Title :
Joint non-orthogonal joint diagonalization based on LU decomposition and Jacobi scheme
Author :
Xiao-Feng Gong ; Qiu-Hua Lin ; Ke Wang
Author_Institution :
Fac. of Electron. Inf. & Electr. Eng., Dalian Univ. of Technol., Dalian, China
Abstract :
We present an algorithm for jointly solving multiple nonorthogonal joint diagonalization (JNJD) problems with linked loading matrices, by using LU decomposition and Jacobi scheme in the updating procedure. The proposed method could be used in applications that involve a set of correlated linear instantaneous blind source separation (BSS) problems (e.g. frequency domain convolutive BSS), and differs from existing joint diagonalization based algorithms in that it incorporates the correlations among the multiple JD sets within the JNJD scenario. Simulations are provided to examine the performance of the proposed algorithm.
Keywords :
Jacobian matrices; blind source separation; convolution; matrix decomposition; JNJD problem; Jacobi scheme; LU decomposition; frequency domain convolutive BSS; linear instantaneous blind source separation; linked loading matrices; multiple nonorthogonal joint diagonalization; Blind source separation; Indexes; Jacobian matrices; Joints; Loading; Matrix decomposition; Blind source separation; Jacobi; Joint diagonalization; LU decomposition;
Conference_Titel :
Signal and Information Processing (ChinaSIP), 2013 IEEE China Summit & International Conference on
Conference_Location :
Beijing
DOI :
10.1109/ChinaSIP.2013.6625290