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

被引:77
作者
Gazzah, H [1 ]
Regalia, PA [1 ]
Delmas, JP [1 ]
机构
[1] Inst Natl Telecommun, Dept Signal & Image, F-91011 Evry, France
关键词
asymptotic eigenvalue distribution; band-limited channels; blind identification; block Toeplitz matrices; multivariate processes; second-order statistics algorithms;
D O I
10.1109/18.915697
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Szego's 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 professes. 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.
引用
收藏
页码:1243 / 1251
页数:9
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