Deprecated: $wgMWOAuthSharedUserIDs=false is deprecated, set $wgMWOAuthSharedUserIDs=true, $wgMWOAuthSharedUserSource='local' instead [Called from MediaWiki\HookContainer\HookContainer::run in /var/www/html/w/includes/HookContainer/HookContainer.php at line 135] in /var/www/html/w/includes/Debug/MWDebug.php on line 372
Efficient computation of matrix power-vector products: application for space-fractional diffusion problems - MaRDI portal

Efficient computation of matrix power-vector products: application for space-fractional diffusion problems (Q1726433)

From MaRDI portal





scientific article; zbMATH DE number 7025979
Language Label Description Also known as
English
Efficient computation of matrix power-vector products: application for space-fractional diffusion problems
scientific article; zbMATH DE number 7025979

    Statements

    Efficient computation of matrix power-vector products: application for space-fractional diffusion problems (English)
    0 references
    0 references
    0 references
    20 February 2019
    0 references
    The authors present a new approach for the computation of an action \(A^\alpha v\) of a symmetric positive definite sparse matrix \(A\) raised to power \(\alpha>0\) on a given vector \(v\). The proposed approach deals with a direct decomposition of \(\mathbb{R}^n\) into two mutually orthogonal subspaces. The first one is spanned by the eigenvectors of \(A\) corresponding to the smallest and the largest eigenvalues; the second subspace is spanned by the eigenvectors corresponding to all the remaining eigenvalues of \(A\). The matrix-vector product of the matrix-power \(A^\alpha\) with the vector \(v\) is done directly in the first subspace, by employing a spectral decomposition. In the other subspace, a power-series approximation of the matrix-power is employed. The authors provide several numerical experiments.
    0 references
    matrix power
    0 references
    matrix exponential
    0 references
    matrix-vector product
    0 references
    space-fractional diffusion
    0 references
    0 references
    0 references

    Identifiers