Symmetric Permutations for I-matrices to Delay and Avoid Small Pivots During Factorization
Author(s) -
Jan Mayer
Publication year - 2008
Publication title -
siam journal on scientific computing
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 1.674
H-Index - 147
eISSN - 1095-7197
pISSN - 1064-8275
DOI - 10.1137/060669176
Subject(s) - preconditioner , gaussian elimination , mathematics , factorization , matrix (chemical analysis) , permutation (music) , permutation matrix , incomplete lu factorization , sparse matrix , row , lu decomposition , diagonal , combinatorics , block matrix , matrix decomposition , algorithm , algebra over a field , iterative method , gaussian , computer science , pure mathematics , circulant matrix , eigenvalues and eigenvectors , physics , materials science , geometry , quantum mechanics , database , acoustics , composite material
In this article, we present several new permutations for I-matrices making these more suitable for incomplete LU-factorization preconditioners used in solving linear systems by iterative methods. A general matrix can be transformed by row permutation as well as row and columns scaling into an I-matrix, i.e., a matrix having elements of modulus 1 on the diagonal and elements of modulus of no more than 1 elsewhere. Reordering rows and columns by the same permutation clearly preserves I-matrices. In this article, we consider such reordering techniques which make the permuted matrix more suitable for an incomplete LU-factorization preconditioner than the original I-matrix. We use a multilevel ILUC, an incomplete LU-factorization preconditioner using Crout's implementation of Gaussian elimination without pivoting to test these reorderings. The combination of I-matrix preprocessing with the various algorithms presented here and the multilevel incomplete LU-factorizations forms a powerful preconditioning method for unsymmetric, highly indefinite problems. The C++ code has been made available in the software package ILU++.
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