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
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;
Journal_Title :
Signal Processing Letters, IEEE
DOI :
10.1109/LSP.2009.2024735