DocumentCode :
1229591
Title :
A Fast Algorithm for APES and Capon Spectral Estimation
Author :
Glentis, George-Othon
Author_Institution :
Dept. of Sci. & Technol. of Telecommun., Univ. of Peloponnese, Tripolis
Volume :
56
Issue :
9
fYear :
2008
Firstpage :
4207
Lastpage :
4220
Abstract :
In this paper, we derive a novel implementation of some very computationally demanding matched filter-bank-based spectral estimators, namely the amplitude and phase estimator (APES), the amplitude spectrum Capon (ASC) estimator, and the power spectrum Capon (PSC) estimator. Filter-bank-based spectral estimation methods that adopt data-dependent filter banks can provide spectra characterized by a significantly improved resolution compared to classical approaches. However, the computational complexity of the currently available implementation algorithms, is extremely high. A novel technique is introduced that provides efficient algorithms for the computation of the APES, ASC, and PSC spectra. The proposed method is based on suitable displacement representations of all pertinent data matrices, that are subsequently utilized for the computation of the associated complex valued polynomials. The computational complexity of the proposed algorithms is lower than all relevant existing methods.
Keywords :
amplitude estimation; channel bank filters; computational complexity; matched filters; phase estimation; polynomial matrices; spectral analysis; APES; Capon spectral estimation; amplitude and phase estimator; amplitude spectrum Capon estimator; complex valued polynomials; computational complexity; data matrices; data-dependent filter banks; displacement representations; matched filter-bank-based spectral estimators; power spectrum Capon estimator; APES; Amplitude and phase estimator (APES); Capon; fast algorithms; matched filter-bank spectral estimators;
fLanguage :
English
Journal_Title :
Signal Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1053-587X
Type :
jour
DOI :
10.1109/TSP.2008.925940
Filename :
4527193
Link To Document :
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