Title :
Blind source extraction of cyclostationary sources with common cyclic frequencies
Author :
Ghaderi, Foad ; Makkiabadi, Bahador ; McWhirter, John G. ; Sanei, Saeid
Author_Institution :
Sch. of Eng., Cardiff Univ., Cardiff, UK
Abstract :
A new method for blind source extraction of cyclostationary sources is presented. It is assumed that the cycle frequencies of the sources are known a priori and some of the sources have common cycle frequencies. Necessary and sufficient conditions are introduced and Jacobi method for diagonalization of complex matrices is used to find the estimations. The proposed algorithm is applied to simulated data, and effectiveness and performance of the algorithm are verified.
Keywords :
Jacobian matrices; blind source separation; Jacobi method; blind source extraction; complex matrix diagonalization; cyclic frequency; cyclostationary source; Covariance matrix; Data mining; Digital signal processing; Frequency; Jacobian matrices; Meteorological radar; Radar applications; Signal processing algorithms; Statistics; Sufficient conditions; Blind source extraction; cyclostationarity; second order statistics;
Conference_Titel :
Acoustics Speech and Signal Processing (ICASSP), 2010 IEEE International Conference on
Conference_Location :
Dallas, TX
Print_ISBN :
978-1-4244-4295-9
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2010.5495718