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A stochastic element-free Galerkin method using Karhunen-Loève expansion of random field and wavelets

机译:基于随机场和小波的Karhunen-Loève展开的无随机Galerkin方法

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摘要

A stochastic meshless method is presented for solving solid-mechanics problems inrnlinear elasticity that involves random material properties. Using the Karhunen-Loève expansion,rnthe random field was modeled by a linear sum of orthonormal eigenfunctions with uncorrelatedrnrandom coefficients. The covariance and eigenfunctions were approximated by compactlysupportedrnwavelets and the integral eigenvalue problem was converted to a finite-dimensional eigenvaluernproblem that can be solved easily. In conjunction with meshless discretization, classicalrnNeumann expansion method was applied to predict the second-moment characteristics of structuralrnresponse. Numerical examples are presented to illustrate the proposed method. Since mesh generationrnof complex structures can be time-consuming and costly, the meshless method provides an attractivernalternative to finite element method for solving stochastic-mechanics problems.
机译:提出了一种随机无网格方法,用于解决涉及随机材料特性的非线性弹性的固体力学问题。使用Karhunen-Loève展开,随机场由正交系数函数的线性和与不相关的随机系数建模。通过紧密支持的小波对协方差和特征函数进行近似,并将积分特征值问题转换为可以轻松解决的有限维特征值问题。结合无网格离散化,经典的Neumann扩展方法被用来预测结构响应的第二矩特性。数值算例说明了该方法的有效性。由于生成网格的复杂结构可能既耗时又昂贵,因此无网格方法为解决随机力学问题提供了一种有吸引力的替代有限元方法的方法。

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