DocumentCode
705184
Title
A fast second order blind identification method for separation of periodic sources
Author
Ghaderi, Foad ; Mohseni, Hamid R. ; Sanei, Saeid
Author_Institution
Centre of Digital Signal Process., Cardiff Univ., Cardiff, UK
fYear
2010
fDate
23-27 Aug. 2010
Firstpage
1572
Lastpage
1576
Abstract
In this paper a fast method for blind identification of periodic sources is presented. In the well-known second order blind identification method, the information is extracted from instantaneous mixtures by simultaneously diagonalizing several time-delayed covariance matrices, however, the delays are chosen arbitrarily. This imposes computational cost which is linearly related to the number of covariance matrices. Statistical characteristics of periodic sources are exploited here to develop a method to effectively choose the appropriate delays in which the diagonalization takes place. Detail theory together with the corresponding theorems have been presented. Software simulations verify the superior performance of the algorithm in the face of different noise and frequency variation levels over alternative methods.
Keywords
blind source separation; covariance matrices; fast second order blind identification method; information extraction; periodic source separation; software simulation; time-delayed covariance matrix; Computational efficiency; Covariance matrices; Delays; Eigenvalues and eigenfunctions; Signal to noise ratio; Time-frequency analysis;
fLanguage
English
Publisher
ieee
Conference_Titel
Signal Processing Conference, 2010 18th European
Conference_Location
Aalborg
ISSN
2219-5491
Type
conf
Filename
7096457
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