Abstract

This study presents an experiment of improving the performance of spectral stochastic finite element method using high-order elements. This experiment is implemented through a two-dimensional spectral stochastic finite element formulation of an elliptic partial differential equation having stochastic coefficients. Deriving this spectral stochastic finite element formulation couples a two-dimensional deterministic finite element formulation of an elliptic partial differential equation with generalized polynomial chaos expansions of stochastic coefficients. Further inspection of the performance of resulting spectral stochastic finite element formulation with adopting linear and quadratic (9-node or 8-node) quadrilateral elements finds that more accurate standard deviations of unknowns are surprisingly predicted using quadratic quadrilateral elements, especially under high autocorrelation function values of stochastic coefficients. In addition, creating spectral stochastic finite element results using quadratic quadrilateral elements is not unacceptably time-consuming. Therefore, this study concludes that adopting high-order elements can be a lower-cost method to improve the performance of spectral stochastic finite element method.

Highlights

  • A stochastic partial differential equation is a partial differential equation having stochastic coefficients or forcing terms

  • This study presents an experiment of improving the performance of spectral stochastic finite element method using high-order elements

  • This experiment is implemented through a two-dimensional spectral stochastic finite element formulation of an elliptic partial differential equation having stochastic coefficients

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Summary

Introduction

A stochastic partial differential equation is a partial differential equation having stochastic coefficients or forcing terms. The spectral stochastic finite element method [1] may be the most popular numerical tools for solving stochastic partial differential equation. Deriving a spectral stochastic finite element formulation couples a deterministic finite element formulation and representations of those stochastic coefficients and forcing terms. A spectral stochastic finite element formulation of such a stochastic partial differential equation is derived by coupling a two-dimensional deterministic finite element formulation of an elliptical partial differential equation with generalized polynomial chaos expansions of stochastic coefficients. Two benchmark problems having deterministic analytical solutions are introduced to test the performance of resulting spectral stochastic finite element formulation with adopting linear and high-order finite elements.

Spectral Stochastic Finite Element Formulation
Results and Discussions
Heat Conduction over a Square Region
Transverse Deflection of a Square Membrane
Closure
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