Title :
A one step time-frequency blind identification
Author :
Bousbia-Salah, A. ; Belouchrani, Adel ; Bousbia-Salah, Hicham
Author_Institution :
Dept. d´´Electron., Univ. des Sci. et de la Technol., Algiers, Algeria
Abstract :
Blind source separation using time-frequency distributions is considered in this contribution. We propose a time-frequency source separation technique based on the joint diagonalization procedure introduced in D. T. Pham and J. F. Cardoso (1997). The approach exploits the auto-terms of the time-frequency distributions of the sources. It is based on the joint-diagonalization of the spatial time-frequency distributions of the received data. The joint-diagonalization is optimized without any orthogonality constraint, which bypasses any prior whitening of the observations. Numerical simulations are provided to demonstrate the effectiveness of our proposed method.
Keywords :
blind source separation; optimisation; time-frequency analysis; blind source separation; joint diagonalization procedure; one step time-frequency blind identification; spatial time-frequency distribution; Additive noise; Artificial intelligence; Blind source separation; Constraint optimization; Data models; Numerical simulation; Signal processing; Source separation; Time frequency analysis; Vectors;
Conference_Titel :
Signal Processing and Its Applications, 2003. Proceedings. Seventh International Symposium on
Print_ISBN :
0-7803-7946-2
DOI :
10.1109/ISSPA.2003.1224770