Using successive approximations for improving the convergence of GMRES method
Applications of Mathematics, Tome 43 (1998) no. 5, pp. 321-350
Cet article a éte moissonné depuis la source Czech Digital Mathematics Library
In this paper, our attention is concentrated on the GMRES method for the solution of the system $(I-T)x=b$ of linear algebraic equations with a nonsymmetric matrix. We perform $m$ pre-iterations $y_{l+1}=Ty_l+b $ before starting GMRES and put $y_m $ for the initial approximation in GMRES. We derive an upper estimate for the norm of the error vector in dependence on the $m$th powers of eigenvalues of the matrix $T$. Further we study under what eigenvalues lay-out this upper estimate is the best one. The estimate shows and numerical experiments verify that it is advisable to perform pre-iterations before starting GMRES as they require fewer arithmetic operations than GMRES. Towards the end of the paper we present a numerical experiment for a system obtained by the finite difference approximation of convection-diffusion equations.
In this paper, our attention is concentrated on the GMRES method for the solution of the system $(I-T)x=b$ of linear algebraic equations with a nonsymmetric matrix. We perform $m$ pre-iterations $y_{l+1}=Ty_l+b $ before starting GMRES and put $y_m $ for the initial approximation in GMRES. We derive an upper estimate for the norm of the error vector in dependence on the $m$th powers of eigenvalues of the matrix $T$. Further we study under what eigenvalues lay-out this upper estimate is the best one. The estimate shows and numerical experiments verify that it is advisable to perform pre-iterations before starting GMRES as they require fewer arithmetic operations than GMRES. Towards the end of the paper we present a numerical experiment for a system obtained by the finite difference approximation of convection-diffusion equations.
DOI :
10.1023/A:1022291601664
Classification :
65F10, 65N22, 65N35
Keywords: GMRES; iterative method; numerical experiments; solution of discretized equations
Keywords: GMRES; iterative method; numerical experiments; solution of discretized equations
@article{10_1023_A:1022291601664,
author = {Z{\'\i}tko, Jan},
title = {Using successive approximations for improving the convergence of {GMRES} method},
journal = {Applications of Mathematics},
pages = {321--350},
year = {1998},
volume = {43},
number = {5},
doi = {10.1023/A:1022291601664},
mrnumber = {1644136},
zbl = {0938.65060},
language = {en},
url = {http://geodesic.mathdoc.fr/articles/10.1023/A:1022291601664/}
}
TY - JOUR AU - Zítko, Jan TI - Using successive approximations for improving the convergence of GMRES method JO - Applications of Mathematics PY - 1998 SP - 321 EP - 350 VL - 43 IS - 5 UR - http://geodesic.mathdoc.fr/articles/10.1023/A:1022291601664/ DO - 10.1023/A:1022291601664 LA - en ID - 10_1023_A:1022291601664 ER -
Zítko, Jan. Using successive approximations for improving the convergence of GMRES method. Applications of Mathematics, Tome 43 (1998) no. 5, pp. 321-350. doi: 10.1023/A:1022291601664
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