Title :
De-cumulant based approaches for convolutive blind source separation
Author :
Mei, Tiemin ; Xi, Jiangtao ; Chicharo, Joe ; Yin, Fuliang
Author_Institution :
Sch. of Electr., Comput. & Telecommun. Eng., Wollongong Univ., NSW, Australia
Abstract :
This paper studies the blind separation of signal sources (BSS) based on the approach of de-cumulant. It considers the cases where independent signal sources are mixed through convolutive mixing system with unity autochannel frequency responses and causal cross-channel FIR filters. Firstly, it tries to show that the de-cumulant is sufficient for separation. Secondly, novel algorithms are developed based on zero-forcing of cross-cumulant pairs. These algorithms are developed in the time-domain and so there is not the frequency permutation ambiguity problem usually suffered by most of the frequency-domain algorithms. Simulation results are presented to support the validity of the proposed algorithms.
Keywords :
FIR filters; blind source separation; convolution; frequency response; higher order statistics; BSS; causal cross-channel FIR filters; convolutive blind source separation; convolutive mixing system; cross-cumulant pairs; de-cumulant; frequency permutation ambiguity; unity autochannel frequency responses; zero-forcing; Australia; Blind source separation; Finite impulse response filter; Frequency; Neural networks; Source separation; Statistics; Stochastic processes; Telecommunication computing; Time domain analysis;
Conference_Titel :
Intelligent Multimedia, Video and Speech Processing, 2004. Proceedings of 2004 International Symposium on
Print_ISBN :
0-7803-8687-6
DOI :
10.1109/ISIMP.2004.1434103