Title :
A Normalised Kurtosis Based Blind Source Extraction Algorithm for Noisy Mixtures
Author :
Liu, Wei ; Mandic, Danilo P.
Author_Institution :
Dept. of Electron. & Electr. Eng., Univ. of Sheffield
Abstract :
We introduce an algorithm for blind source extraction (BSE) of independent sources in the presence of noise, without the need for initial prewhitening, for which the normalised kurtosis is used within the cost function. Unlike the previously proposed methods designed for noise-free mixtures, which is not realistic in practical applications, we address BSE for noisy mixtures and propose a novel cost function which caters for the effects of noise. The proposed method is justified by rigorous analysis and supported by simulations
Keywords :
blind source separation; matrix algebra; noise; blind source extraction algorithm; cost function; noisy mixtures; normalised kurtosis; Adaptive algorithm; Algorithm design and analysis; Analytical models; Blind source separation; Cost function; Data mining; Design methodology; Educational institutions; Gaussian noise; Signal processing algorithms;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2006. ICASSP 2006 Proceedings. 2006 IEEE International Conference on
Conference_Location :
Toulouse
Print_ISBN :
1-4244-0469-X
DOI :
10.1109/ICASSP.2006.1661357