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A Coarsening Multigrid Method for Flow in Heterogeneous Porous Media

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Multiscale Methods in Science and Engineering

Part of the book series: Lecture Notes in Computational Science and Engineering ((LNCSE,volume 44))

Summary

This paper focuses on multigrid methods for flow in heterogeneous porous media. We consider Darcy flow and the local permeability K(x) being a stationary random field of lognormal distribution. We apply the recently developed coarse graining method for the numerical upscaling of permeability, and develop a new multigrid method which applies this technique to obtain the coarse grid operators. The coarse grid operators are adjusted to the scale-dependent behaviour of the system as it incorporates only fluctuations of K on larger scales. This kind of action is essential for an efficient interplay with simple smoothers. We investigate important properties of the new multigrid method such as dependence on the boundary conditions and on grid refinement for the coarse graining and dependence on the mesh size. We compare the resulting method with the algebraic method of Ruge and Stüben, a Schurcomplement method, and matrix-dependent multigrid methods by solving the flow equation with K being random realizations as well as periodic media. The numerical convergence rates show that the new method is as efficient as the algebraic methods for variances σf/2 ≤ 3 of K.

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References

  1. R. E. Alcouffe, A. Brandt, J. E. Dendy, and J. W. Painter. The multi-grid method for the diffusion equation with strongly discontinuous coefficients. SIAM J. Sci. Stat. Comput., 2(4):430–454, 1981.

    Article  MathSciNet  Google Scholar 

  2. S. Attinger, J. Eberhard, and N. Neuss. Filtering procedures for flow in heterogeneous porous media: Numerical results. Comput. Visual. Sci., 5:67–72, 2002.

    Article  Google Scholar 

  3. A. Brandt. Multi-level adaptive solutions to boundary-value problems. Math. Comput., 31(138):333–390, 1977.

    Article  MATH  MathSciNet  Google Scholar 

  4. M. Brezina, A. J. Cleary, R. D. Falgout, V. E. Henson, J. E. Jones, T. A. Manteuffel, S. F. McCormick, and J. W. Ruge. Algebraic multigrid based on element interpolation (AMGe). SIAM J. Sci. Comput., 22(5):1570–1592, 2000.

    Article  MathSciNet  Google Scholar 

  5. J. E. Dendy. Black box multigrid. Journal of Computational Physics, 48:366–386, 1982.

    Article  MATH  MathSciNet  Google Scholar 

  6. J. Eberhard. Upscaling und Mehrgitterverfahren für Strömungen in heterogenen porösen Medien. Dissertation, University of Heidelberg, Heidelberg, Germany, 2003.

    Google Scholar 

  7. J. Eberhard, S. Attinger, and G. Wittum. Coarse graining for upscaling of flow in heterogeneous porous media. Multiscale Model. Simul., 2(2):269–301, 2004.

    Article  MathSciNet  Google Scholar 

  8. W. Hackbusch. Multi-Grid Methods and Applications. Springer, Berlin, 1985.

    Google Scholar 

  9. W. Hackbusch. Theorie und Numerik elliptischer Differentialgleichungen. Teubner, Stuttgart, 1986.

    Google Scholar 

  10. V. E. Henson and P. S. Vassilevski. Element-free AMGe: general algorithms for computing interpolation weights in AMG. SIAM J. Sci. Comput., 23(2):629–650, 2001.

    Article  MathSciNet  Google Scholar 

  11. V. V. Jikov, S. M. Kozlov, and O. A. Oleinik. Homogenization of Differential Operators and Integral Functionals. Springer-Verlag, Berlin, Heidelberg, New York, 1994.

    Google Scholar 

  12. J. E. Jones and P. S. Vassilevski. AMGe based on element agglomeration. SIAM J. Sci. Comput., 23(1):109–133, 2001.

    Article  MathSciNet  Google Scholar 

  13. S. Knapek. Matrix-dependent multigrid-homogenization for diffusion problems. SIAM J. Sci. Comput., 20:515–533, 1998.

    Article  MathSciNet  Google Scholar 

  14. R. H. Kraichnan. Diffusion by a random velocity field. Phys. Fluids, 13(1):22–31, 1970.

    Article  MATH  Google Scholar 

  15. J. D. Moulton, J. E. Dendy, and J. M. Hyman. The black box multigrid numerical homogenization algorithm. Journal of Computational Physics, 141:1–29, 1998.

    Article  MathSciNet  Google Scholar 

  16. J. W. Ruge and K. Stüben. Efficient solution of finite difference and finite element equations by algebraic multigrid (AMG). In D. J. Paddon and H. Holstein, editors, Multigrid Methods for Integral and Differential Equations, The Institute of Mathematics and its Applications Conference Series, pages 169–212. Clarendon Press, Oxford, 1985.

    Google Scholar 

  17. J. W. Ruge and K. Stüben. Algebraic multigrid. In S. F. McCormick, editor, Multigrid methods, pages 73–130. SIAM, 1987.

    Google Scholar 

  18. C. Wagner, W. Kinzelbach, and G. Wittum. Schur-complement multigrid. A robust method for groundwater flow and transport problems. Numer. Math., 75:523–545, 1997.

    Article  MathSciNet  Google Scholar 

  19. P. Wesseling. An introduction to multigrid methods. Wiley, Chichester, England, 1991.

    Google Scholar 

  20. G. Wittum. On the robustness of ILU smoothing. SIAM J. Sci. Statist. Comput., 10:699–717, 1989.

    Article  MATH  MathSciNet  Google Scholar 

  21. P. M. de Zeeuw. Matrix-dependent prolongations and restrictions in a blackbox multigrid solver. Journal of Computational and Applied Mathematics, 33:1–27, 1990.

    Article  MATH  MathSciNet  Google Scholar 

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Eberhard, J., Wittum, G. (2005). A Coarsening Multigrid Method for Flow in Heterogeneous Porous Media. In: Engquist, B., Runborg, O., Lötstedt, P. (eds) Multiscale Methods in Science and Engineering. Lecture Notes in Computational Science and Engineering, vol 44. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-26444-2_5

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