastic FE formulation. This leads to a linear dependence of the system matrix on non-normal random variables. These non-normal random variables are then utilized to represent the discretized solution of the stochastic boundary value problem. Introduction of the approximations into the variational formulation of the stochastic boundary value problem and application of a collocation scheme yields a non-intrusive algorithm that allows coupling of reliability estimation procedures and existing FE solvers.
机译:转换后的正常随机场是方便的模型,例如,用于从微观结构分析中获得的随机材料特性场的模型。在随机有限元(FE)方法的背景下,通过多项式混沌展开对非正常随机场进行离散化已被频繁采用。这在系统矩阵和正常随机变量之间引入了非线性关系。对于转换后的正常随机场,将转换后场的截断的Karhunen-Loeve展开引入随机有限元公式中。这导致系统矩阵对非正态随机变量的线性依赖性。然后,将这些非正态随机变量用于表示随机边值问题的离散解。将近似值引入随机边值问题的变分公式中,并应用搭配方案,可以产生一种非侵入式算法,该算法可将可靠性估计程序与现有的有限元求解器结合起来。

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