A stochastic mixed finite element heterogeneous multiscale method for flow in porous media

被引:42
|
作者
Ma, Xiang [1 ]
Zabaras, Nicholas [1 ]
机构
[1] Cornell Univ, Sibley Sch Mech & Aerosp Engn, Mat Proc Design & Control Lab, Ithaca, NY 14853 USA
基金
美国国家科学基金会;
关键词
Stochastic partial differential equations; Flow in porous media; Stochastic multiscale method; Mixed finite element method; High dimensional model representation; Stochastic collocation method; Sparse grids; Adaptivity; PARTIAL-DIFFERENTIAL-EQUATIONS; ELLIPTIC PROBLEMS; COLLOCATION METHOD; MULTIPHASE FLOW; VOLUME METHOD; 2-PHASE FLOW; TRANSPORT; UNCERTAINTY; SIMULATION; DIFFUSION;
D O I
10.1016/j.jcp.2011.03.001
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
A computational methodology is developed to efficiently perform uncertainty quantification for fluid transport in porous media in the presence of both stochastic permeability and multiple scales. In order to capture the small scale heterogeneity, a new mixed multiscale finite element method is developed within the framework of the heterogeneous multiscale method (HMM) in the spatial domain. This new method ensures both local and global mass conservation. Starting from a specified covariance function, the stochastic log-permeability is discretized in the stochastic space using a truncated Karhunen-Loeve expansion with several random variables. Due to the small correlation length of the covariance function, this often results in a high stochastic dimensionality. Therefore, a newly developed adaptive high dimensional stochastic model representation technique (HDMR) is used in the stochastic space. This results in a set of low stochastic dimensional subproblems which are efficiently solved using the adaptive sparse grid collocation method (ASGC). Numerical examples are presented for both deterministic and stochastic permeability to show the accuracy and efficiency of the developed stochastic multiscale method. (C) 2011 Elsevier Inc. All rights reserved.
引用
收藏
页码:4696 / 4722
页数:27
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