Efficient Solution Of Parabolic Equations By Krylov Approximation Methods (1992)
| Venue: | SIAM J. Sci. Statist. Comput |
| Citations: | 41 - 3 self |
BibTeX
@ARTICLE{Gallopoulos92efficientsolution,
author = {E. Gallopoulos and Y. Saad},
title = {Efficient Solution Of Parabolic Equations By Krylov Approximation Methods},
journal = {SIAM J. Sci. Statist. Comput},
year = {1992},
volume = {13},
pages = {1236--1264}
}
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Abstract
. In this paper we take a new look at numerical techniques for solving parabolic equations by the method of lines. The main motivation for the proposed approach is the possibility of exploiting a high degree of parallelism in a simple manner. The basic idea of the method is to approximate the action of the evolution operator on a given state vector by means of a projection process onto a Krylov subspace. Thus, the resulting approximation consists of applying an evolution operator of very small dimension to a known vector which is, in turn, computed accurately by exploiting high-order rational Chebyshev and Pad'e approximations to the exponential. Because the rational approximation is only applied to a small matrix, the only operations required with the original large matrix are matrix-by-vector multiplications, and as a result the algorithm can easily be parallelized and vectorized. Further parallelism is introduced by expanding the rational approximations into partial fractions. Some ...







