Title :
Jacobi like algorithm for non-orthogonal joint diagonalization of hermitian matrices
Author :
Maurandi, Victor ; Moreau, Eric ; De Luigi, Christophe
Author_Institution :
ENSAM, Aix Marseille Univ., Marseille, France
Abstract :
In this paper, we consider the problem of non-orthogonal joint diagonalization of a set of hermitian matrices. This appears in many blind signal processing problems as source separation and independent component analysis. We propose a new Jacobi like algorithm based on a LU decomposition. The main point consists of the analytical derivation of the elementary two by two matrix. In order to determine the diagonalizing matrix parameters, we propose a useful approximation. Numerical simulations illustrate the overall good performances of the proposed algorithm in comparison to two other Jacobi like algorithms existing in the literature.
Keywords :
Hermitian matrices; Jacobian matrices; blind source separation; independent component analysis; numerical analysis; Jacobi like algorithm; LU decomposition; analytical derivation; blind signal processing problems; diagonalizing matrix parameters; hermitian matrices; independent component analysis; nonorthogonal joint diagonalization; numerical simulations; source separation; Approximation algorithms; Approximation methods; Jacobian matrices; Joints; Matrix decomposition; Signal processing; Signal processing algorithms; Blind source separation; Independent component analysis; Jacobi algorithm; Joint diagonalization;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2014 IEEE International Conference on
Conference_Location :
Florence
DOI :
10.1109/ICASSP.2014.6854795