DocumentCode :
1062958
Title :
A New Preconditioner for Toeplitz Matrices
Author :
Domínguez-Jiménez, María Elena ; Ferreira, Paulo J S G
Author_Institution :
Dept. Mat. Aplic., Univ. Politec. de Madrid, Madrid, Spain
Volume :
16
Issue :
9
fYear :
2009
Firstpage :
758
Lastpage :
761
Abstract :
In this paper we introduce and analyze a new preconditioner for Toeplitz matrices that exhibits excellent spectral properties: the eigenvalues of the preconditioned matrix are highly clustered around the unity. As a result, it yields very rapid convergence when used to solve Toeplitz equations via the preconditioned conjugate gradient method. The new preconditioner can be regarded as a refinement of preconditioners built by embedding the Toeplitz matrix in a positive definite circulant. Necessary and sufficient conditions that ensure that the positive definite embedding is possible are given.
Keywords :
conjugate gradient methods; eigenvalues and eigenfunctions; matrix algebra; Toeplitz equations; Toeplitz matrices; eigenvalues; preconditioned conjugate gradient method; PCG; Toeplitz matrices; preconditioners;
fLanguage :
English
Journal_Title :
Signal Processing Letters, IEEE
Publisher :
ieee
ISSN :
1070-9908
Type :
jour
DOI :
10.1109/LSP.2009.2024735
Filename :
5067384
Link To Document :
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