Preconditioning techniques for large linear systems: A survey

被引:798
作者
Benzi, M [1 ]
机构
[1] Emory Univ, Dept Math & Comp Sci, Atlanta, GA 30322 USA
关键词
linear systems; sparse matrices; iterative methods; algebraic preconditioners; incomplete factorizations; sparse approximate inverses; unstructured grids; multilevel methods; parallel computing; orderings; block algorithms;
D O I
10.1006/jcph.2002.7176
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This article surveys preconditioning techniques for the iterative solution of large linear systems, with a focus on algebraic methods suitable for general sparse matrices. Covered topics include progress in incomplete factorization methods, sparse approximate inverses, reorderings, parallelization issues, and block and multilevel extensions. Some of the challenges ahead are also discussed. An extensive bibliography completes the paper. (C) 2002 Elsevier Science (USA).
引用
收藏
页码:418 / 477
页数:60
相关论文
共 309 条
[41]  
2-L
[42]   Orderings for factorized sparse approximate inverse preconditioners [J].
Benzi, M ;
Tuma, M .
SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2000, 21 (05) :1851-1868
[43]   Robust approximate inverse preconditioning for the conjugate gradient method [J].
Benzi, M ;
Cullum, JK ;
Tuma, M .
SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2000, 22 (04) :1318-1332
[44]   A comparative study of sparse approximate inverse preconditioners [J].
Benzi, M ;
Tuma, M .
APPLIED NUMERICAL MATHEMATICS, 1999, 30 (2-3) :305-340
[45]   Orderings for incomplete factorization preconditioning of nonsymmetric problems [J].
Benzi, M ;
Szyld, DB ;
Van Duin, A .
SIAM JOURNAL ON SCIENTIFIC COMPUTING, 1999, 20 (05) :1652-1670
[46]   Preconditioning highly indefinite and nonsymmetric matrices [J].
Benzi, M ;
Haws, JC ;
Tuma, M .
SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2000, 22 (04) :1333-1353
[47]   A parallel solver for large-scale Markov chains [J].
Benzi, M ;
Tuma, M .
APPLIED NUMERICAL MATHEMATICS, 2002, 41 (01) :135-153
[48]   A sparse approximate inverse preconditioner for nonsymmetric linear systems [J].
Benzi, M ;
Tuma, M .
SIAM JOURNAL ON SCIENTIFIC COMPUTING, 1998, 19 (03) :968-994
[49]   A sparse approximate inverse preconditioner for the conjugate gradient method [J].
Benzi, M ;
Meyer, CD ;
Tuma, M .
SIAM JOURNAL ON SCIENTIFIC COMPUTING, 1996, 17 (05) :1135-1149
[50]   Numerical experiments with two approximate inverse preconditioners [J].
Benzi, M ;
Tuma, M .
BIT, 1998, 38 (02) :234-241