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Post-filtering of IC2-factors for load balancing in parallel preconditioning

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Abstract

A modification is proposed for the second order incomplete Cholesky decomposition (IC2). It makes possible to design a preconditioning procedure for the conjugate gradient method (CGM) with a controllable fill-in in the preconditioner. The modified algorithm is used to develop a load-balancing parallel preconditioning for CGM as applied to linear systems with symmetric positive definite matrices. Numerical results obtained using a multiprocessor computer system are presented.

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References

  1. I. E. Kaporin, “New Convergence Results and Preconditioning Strategies for the Conjugate Gradient Method,” Numer. Linear Algebra Appl. 1, 179–210 (1994).

    Article  MATH  MathSciNet  Google Scholar 

  2. I. E. Kaporin and I. N. Kon’shin, “Parallel Solution of Symmetric Positive Definite Systems Based on Decomposition into Overlapping Blocks,” Zh. Vychisl. Mat. Mat. Fiz. 41, 515–528 (2001) [Comput. Math. Math. Phys. 41, 481–493 (2001)].

    MathSciNet  Google Scholar 

  3. I. E. Kaporin and I. N. Konshin, “A Parallel Block Overlap Preconditioning with Inexact Submatrix Inversion for Linear Elasticity Problems,” Numer. Lin. Algebra Appl. 9, 141–162 (2002).

    Article  MATH  MathSciNet  Google Scholar 

  4. I. E. Kaporin and I. N. Kon’shin, “Parallel Solution of Linear Systems with the Use of Approximate Factorization of Overlapping Blocks,” in Mathematical Modeling: Problems and Results (Nauka, Moscow, 2003), pp. 315–326 [in Russian].

    Google Scholar 

  5. I. E. Kaporin and I. N. Konshin, “Post-Filtering of IC Factors for Load Balancing in Parallel Preconditioned CG Solvers,” Numerical Geometry, Grid Generation, and High Performance Computing (Computing Center, Russ. Acad. Sci., Moscow, 2008), pp. 158–164.

    Google Scholar 

  6. I. E. Kaporin, “High Quality Preconditionings of a General Symmetric Positive Definite Matrix Based on Its UTU + UTR + RTU-Decomposition,” Numer. Liner. Algebra. Appl. 5, 483–509 (1998).

    Article  MATH  MathSciNet  Google Scholar 

  7. A. Jennings and G. M. Malik, “Partial Elimination,” J. Inst. Math. Appl. 20, 307–316 (1977).

    Article  MATH  MathSciNet  Google Scholar 

  8. Y. Notay, “On the Convergence Rate of the Conjugate Gradients in Presence of Rounding Errors,” Numer. Math. 65, 301–317 (1993).

    Article  MATH  MathSciNet  Google Scholar 

  9. T. A. Manteuffel, “An Incomplete Factorization Technique for Positive Definite Linear Systems,” Math. Comput. 34, 473–497 (1980).

    Article  MATH  MathSciNet  Google Scholar 

  10. I. E. Kaporin, “Optimizing the UU + UR + RU-Decomposition Based Conjugate Gradient Preconditionings,” Rep. 0030, November 2000 (Dept. Math., Catholic Univ. Nijmegen, Nijmegen, 2000).

    Google Scholar 

  11. M. Benzi and T. Tuma, “A Robust Incomplete Factorization Preconditioner for Positive Definite Matrices,” Numer. Linear Algebra Appl. 10, 385–400 (2003).

    Article  MATH  MathSciNet  Google Scholar 

  12. G. Karypis and V. Kumar, “Multilevel k-Way Hypergraph Partitioning” Tech. Rep. 98-036 (Dept. Comput. Sci. Eng. Army HPC Res. Center, Univ. Minnesota, Minnesota 1998).

    Google Scholar 

  13. T. A. Davis, University of Florida Sparse Matrix Collection http://www.cise.ufl.edu/research/sparse/matrices

  14. S. Maclahlan and Y. Saad, “A Greedy Strategy for Coarse-Grid Selection,” SIAM J. Sci. Comput. 29, 1825–1853 (2007).

    Article  MathSciNet  Google Scholar 

  15. Y. Saad and B. Suchomel, “ARMS: An Algebraic Recursive Multilevel Solver for General Sparse Linear Systems,” Numer. Linear Algebra Appl. 9, 359–378 (2002).

    Article  MATH  MathSciNet  Google Scholar 

  16. J. W. Ruge and K. Stuben, Algebraic Multigrid (AMG), Multigrid Methods, Frontiers Appl. Math. (SIAM, Philadelphia, 1987), Vol. 3, pp. 73–130.

    Google Scholar 

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Correspondence to I. E. Kaporin.

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Original Russian Text © I.E. Kaporin, I.N. Kon’shin, 2009, published in Zhurnal Vychislitel’noi Matematiki i Matematicheskoi Fiziki, 2009, Vol. 49, No. 6, pp. 940–957.

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Kaporin, I.E., Kon’shin, I.N. Post-filtering of IC2-factors for load balancing in parallel preconditioning. Comput. Math. and Math. Phys. 49, 901–918 (2009). https://doi.org/10.1134/S0965542509060025

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