Title :
Joint anti-diagonalization for blind source separation
Author :
Belouchrani, A. ; Abed-Meraim, Karim ; Amin, M.G. ; Zoubir, A.M.
Author_Institution :
Elec. Eng. Dept, Ecole Nationale Polytechnique, Algiers, Algeria
Abstract :
We address the problem of blind source separation of non-stationary signals of which only instantaneous linear mixtures are observed. A blind source separation approach exploiting both auto-terms and cross-terms of the time-frequency (TF) distributions of the sources is considered. The approach is based on the simultaneous diagonalization and anti-diagonalization of spatial TF distribution matrices made up of, respectively, auto-terms and cross-terms. Numerical simulations are provided to demonstrate the effectiveness of the proposed approach and compare its performances with existing TF-based methods
Keywords :
array signal processing; matrix algebra; time-frequency analysis; TFD matrix; auto-terms; blind source separation; cross-terms; hybrid diagonalization/anti-diagonalization; instantaneous linear mixtures; joint anti-diagonalization; nonstationary signals; time-frequency distributions; Antenna arrays; Australia; Blind source separation; Decorrelation; Neural networks; Noise robustness; Source separation; Telecommunications; Time frequency analysis; Vectors;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2001. Proceedings. (ICASSP '01). 2001 IEEE International Conference on
Conference_Location :
Salt Lake City, UT
Print_ISBN :
0-7803-7041-4
DOI :
10.1109/ICASSP.2001.940225