A SPARSE APPROXIMATE INVERSE PRECONDITIONER FOR NONSYMMETRIC LINEAR-SYSTEMS

Authors
Citation
M. Benzi et M. Tuma, A SPARSE APPROXIMATE INVERSE PRECONDITIONER FOR NONSYMMETRIC LINEAR-SYSTEMS, SIAM journal on scientific computing, 19(3), 1998, pp. 968-994
Citations number
57
Categorie Soggetti
Mathematics,Mathematics
ISSN journal
10648275
Volume
19
Issue
3
Year of publication
1998
Pages
968 - 994
Database
ISI
SICI code
1064-8275(1998)19:3<968:ASAIPF>2.0.ZU;2-P
Abstract
This paper is concerned with a new approach to preconditioning for lar ge, sparse linear systems. A procedure for computing an incomplete fac torization of the inverse of a nonsymmetric matrix is developed, and t he resulting factorized sparse approximate inverse is used as an expli cit preconditioner for conjugate gradient-type methods. Some theoretic al properties of the preconditioner are discussed, and numerical exper iments on test matrices from the Harwell-Boeing collection and from Ti m Davis's collection are presented. Our results indicate that the new preconditioner is cheaper to construct than other approximate inverse preconditioners. Furthermore, the new technique insures convergence ra tes of the preconditioned iteration which are comparable with those ob tained with standard implicit preconditioners.