Title :
A fast wavelet-based blind signal separation
Author :
Fahmy, M.F. ; Amin, Osama M H ; El-Raheem, G.M.A.
Author_Institution :
Assiut Univ., Egypt
Abstract :
It is well known that, signal separation algorithms using de-correlation-based methods alone, are not sufficient for signal separation of mixed digital modulation signals. In this paper, it has been shown that it is possible to retain the simplicity of these methods and still be able to successfully separate mixed digital signals, by designing the decoupling system to maximize the output normalized kurtosis functions. Moreover, computations can be further reduced, by designing the decoupling system on the basis of minimizing the cross correlation between the wavelet packet coefficients decomposition of its outputs, at various nodes and a specific decomposition depth. Illustrative examples are given to verify these results.
Keywords :
blind source separation; decorrelation; modulation; wavelet transforms; cross correlation; decorrelation-based methods; decoupling system; fast wavelet-based blind signal separation; mixed digital modulation signals; normalized kurtosis functions; wavelet packet coefficients decomposition; Blind source separation; Digital modulation; Filtering; Filters; Principal component analysis; Signal design; Signal processing; Source separation; Speech; Wavelet packets;
Conference_Titel :
Signal Processing and Information Technology, 2003. ISSPIT 2003. Proceedings of the 3rd IEEE International Symposium on
Print_ISBN :
0-7803-8292-7
DOI :
10.1109/ISSPIT.2003.1341104