TY - JOUR
T1 - Rational approximation preconditioners for sparse linear systems
AU - Guillaume, Philippe
AU - Saad, Yousef
AU - Sosonkina, Masha
PY - 2003/9/15
Y1 - 2003/9/15
N2 - This paper presents a class of preconditioning techniques which exploit rational function approximations to the inverse of the original matrix. The matrix is first shifted and then an incomplete LU factorization of the resulting matrix is computed. The resulting factors are then used to compute a better preconditioner for the original matrix. Since the incomplete factorization is made on a shifted matrix, a good LU factorization is obtained without allowing much fill-in. The result needs to be extrapolated to the nonshifted matrix. Thus, the main motivation for this process is to save memory. The method is useful for matrices whose incomplete LU factorizations are poor, e.g., unstable.
AB - This paper presents a class of preconditioning techniques which exploit rational function approximations to the inverse of the original matrix. The matrix is first shifted and then an incomplete LU factorization of the resulting matrix is computed. The resulting factors are then used to compute a better preconditioner for the original matrix. Since the incomplete factorization is made on a shifted matrix, a good LU factorization is obtained without allowing much fill-in. The result needs to be extrapolated to the nonshifted matrix. Thus, the main motivation for this process is to save memory. The method is useful for matrices whose incomplete LU factorizations are poor, e.g., unstable.
KW - Incomplete LU factorization
KW - Matrix diagonal shifting
KW - Padé approximation
KW - Preconditioning
KW - Rational approximation
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U2 - 10.1016/S0377-0427(03)00480-1
DO - 10.1016/S0377-0427(03)00480-1
M3 - Article
AN - SCOPUS:0141737699
SN - 0377-0427
VL - 158
SP - 419
EP - 442
JO - Journal of Computational and Applied Mathematics
JF - Journal of Computational and Applied Mathematics
IS - 2
ER -