Title :
Complex non-orthogonal joint diagonalization with successive givens and hyperbolic rotations
Author :
Gong, Xiao-Feng ; Wang, Ke ; Lin, Qiu-Hua
Author_Institution :
Fac. of Electron. Inf. & Electr. Eng., Dalian Univ. of Technol., Dalian, China
Abstract :
Complex blind source separation (BSS) received growing interests in many practical applications in the past decades, and non-orthogonal joint diagonalization (JD) of a set of complex matrices plays an instrumental role in solving these problems. In this paper, we propose a new complex non-orthogonal JD algorithm. This algorithm successively finds the optimal Givens and hyperbolic rotation matrices that constitute the elementary rotation matrix in each iteration in an alternating manner. It does not require the target matrices to be Hermitian, and thus could be well adapted to BSS problems that involve fourth-order cumulant slices or time-lagged covariance matrices. Simulations are provided to compare the proposed algorithm with other JD algorithms.
Keywords :
Hermitian matrices; blind source separation; iterative methods; BSS; Hermitian matrices; complex blind source separation; complex nonorthogonal JD algorithm; complex nonorthogonal joint diagonalization; fourth-order cumulant slices; hyperbolic rotation; hyperbolic rotation matrices; iteration; successive given; Blind source separation; Covariance matrix; Jacobian matrices; Joints; Signal processing algorithms; Signal to noise ratio; Blind source separation; Complex non-orthogonal joint diagonalization; Givens; Hyperbolic;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2012 IEEE International Conference on
Conference_Location :
Kyoto
Print_ISBN :
978-1-4673-0045-2
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2012.6288272