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Uncertainty Propagation Using Random Eigenfunction Expansion Method

机译:使用随机特征函数扩展方法的不确定性传播

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Uncertainty propagation through stochastic elliptic type of partial differential equations are considered. An alternative approach by projecting the solution of the discretized equation into a finite dimensional stochastic vector basis is investigated. It is shown that the solution can be obtained using a reduced series comprising random eigenvalues and eigenvectors of the underlying system matrix. Based on the projection in the stochastic vector basis, a Galerkin error minimization approach is proposed. The constants appearing in the Galerkin method are obtained exactly in closed-form in terms of the random eiegnsolutions. The random eigensolutions in turn are obtained by existing approaches available for the random matrix eigenvalue problems. A hybrid analytical and simulation based computational approach is proposed to obtain the moments and pdf of the solution. The method is illustrated using a stochastic beam problem. The results are compared with the direct Monte Carlo simulation results for different correlation lengths and strengths of randomness.
机译:考虑了通过随机椭圆形式的部分微分方程的不确定性传播。研究了通过将离散式方程的解决方案突出成有限尺寸随机向量的替代方法进行研究。结果表明,可以使用含有随机特征值和底层系统矩阵的随机特征值和特征向量获得的溶液。基于随机向量的投影,提出了一种Galerkin误差最小化方法。在随机eiegnsolulations方面,在封闭形式中呈现出Galerkin方法中的常数。随机上敏素依次通过可用于随机矩阵特征值问题的现有方法获得。提出了一种混合分析和基于仿真的计算方法,以获得解决方案的瞬间和PDF。使用随机束问题示出该方法。将结果与直接蒙特卡罗模拟结果进行比较,针对不同的相关长度和随机性强度。

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