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Parallel Rayleigh Quotient optimization with FSAI-based preconditioning

L. BERGAMASCHI
•
A MARTINEZ
•
G. PINI
2012
  • journal article

Periodico
JOURNAL OF APPLIED MATHEMATICS
Abstract
The present paper describes a parallel preconditioned algorithm for the solution of partial eigenvalue problems for large sparse symmetric matrices, on parallel computers. Namely, we consider the Deflation-Accelerated Conjugate Gradient (DACG) algorithm accelerated by factorized sparse approximate inverse (FSAI) type preconditioners. We present an enhanced parallel implementation of the FSAI preconditioner and made use of the recently developed Block FSAI-IC preconditioner, which combines the FSAI and the Block Jacobi-IC preconditioners. Results onto matrices of large size arising from Finite Element discretization of geomechanical models reveals that DACG accelerated by these type of preconditioners is competitive with respect to the available public parallel hypre package, especially in the computation of a few of the leftmost eigenpairs. The parallel DACG code accelerated by FSAI is written in MPI--Fortran 90 language and exhibits good scalability up to one thousand processors.
DOI
10.1155/2012/872901
WOS
WOS:000303717100001
Archivio
http://hdl.handle.net/11368/2950314
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-84861022959
Diritti
metadata only access
Web of Science© citazioni
7
Data di acquisizione
Mar 21, 2024
Visualizzazioni
4
Data di acquisizione
Apr 19, 2024
Vedi dettagli
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