Title :
Second-Order Blind Source Separation: A New Expression of Instantaneous Separating Matrix for Mixtures of Delayed Sources
Author :
Chabriel, Gilles ; Barrere, Jean
Author_Institution :
STIC-TOULON/GESSY, Univ. du Sud Toulon-Var, La Garde
Abstract :
In this paper, we study the blind separation of mixtures of propagating waves (delayed sources) encountered for example in underwater telephone (UWT) systems. We suggest a new second-order statistics method using as many observations as sources. First, we show that each of the N delayed sources can be developed as a particular linear combination of the different temporal-derivatives of the N observations. Under some assumptions, an instantaneous rectangular separating matrix is then identified by the joint diagonalization of a set of covariance matrices estimated from the observations and its derivatives. The algorithm used takes into account the particular structure of the spectral mixing matrix encountered. A numerical simulation is provided in a 3-sources/3- observations case for propagating audio signals
Keywords :
audio signal processing; blind source separation; covariance matrices; statistics; audio signal propagation; covariance matrices; instantaneous rectangular separating matrix; second-order blind source separation; second-order statistics method; spectral mixing matrix; temporal-derivatives; underwater telephone systems; Attenuation; Blind source separation; Covariance matrix; Equations; Filters; Numerical simulation; Propagation delay; Statistics; Taylor series; Telephony;
Conference_Titel :
Signal Processing Advances in Wireless Communications, 2006. SPAWC '06. IEEE 7th Workshop on
Conference_Location :
Cannes
Print_ISBN :
0-7803-9710-X
Electronic_ISBN :
0-7803-9711-8
DOI :
10.1109/SPAWC.2006.346397