DocumentCode :
2904960
Title :
Refining accuracy of the spectral lines estimation by a sparsity based approach
Author :
Florescu, Anisia ; Ciochina, Silviu
Author_Institution :
Telecommun., Politeh. Univ. of Bucharest, Bucharest, Romania
fYear :
2012
fDate :
21-23 June 2012
Firstpage :
47
Lastpage :
50
Abstract :
The paper addresses a classical problem of spectral analysis, that of high accuracy estimation of line-spectra, based on zero-padded Discrete Fourier Transform (DFT), transposed in the modern approach of sparse vectors estimation. Based on the analysis of the specific dictionary, some conclusions are drawn concerning the possibility to obtain high accuracy and resolution, by using a limited temporal analysis window. The issue of uniqueness is discussed. Two algorithms are presented, based on Matching Pursuit (MP) and Orthogonal Matching Pursuit (OMP).
Keywords :
discrete Fourier transforms; sparse matrices; spectral analysis; time-frequency analysis; vectors; DFT; MP; OMP; high accuracy estimation; matching pursuit; orthogonal matching pursuit; sparse vectors estimation; sparsity based approach; spectral analysis; spectral lines estimation; temporal analysis window; zero-padded discrete fourier transform; Accuracy; Dictionaries; Discrete Fourier transforms; Estimation; Frequency estimation; Matching pursuit algorithms; Vectors; Matching pursuit; Sparse Vector Estimation; Spectral Lines Estimation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Communications (COMM), 2012 9th International Conference on
Conference_Location :
Bucharest
Print_ISBN :
978-1-4577-0057-6
Type :
conf
DOI :
10.1109/ICComm.2012.6262551
Filename :
6262551
Link To Document :
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