Title :
A second order multi output deconvolution (SOMOD) technique
Author :
Bousbia-Salah, Hicham ; Belouchrani, Adel
Author_Institution :
Dept. of Electr. Eng., Ecole Nat. Polytech., Algiers, Algeria
Abstract :
In this paper, we present an efficient solution to the blind multi-channel deconvolution problem that consists of recovering independent source signals from their convolutive mixtures. In the case of instantaneous mixtures, a robust solution referred to as second order blind identification (SOBI) has been proposed previously. It is based on the joint diagonalization of spatio-temporal correlation matrices. Herein, we extend this technique to the convolutive mixture case. In contrast to existing deconvolution techniques, this new approach is able to deal with an overestimated source number. The proposed method has been successfully applied to the deconvolution of speech signals
Keywords :
correlation methods; deconvolution; matrix algebra; signal restoration; blind multi-channel deconvolution; convolutive mixtures; independent source signal recovery; instantaneous mixtures; overestimated source number; second order blind identification; second order multi output deconvolution; spatio-temporal correlation matrices; speech signals; Data models; Deconvolution; Decorrelation; Equalizers; MIMO; Matrix decomposition; Postal services; Robustness; Signal processing; Transfer functions;
Conference_Titel :
Statistical Signal and Array Processing, 2000. Proceedings of the Tenth IEEE Workshop on
Conference_Location :
Pocono Manor, PA
Print_ISBN :
0-7803-5988-7
DOI :
10.1109/SSAP.2000.870133