Title :
Blind source separation of discrete finite alphabet sources using a single mixture
Author :
Rostami, Mohammad ; Babaie-Zadeh, Massoud ; Samadi, Samareh ; Jutten, Christian
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Waterloo, Waterloo, ON, Canada
Abstract :
This paper deals with blind separation of finite alphabet sources where we have n sources and only one observation. The method is applied directly in time (spatial) domain and no transformation is needed. It follows a two stage procedure. In the first stage the mixing coefficients are estimated, and in the second stage the sources are separated using the estimated mixing coefficients. We also study restrictions of this method and conditions for which its performance is acceptable. Simulation results are presented to show the ability of this method to source separation in images and pulse amplitude modulation (PAM) signals.
Keywords :
blind source separation; image processing; pulse amplitude modulation; time-domain analysis; blind source separation; discrete finite alphabet sources; image source separation; mixing coefficient estimation; pulse amplitude modulation signals; time domain; Blind source separation; Image reconstruction; Manganese; Quantization; Signal processing algorithms; Telecommunications;
Conference_Titel :
Statistical Signal Processing Workshop (SSP), 2011 IEEE
Conference_Location :
Nice
Print_ISBN :
978-1-4577-0569-4
DOI :
10.1109/SSP.2011.5967801