DocumentCode :
2152333
Title :
Separating sources from sequentially acquired mixtures of heart signals
Author :
Hedayioglu, Fabio L. ; Jafari, Maria G. ; Mattos, Sandra S. ; Plumbley, Mark D. ; Coimbra, Miguel T.
Author_Institution :
Dept. of Comput. Sci., Univ. of Porto, Porto, Portugal
fYear :
2011
fDate :
22-27 May 2011
Firstpage :
653
Lastpage :
656
Abstract :
In this paper, we consider the problem of separating a set of independent components when only one movable sensor is available to record the mixtures. We propose to exploit the quasi-periodicity of the heart signals to transform the signal from this one moving sensor, into a set of measurements, as if from a virtual array of sensors. We then use ICA to perform source separation. We show that this technique can be applied to heart sounds and to electrocardiograms.
Keywords :
electrocardiography; medical signal processing; source separation; electrocardiogram; heart signals; movable sensor; quasiperiodicity; sequentially acquired signal mixture; source separation; Heart; Indexes; Synchronization; Blind Source Separation Application; Electrocardiogram; FastICA; Heart Sounds; Independent Component Analysis; Periodic Signals; foetal Electrocardiogram;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
Conference_Location :
Prague
ISSN :
1520-6149
Print_ISBN :
978-1-4577-0538-0
Electronic_ISBN :
1520-6149
Type :
conf
DOI :
10.1109/ICASSP.2011.5946488
Filename :
5946488
Link To Document :
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