A robust incomplete factorization preconditioner for positive definite matrices

被引:76
作者
Benzi, M
Tuma, M
机构
[1] Emory Univ, Dept Math & Comp Sci, Atlanta, GA 30322 USA
[2] Acad Sci Czech Republ, Inst Comp Sci, Prague 18207 8, Czech Republic
关键词
sparse linear systems; positive definite matrices; preconditioned conjugate gradients; incomplete factorization; A-orthogonalization; SAINV;
D O I
10.1002/nla.320
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We describe a novel technique for computing a sparse incomplete factorization of a general symmetric positive definite matrix A. The factorization is not based on the Cholesky algorithm (or Gaussian elimination), but on A-orthogonalization. Thus, the incomplete factorization always exists and can be computed without any diagonal modification. When used in conjunction with the conjugate gradient algorithin, the new preconditioner results in a reliable solver for highly ill-conditioned linear systems. Comparisons with other incomplete factorization techniques using challenging linear systems from structural analysis and solid mechanics problems are presented. Copyright (C) 2003 John Wiley Sons, Ltd.
引用
收藏
页码:385 / 400
页数:16
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