Numerical Solution for Random Forced SPDE via Galerkin Finite Element Method

被引:0
作者
Naseri, Rasoul [1 ]
Malek, A. [1 ]
机构
[1] Tarbiat Modares Univ, Fac Math Sci, Dept Appl Math, POB 14115-134, Tehran, Iran
来源
JOURNAL OF MATHEMATICS AND COMPUTER SCIENCE-JMCS | 2014年 / 9卷 / 04期
关键词
Stochastic partial differential equation; Karhunen-Loeve expansion; Wiener Chaos expansion; finite element method;
D O I
10.22436/jmcs.09.04.03
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
In this paper, we present a deterministic finite element approach for solving a random forced Diffusion equation. Separation of random and deterministic variables is done by Karhunen-Loeve expansion. Truncating the Karhunen-Loeve expansion of the permeability field leads to a finite dimensional approximation of the problem. The problem is discretized, in spatial part, using the finite-element method and the polynomial chaos expansion in stochastic part. Finally, using Kronecker product preconditioner and thus, preconditioned conjugate gradient method the governed system of equation is solved. Numerical experiments are presented for illustrating the theoretical results.
引用
收藏
页码:271 / 282
页数:12
相关论文
共 22 条
[1]   Solving elliptic boundary value problems with uncertain coefficients by the finite element method: the stochastic formulation [J].
Babuska, I ;
Tempone, R ;
Zouraris, GE .
COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2005, 194 (12-16) :1251-1294
[2]   Galerkin finite element approximations of stochastic elliptic partial differential equations [J].
Babuska, I ;
Tempone, R ;
Zouraris, GE .
SIAM JOURNAL ON NUMERICAL ANALYSIS, 2004, 42 (02) :800-825
[3]   A stochastic collocation method for elliptic partial differential equations with random input data [J].
Babuska, Ivo ;
Nobile, Fabio ;
Tempone, Raul .
SIAM JOURNAL ON NUMERICAL ANALYSIS, 2007, 45 (03) :1005-1034
[4]  
BHARRUCHAREID AT, 1959, B ACAD POLON SC SMAP, V7, P561
[5]   Solving the stochastic steady-state diffusion problem using multigrid [J].
Elman, Howard ;
Furnival, Darran .
IMA JOURNAL OF NUMERICAL ANALYSIS, 2007, 27 (04) :675-688
[6]   STOCHASTIC GALERKIN MATRICES [J].
Ernst, Oliver G. ;
Ullmann, Elisabeth .
SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS, 2010, 31 (04) :1848-1872
[7]  
Ghanem R.G., 1990, STOCHASTIC FINITE EL
[8]   Numerical solution of spectral stochastic finite element systems [J].
Ghanem, RG ;
Kruger, RM .
COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 1996, 129 (03) :289-303
[9]  
Heydari M, 2013, J MATH COMPUT SCI-JM, V6, P238
[10]  
Hisada T., 1985, P 4 INT C STRUCT SAF, P385