Preconditioning sparse matrices with alternating and multiplicative operator splittings

We propose a parallel algorithm for computing a threshold incomplete LU (ILU) factorization. The main idea is to interleave a parallel fixed-point iteration that approximates an incomplete factorization for a given sparsity pattern with a procedure that adjusts the pattern. We describe and test a s...

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Hauptverfasser: Klein, Christoph Julian (VerfasserIn) , Strzodka, Robert (VerfasserIn)
Dokumenttyp: Article (Journal)
Sprache:Englisch
Veröffentlicht: January 27, 2023
In: SIAM journal on scientific computing
Year: 2023, Jahrgang: 45, Heft: 1, Pages: A25-A48
ISSN:1095-7197
DOI:10.1137/21M1430492
Online-Zugang:Verlag, lizenzpflichtig, Volltext: https://dx.doi.org/10.1137/21M1430492
Verlag, lizenzpflichtig, Volltext: https://epubs.siam.org/doi/10.1137/21M1430492
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Verfasserangaben:Christoph Klein and Robert Strzodka

MARC

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520 |a We propose a parallel algorithm for computing a threshold incomplete LU (ILU) factorization. The main idea is to interleave a parallel fixed-point iteration that approximates an incomplete factorization for a given sparsity pattern with a procedure that adjusts the pattern. We describe and test a strategy for identifying nonzeros to be added and nonzeros to be removed from the sparsity pattern. The resulting pattern may be different and more effective than that of existing threshold ILU algorithms. Also in contrast to other parallel threshold ILU algorithms, much of the new algorithm has fine-grained parallelism. 
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