A note on the efficiency of the conjugate gradient method for a class of time-dependent problems

被引:1
|
作者
Cai, Xing
Nielsen, Bjorn Fredrik
Tveito, Aslak
机构
[1] Simula Res Lab, NO-1325 Lysaker, Norway
[2] Univ Oslo, Dept Informat, NO-0316 Oslo, Norway
关键词
the conjugate gradient method; parabolic partial differential equations; Krylov subspace;
D O I
10.1002/nla.527
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We discuss the efficiency of the conjugate gradient (CG) method for solving a sequence of linear systems; Aun+1 = u(n), where A is assumed to be sparse, symmetric, and positive definite. We show that under certain conditions the Krylov subspace, which is generated when solving the first linear system Au-1 = u(0), contains the solutions (u(n)) for subsequent time steps. The solutions of these equations can therefore be computed by a straightforward projection of the fight-hand side onto the already computed Krylov subspace. Our theoretical considerations are illustrated by numerical experiments that compare this method with the order-optimal scheme obtained by applying the multigrid method as a preconditioner for the CG-method at each time step. Copyright (c) 2007 John Wiley & Sons, Ltd.
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页码:459 / 467
页数:9
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