Existence and computation of low Kronecker-rank approximations for large linear systems of tensor product structure

被引:133
作者
Grasedyck, L [1 ]
机构
[1] Max Planck Inst Math Sci, D-04103 Leipzig, Germany
关键词
data-sparse approximation; Sylvester equation; low rank approximation; Kronecker product; high-dimensional problems;
D O I
10.1007/s00607-003-0037-z
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In this paper we construct an approximation to the solution x of a linear system of equations Ax = b of tensor product structure as it typically arises for finite element and finite difference discretisations of partial differential operators on tensor grids. For a right-hand side b of tensor product structure we can prove that the solution x can be approximated by a SUM of phi(log(epsilon)(2)) tensor product vectors where E is the relative approximation error. Numerical examples for systems of size 1024(256) indicate that this method is suitable for high-dimensional problems.
引用
收藏
页码:247 / 265
页数:19
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