MINIMIZATION-PROJECTION (MP) APPROACH FOR BLIND SOURCE SEPARATION IN DIFFERENT MIXING MODELS

In this paper, a new approach for blind source separation is presented. This approach is based on minimization of the mutual information of the outputs using a nonparametric “gradient” of mutual information, followed by a projection on the parametric model of the separation structure. It is applicable to different mixing system, linear as well as nonlinear, and the algorithms derived from this approach are very fast and efficient.

[1]  Christian Jutten,et al.  A geometric approach for separating post non-linear mixtures , 2002, 2002 11th European Signal Processing Conference.

[2]  Andrzej Cichocki,et al.  Robust learning algorithm for blind separation of signals , 1994 .

[3]  Jean-François Cardoso,et al.  Equivariant adaptive source separation , 1996, IEEE Trans. Signal Process..

[4]  Terrence J. Sejnowski,et al.  An Information-Maximization Approach to Blind Separation and Blind Deconvolution , 1995, Neural Computation.

[5]  Massoud Babaiezadeh Malmiri On blind source separation in convolutive and nonlinear mixtures , 2002 .

[6]  Christian Jutten,et al.  Space or time adaptive signal processing by neural network models , 1987 .

[7]  Pierre Comon,et al.  Independent component analysis, A new concept? , 1994, Signal Process..

[8]  Christian Jutten,et al.  Separating Convolutive Mixtures by Mutual Information Minimization , 2001, IWANN.

[9]  Christian Jutten,et al.  Source separation in post-nonlinear mixtures , 1999, IEEE Trans. Signal Process..

[10]  T. Ens,et al.  Blind signal separation : statistical principles , 1998 .

[11]  Christian Jutten,et al.  Differential of the mutual information , 2004, IEEE Signal Processing Letters.

[12]  Shun-ichi Amari,et al.  Natural Gradient Works Efficiently in Learning , 1998, Neural Computation.

[13]  Christian Jutten,et al.  Detection de grandeurs primitives dans un message composite par une architecture de calcul neuromime , 1985 .

[14]  Christian Jutten,et al.  BLIND SEPARATING CONVOLUTIVE POST NON-LINEAR MIXTURES , 2001 .