Title :
Permutation Method for ICA Separated Source Signal Blocks in Time Domain
Author :
Amishima, Takeshi ; Okamura, Atsushi ; Morita, Shinichi ; Kirimoto, Tetsuo
Author_Institution :
Electron. Syst. Technol., Mitsubishi Electr. Corp., Kamakura, Japan
fDate :
4/1/2010 12:00:00 AM
Abstract :
A new permutation method for ICA (independent component analysis)- based blind separation is presented. The objective here is to concatenate ICA separated signals in adjacent time blocks. The proposed method utilizes the associativity in column vectors of an estimated mixing matrix and a tracking filter. It has advantages of no required array calibration, efficient computation, and real time updatability. These superiorities are highly beneficial for radar or communication system type applications. Furthermore it is shown, by an experiment using radio wave signals, that the proposed permutation algorithm successfully permutes the separated signal blocks.
Keywords :
filtering theory; independent component analysis; matrix algebra; source separation; target tracking; time-domain analysis; vectors; ICA separated source signal block; column vector; independent component analysis; mixing matrix; permutation method; time domain analysis; tracking filter; Calibration; Data mining; Direction of arrival estimation; Filters; Independent component analysis; Multiple signal classification; Narrowband; Radar signal processing; Signal processing; Signal processing algorithms;
Journal_Title :
Aerospace and Electronic Systems, IEEE Transactions on
DOI :
10.1109/TAES.2010.5461664