Enriched multi-point flux approximation for general grids
Introduction
Many physical processes, for example, the Darcy flow in porous media and the heat transfer in Basin modeling, can be modeled by a diffusion equation in the formThe diffusion coefficient K is often a space dependent full tensor because of the strongly anisotropic and inhomogeneous media, which imposes a great challenge for numerical schemes, especially when the principal directions of K are not aligned with the grids. This is usually the case for unstructured meshes. In the following, we will state everything in the context of reservoir simulation, simply because the initial motive is to develop a more robust discretization for simulating multi-phase flows in porous media, although the proposed scheme can apply to general diffusion problems described by Eq. (1). In this paper, we assume K is a piecewise constant tensor. The scalar unknown p will be called pressure for convenience.
There has been extensive research on developing numerical schemes for Eq. (1) on general grids. Some highly desirable properties of the discretization beyond the classical stability and accuracy, include local mass conservation, harmonic average transmissibilities, discrete maximum principle, and cost-efficiency. For historic reasons, the two-point flux approximation (TPFA), a scheme that is inconsistent when the grids are not K-orthogonal, is still used in most commercial reservoir simulators. Roughly speaking, K-orthogonality means that the flux −K∇p · n can be approximated by a factor of the pressure difference from two neighbouring control volumes (see (8) for one example). Unfortunately, K-orthogonality is often lost in the grids that honor the geologic features such as the sloping faults and channels, and other important features such as nearly horizontal wells [18]. Recently, Wu and Parashkevov studied the effect of non-orthogonality error of deviated grids on the flow solutions from the two-point flux, control volume method [35]. They concluded that for most practical cases the errors in horizontal flow are relatively small and the errors in vertical flow can be rather significant.
To obtain a consistent scheme, different groups of researchers have independently developed the so-called control volume multi-point flux approximation (MPFA), such as Aavatsmark et al [3], Edwards and Rogers [15], Verma and Aziz [34]. Since their pioneer work, a whole class multi-point flux methods have been developed [2], [19], [26]. In Ref. [22], the authors implement the multi-point flux methods on a hexahedral grid. More recently, Klausen and Russell [19] compare the multi-point flux approximation with several other locally conservative schemes which handle discontinuous coefficients, such as the classical mixed finite element method and the support operators method (also called mimetic finite difference method). Klausen and Winther also proved the convergence of the multi-point flux approximations on smooth quadrilateral grids [20].
In most cases, good results are obtained by the multi-point flux methods, but non-physical oscillations can appear for strongly anisotropic fields because of non-monotonicity of the matrix (see, e.g. [24], [27]). This means that the numerical solution does not satisfy the maximum principle, although the analytical solution does. In order to improve the monotonicity property, Nordbotten and Eigestad recently developed a MPFA Z-method for quadrilateral grids by choosing a different stencil when computing the flux [29]. But it is not clear how to extend their method to unstructured polyhedral meshes. Some other very recent research on this issue includes [23], [28], [17], [4].
The mimetic finite difference schemes proposed by Shashkov et al. [33] are very promising in terms of dealing with highly distorted grids and heterogeneous media. The convergence and super convergence [6], [7] are also established for smooth problems on smooth meshes by rewriting the scheme into the form of mixed finite element methods. (A more general proof was provided in Ref. [8].) Furthermore, in Ref. [9], Brezzi et al. employ an innovative technique to generalize it to a family of schemes with parameters which might be tuned to achieve the discrete maximum principle. But by now such a scheme still does not exist, and the computational cost of the mimetic finite difference schemes is an issue too.
There is also considerable advance in mixed finite element type methods for distorted general meshes [10], [12], but they are quite expensive and the 3-D case is still under development [25], [21]. A worthy alternative, the control volume finite element (CVFE) methods (often called finite volume element methods) [5], [11], [32], are locally mass conservative and applicable on flexible grids, but they do not handle discontinuous diffusion coefficients well [14].
In this paper, we develop a new multi-point flux approximation method, called enriched multi-point flux approximation (EMPFA), based on more consistent pressure approximations in the interaction region. The proposed method does not produce oscillatory solutions and works for general matching or non-matching polygonal and polyhedral meshes, including meshes with non-planar interfaces. Expected convergence rate is also achieved for the new method, Moreover, the enriched multi-point flux approximation is equivalent to the two-point flux approximation for the K-orthogonal grids.
The remaining of the paper is organized as follows. In Section 2, we restate the original multi-point flux approximation on quadrilateral grids. Section 3 describes our new multi-point flux approximation for two-dimensional grids, shows its numerical convergence, and compares the numerical results with the multi-point flux approximation method. In Section 4, we extend the technique in Section 3 to polyhedral meshes. Finally, we summarize the paper and make some concluding remarks in Section 5.
Section snippets
Multi-point flux approximation
In this section, we first briefly review the multi-point flux method with surface mid-points as continuity points (called O-method [2]) on quadrilateral grids. The extension to unstructured grids is trivial. Then we analyze the limitations of the MPFA-O method.
Enriched multi-point flux approximation on polygon meshes
In this section, we present a new multi-point flux approximation, called enriched multi-point flux approximation. It works for general polygon meshes like the multi-point flux approximation. All the descriptions and explanations are only for quadrilateral control volumes, with straightforward extension to unstructured grids. All the notations will be the same as those in Section 2 if not specified otherwise.
Enriched multi-point flux approximation for polyhedral meshes
In this section, we extend the enriched multi-point flux approximation method to three-dimensional grids. For simplicity, we only describe the extension with the combination of piecewise linear approximation of pressure and the FEM way of obtaining the extra equation to eliminate the temporary unknown which is located at the ‘center’ of the interaction region.
Summary
The control volume multi-point flux approximation produces oscillatory solutions for diffusion processes in strongly anisotropic media. Within the setting of reservoir simulation, we showed that the oscillations are related to the poor approximation of pressure gradient in flux computation when the second order cross partial derivative of pressure is large. We then developed a new multi-point flux approximation, called enriched multi-point flux approximation (EMPFA), for general polygonal grids
Acknowledgments
We thank the ExxonMobil Upstream Research Company management for the permission to publish the paper, and appreciate the very fruitful discussions with our colleagues: Bret Beckner, Bill Watts, Adam Usadi, Ilya Mishev, Santosh Verma, Rossen Parashkevov, and Xiao-Hui Wu.
References (35)
- et al.
Improved streamlines and time-of-flight for streamline simulation of irregular grids
Adv. Water Resour.
(2007) - et al.
Robust streamline tracing for the simulation of porous media flow on general triangular and quadrilateral grids
J. Comput. Phys.
(2006) - et al.
Discretization on quadrilateral grids with improved monotonicity properties
J. Comput. Phys.
(2005) - et al.
Solving diffusion equations with rough coefficients in rough grids
J. Comput. Phys.
(1996) - SPE comparative solution project. Available from:...
An introduction to multi-point flux approximations for quadrilateral grids
Computat. Geosci.
(2002)- I. Aavatsmark, T. Barkve, Ø. Bøe, T. Mannseth, Discretization on non-orthogonal, curvilinear grids for multi-phase...
- I. Aavatsmarka, G.T. Eigestad, J.M. Nordbotten, A compact MPFA method with improved robustness, in: Proceedings of the...
- et al.
Some error estimates for the box method
SIAM J. Numer. Anal.
(1987) - et al.
Convergence of mimetic finite difference discretizations of the diffusion equation
East–West J. Numer. Math.
(2001)
Superconvergence of the velocity in mimetic finite difference methods on quadrilaterals
SIAM J. Numer. Anal.
Convergence of mimetic finite difference method for diffusion problems on polyhedral meshes
SIAM J. Numer. Anal.
A family of mimetic finite difference methods on polygonal and polyhedral meshes
Math. Mod. Meth. Appl. Sci.
Control volume mixed finite element methods
Computat. Geosci.
The finite volume element method for diffusion equations on general triangulations
SIAM J. Numer. Anal.
A general framework for constructing and analyzing mixed finite volume methods on quadrilateral grids: the overlapping covolume case
SIAM J. Numer. Anal.
The Finite Element Method for Elliptic Problems
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