A parallel balance scheme for banded linear systems

Citation
Gh. Golub et al., A parallel balance scheme for banded linear systems, NUM LIN ALG, 8(5), 2001, pp. 297-316
Citations number
11
Categorie Soggetti
Mathematics
Journal title
NUMERICAL LINEAR ALGEBRA WITH APPLICATIONS
ISSN journal
10705325 → ACNP
Volume
8
Issue
5
Year of publication
2001
Pages
297 - 316
Database
ISI
SICI code
1070-5325(200107/08)8:5<297:APBSFB>2.0.ZU;2-G
Abstract
A parallel algorithm is proposed for the solution of narrow banded non-symm etric linear systems. The linear system is partitioned into blocks of rows with a small number of unknown ns common to multiple blocks. Our technique yields a reduced system defined only on these common unknowns which can the n be solved by a direct or iterative method. A projection based extension t o this approach is also proposed for computing the reduced system implicitl y, which gives rise to an inner-outer iteration method. In addition, the pr oduct of a vector. with the reduced system matrix can be computed efficient ly on a multiprocessor by concurrent projections onto subspaces of block ro ws. Scalable implementations of the algorithm can be devized for hierarchic al parallel architectures by exploiting the two-level parallelism inherent in the method. Our experiments indicate that the proposed algorithm is a ro bust and competitive alternative to existing methods, particularly for diff icult problems with strong indefinite symmetric part. Copyright (C) 2001 Jo hn Wiley & Sons, Ltd.