DocumentCode
1131921
Title
Decorrelation of broadband signals by Toeplitz-Block-Toeplitz structuring
Author
Indukumar, K.C. ; Reddy, V.U.
Author_Institution
CMC Ltd., Hyderabad, India
Volume
30
Issue
3
fYear
1994
fDate
7/1/1994 12:00:00 AM
Firstpage
685
Lastpage
697
Abstract
We propose F-norm of the cross-correlation part of the array covariance matrix as a measure of correlation between the impinging signals and study the performance of different decorrelation methods in the broadband case using this measure. We first show that dimensionality of the composite signal subspace, defined as the number of significant eigenvectors of the source sample covariance matrix, collapses in the presence of multipath and the spatial smoothing recovers this dimensionality. Using an upper bound on the proposed measure, we then study the decorrelation of the broadband signals with spatial smoothing and the effect of spacing and directions of the sources on the rate of decorrelation with progressive smoothing. Next, we introduce a weighted smoothing method based on Toeplitz-block-Toeplitz (TBT) structuring of the data covariance matrix which decorrelates the signals much faster than the spatial smoothing. Computer simulations are included to demonstrate the performance of the two methods
Keywords
array signal processing; correlation methods; digital simulation; filtering and prediction theory; matrix algebra; F-norm; Toeplitz-Block-Toeplitz structuring; array covariance matrix; broadband signals; composite signal subspace; computer simulation; cross-correlation; data covariance matrix; decorrelation; dimensionality; eigenvectors; impinging signals; multipath; source sample covariance matrix; spatial smoothing; weighted smoothing; Array signal processing; Covariance matrix; Decorrelation; Delay; Direction of arrival estimation; Lab-on-a-chip; Narrowband; Sensor arrays; Smoothing methods; Wideband;
fLanguage
English
Journal_Title
Aerospace and Electronic Systems, IEEE Transactions on
Publisher
ieee
ISSN
0018-9251
Type
jour
DOI
10.1109/7.303739
Filename
303739
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