DocumentCode :
380923
Title :
The effect of the whitening matrix in determining the final solution in blind source separation of biomedical signals
Author :
Al-Nashash, Hasan ; Abdul-Hamid, Husehi
Author_Institution :
American Univ. of Sharjah, United Arab Emirates
Volume :
2
fYear :
2001
fDate :
2001
Firstpage :
1994
Abstract :
In this paper, independent component analysis (ICA) is used for blind source separation of biomedical signals. Visual and quantitative tests of the ability of ICA to separate signals were performed using a fast ICA algorithm. Results obtained from simulated and FECG signals show that the ICA performance using the whitening matrix of the mixed signals was superior to that of random initial weights.
Keywords :
electrocardiography; medical signal processing; random noise; FECG signals; electrodiagnostics; fast ICA algorithm; foetal electrocardiograph; independent components analysis; quantitative tests; random initial weights; simulated signals; visual tests; whitening matrix effect; Blind source separation; Independent component analysis; Interference; Medical signal detection; Monitoring; Myocardium; Performance evaluation; Signal to noise ratio; Source separation; Testing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society, 2001. Proceedings of the 23rd Annual International Conference of the IEEE
ISSN :
1094-687X
Print_ISBN :
0-7803-7211-5
Type :
conf
DOI :
10.1109/IEMBS.2001.1020621
Filename :
1020621
Link To Document :
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