Methods and Algorithms for Scientific Computing

Parallel Auxiliary Space AMG Solver for $H(div)$ Problems

Abstract

In this paper we present a family of scalable preconditioners for matrices arising in the discretization of $H(div)$ problems using the lowest order Raviart--Thomas finite elements. Our approach belongs to the class of “auxiliary space''--based methods and requires only the finite element stiffness matrix plus some minimal additional discretization information about the topology and orientation of mesh entities. We provide a detailed algebraic description of the theory, parallel implementation, and different variants of this parallel auxiliary space divergence solver (ADS) and discuss its relations to the Hiptmair--Xu (HX) auxiliary space decomposition of $H(div)$ [SIAM J. Numer. Anal., 45 (2007), pp. 2483--2509] and to the auxiliary space Maxwell solver AMS [J. Comput. Math., 27 (2009), pp. 604--623]. An extensive set of numerical experiments demonstrates the robustness and scalability of our implementation on large-scale $H(div)$ problems with large jumps in the material coefficients.

Keywords

  1. parallel algebraic multigrid
  2. $H(div)$ problems
  3. Raviart--Thomas elements
  4. auxiliary space preconditioning

MSC codes

  1. 65F10
  2. 65N30
  3. 65N55

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References

1.
R. A. Adams and J. F. Fournier, Sobolev Spaces, Pure Appl. Math. 140, Academic Press, Boston, 2003.
2.
C. Amrouche, C. Bernardi, M. Dauge, and V. Girault, Vector potentials in three-dimensional nonsmooth domains, Math. Methods Appl. Sci., 21 (1998), pp. 823--864.
3.
D. N. Arnold, R. S. Falk, and J. Gopalakrishnan, Mixed Finite Element Approximation of the Vector Laplacian with Dirichlet Boundary Conditions, preprint, arXiv:1109.3668, 2011.
4.
D. N. Arnold, R. S. Falk, and R. Winther, Preconditioning in H(div) and applications, Math. Comp., 66 (1998), pp. 957--984.
5.
D. N. Arnold, R. S. Falk, and R. Winther, Multigrid in H(div) and H(curl), Numer. Math., 85 (2000), pp. 197--217.
6.
A. H. Baker, R. D. Falgout, Tz. V. Kolev, and U. M. Yang, Multigrid smoothers for ultraparallel computing, SIAM J. Sci. Comput., 33 (2011), pp. 2864--2887.
7.
N. Bell and L. N. Olson, Algebraic multigrid for k-form Laplacians, Numer. Linear Algebra Appl., 15 (2008), pp. 165--185.
8.
P. Bochev, C. Siefert, R. Tuminaro, J. Xu, and Y. Zhu, Compatible Gauge Approaches for H(div) Equations, Tech. Report SAND 2007-5384P, Sandia National Laboratories, Albuquerque, NM, 2007.
9.
A. Bossavit, Computational Electromagnetism: Variational Formulations, Complementarity, Edge Elements, Academic Press, San Diego, 1998.
10.
J. H. Bramble, A proof of the inf-sup condition for the Stokes equations on Lipschitz domains, Math. Model. Methods Appl. Sci., 13 (2003), pp. 361--371.
11.
F. Brezzi and M. Fortin, Mixed and Hybrid Finite Element Methods, Springer Ser. in Comput. Math. 15, Springer-Verlag, New York, 1991.
12.
T. A. Brunner and T. V. Kolev, Algebraic multigrid for linear systems obtained by explicit element reduction, SIAM J. Sci. Comput., 33 (2011), pp. 2706--2731.
13.
Z. Cai, R. Lazarov, T. A. Manteuffel, and S. F. McCormick, First-order system least squares for second-order partial differential equations: part I, SIAM J. Numer. Anal., 31 (1994), pp. 1785--1799.
14.
Z. Cai, C. Tong, P. S. Vassilevski, and C. Wang, Mixed finite element methods for incompressible flow: Stationary Stokes equations, Numer. Methods Partial Differential Equations, 26 (2010), pp. 957--978.
15.
M. Christie and M. Blunt, Tenth SPE comparative solution project: A comparison of upscaling techniques, SPE Reservoir Engrg. Eval., 4 (2001), pp. 308--317.
16.
P. Clément, Approximation by finite element functions using local regularization, Rev. Française Automat. Informat. Recherche Opérationnelle Sér. RAIRO Anal. Numér., 9 (1975), pp. 77--84.
17.
L. A. Dávalos and D. Zanette, Fundamentals of Electromagnetism: Vacuum Electrodynamics, Media and Relativity, Springer-Verlag, New York, 1999.
18.
R. D. Falgout and P. S. Vassilevski, On generalizing the algebraic multigrid framework, SIAM J. Numer. Anal., 42 (2004), pp. 1669--1693.
19.
M. Gee, C. Siefert, J. Hu, R. Tuminaro, and M. Sala, ML 5.0 Smoothed Aggregation User's Guide, Tech. Report SAND2006-2649, Sandia National Laboratories, Albuquerque, NM, 2006.
20.
N. A. Gentile, Implicit Monte Carlo diffusion---an acceleration method for Monte Carlo time-dependent radiative transfer simulations, J. Comput. Phys., 172 (2001), pp. 543--571.
21.
F. Graziani and J. LeBlanc, The Crooked Pipe Test Problem, Tech. Report UCRL-MI-143393, Lawrence Livermore National Laboratory, Livermore, CA, 2000.
22.
V. E. Henson and U. M. Yang, BoomerAMG: A parallel algebraic multigrid solver and preconditioner, Appl. Numer. Math., 41 (2002), pp. 155--177.
23.
R. Hiptmair, Multigrid method for H(div) in three dimensions, Electron. Trans. Numer. Anal., 6 (1997), pp. 133-152.
24.
R. Hiptmair, Finite elements in computational electromagnetism, Acta Numer., 11 (2002), pp. 237--339.
25.
R. Hiptmair and J. Xu, Nodal auxiliary space preconditioning in H(curl) and H(div) spaces, SIAM J. Numer. Anal., 45 (2007), pp. 2483--2509.
26.
hypre: High Performance Preconditioners. \newblock http://www.llnl.gov/CASC/hypre/, 2011.
27.
T. V. Kolev and P. S. Vassilevski, Parallel auxiliary space AMG for H(curl) problems, J. Comput. Math., 27 (2009), pp. 604--623.
28.
T. V. Kolev and P. S. Vassilevski, Regular Decompositions for H(div) Spaces, Comput. Methods Appl. Math., 12 (2012), pp. 437--447.
29.
I. Lashuk and P. S. Vassilevski, Element agglomeration coarse Raviart-Thomas spaces with improved approximation properties, Numer. Linear Algebra Appl., 19 (2012), \newblock pp. 414--426.
30.
P. Lin, A sequential regularization method for time-dependent incompressible Navier--Stokes equations, SIAM J. Numer. Anal., 34 (1997), pp. 1051--1071.
31.
P.-H. Maire, A high-order cell-centered Lagrangian scheme for two-dimensional compressible fluid flows on unstructured meshes, J. Comput. Phys., 228 (2009), pp. 2391--2425.
32.
K.-A. Mardal, J. Schöberl, and R. Winther, A uniformly stable Fortin operator for the Taylor-Hood element, Numer. Math.
33.
K.-A. Mardal and R. Winther, Preconditioning discretizations of systems of partial differential equations, Numer. Linear Algebra Appl., 18 (2011), pp. 1--40.
34.
MFEM: Modular Finite Element Methods Library. \newblock http://mfem.googlecode.com.
35.
P. Monk, Finite Element Methods for Maxwell's Equations, Numer. Math. Sci. Comput., Oxford University Press, New York, 2003.
36.
J. E. Morel, T.-Y. Brian Yang, and J. S. Warsa, Linear multifrequency-grey acceleration recast for preconditioned krylov iterations, J. Comput. Phys., 227 (2007), pp. 244--263.
37.
J.-C. Nédélec, Mixed finite elements in ${\mathbb R}^3$, Numer. Math., 35 (1980), pp. 315--341.
38.
M. A. Olshanskii, J. Peters, and A. Reusken, Uniform preconditioners for a parameter dependent saddle point problem with application to generalized Stokes interface equations, Numer. Math., 105 (2006), pp. 159--191.
39.
P. Oswald, Multilevel Finite Element Approximation: Theory Applications, Teubner Skr. Numer., Teubner, Stuttgart, 1994.
40.
J. E. Pasciak and P. S. Vassilevski, Exact de Rham sequences of spaces defined on macro-elements in two and three spatial dimensions, SIAM J. Sci. Comput., 30 (2008), pp. 2427--2446.
41.
P. Raviart and J. Thomas, Primal hybrid finite element method for 2nd order elliptic problems, Math. Comp., 31 (1977), pp. 391--413.
42.
SPE Comparative Solution Project, \newblock http://www.spe.org/csp (2000).
43.
H. D. Sterck, R. D. Falgout, J. W. Nolting, and U. M. Yang, Distance-two interpolation for parallel algebraic multigrid, Numer. Linear Algebra Appl., 15 (2008), pp. 115--139.
44.
H. D. Sterck, U. M. Yang, and J. J. Heys, Reducing complexity in parallel algebraic multigrid preconditioners, SIAM J. Matrix Anal. Appl., 27 (2006), pp. 1019--1039.
45.
F. Tampieri, Newell's method for computing the plane equation of a polygon, Academic Press Professional, San Diego, 1992, pp. 231--232.
46.
A. T. Till, T. A. Brunner, and T. S. Bailey, A higher-order face finite element radiation diffusion method for unstructured curvilinear meshes, LLNL-PRES-494711, \newblock Talk presented at Lawrence Livermore National Laboratory, Livermore, CA, 2011.
47.
R. Tuminaro, J. Xu, and Y. Zhu, Auxiliary space preconditioners for mixed finite element methods, in Domain Decomposition Methods in Science and Engrg XVIII, Lecture Notes in Comput. Sci. Engrg. 70, Springer, Berlin, 2009, pp. 99--109.
48.
P. S. Vassilevski, Multilevel Block Factorization Preconditioners: Matrix-based Analysis and Algorithms for Solving Finite Element Equations, Springer, New York, 2008.
49.
P. S. Vassilevski and U. Villa, A Block-Diagonal Algebraic Multigrid Preconditioner for the Brinkman Problem, LLNL-CONF-522863, Lawrence Livermore National Laboratory, Livermore, CA, SIAM J. Sci. Comput., to appear.
50.
J. Xu, The auxiliary space method and optimal preconditioning techniques for unstructured grids, Computing, 56 (1996), pp. 215--235.
51.
J. Xu and Y. Zhu, Uniform convergent multigrid methods for elliptic problems with strongly discontinuous coefficients, Math. Models Methods Appl. Sci., 18 (2008), pp. 77--105.

Information & Authors

Information

Published In

cover image SIAM Journal on Scientific Computing
SIAM Journal on Scientific Computing
Pages: A3079 - A3098
ISSN (online): 1095-7197

History

Submitted: 19 December 2011
Accepted: 15 October 2012
Published online: 18 December 2012

Keywords

  1. parallel algebraic multigrid
  2. $H(div)$ problems
  3. Raviart--Thomas elements
  4. auxiliary space preconditioning

MSC codes

  1. 65F10
  2. 65N30
  3. 65N55

Authors

Affiliations

Panayot S. Vassilevski

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