Asymptotic eigenvalue distribution of block Toeplitz matrices and application to blind SIMO channel identification

Szego's (1984) theorem states that the asymptotic behavior of the eigenvalues of a Hermitian Toeplitz matrix is linked to the Fourier transform of its entries. This result was later extended to block Toeplitz matrices, i.e., covariance matrices of multivariate stationary processes. The present...

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Veröffentlicht in:IEEE transactions on information theory 2001-03, Vol.47 (3), p.1243-1251
Hauptverfasser: Gazzah, H., Regalia, P.A., Delmas, J.-P.
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Delmas, J.-P.
description Szego's (1984) theorem states that the asymptotic behavior of the eigenvalues of a Hermitian Toeplitz matrix is linked to the Fourier transform of its entries. This result was later extended to block Toeplitz matrices, i.e., covariance matrices of multivariate stationary processes. The present work gives a new proof of Szego's theorem applied to block Toeplitz matrices. We focus on a particular class of Toeplitz matrices, those corresponding to covariance matrices of single-input multiple-output (SIMO) channels. They satisfy some factorization properties that lead to a simpler form of Szego's theorem and allow one to deduce results on the asymptotic behavior of the lowest nonzero eigenvalue for which an upper bound is developed and expressed in terms of the subchannels frequency responses. This bound is interpreted in the context of blind channel identification using second-order algorithms, and more particularly in the case of band-limited channels.
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subjects Algorithms
Asymptotic properties
Blocking
Channels
Computer Science
Eigenvalues
Information technology
Mathematical analysis
Mathematics
Matrices
Matrix methods
Signal and Image Processing
Statistics
Statistics Theory
Theorems
Toeplitz matrices
title Asymptotic eigenvalue distribution of block Toeplitz matrices and application to blind SIMO channel identification
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