DocumentCode :
3567981
Title :
A new constrained Independent Component Analysis method to analyze atrial arrhythmias
Author :
Igual, Jorge ; Llinares, Raul
Author_Institution :
Dept. Comun., Univ. Politec. Valencia, Valencia, Spain
fYear :
2011
Firstpage :
552
Lastpage :
557
Abstract :
An arrhythmia occurs when the rhythm of the heartbeat is altered. Atrial arrhythmias are very common; they appear when electrical signals travel through the atria in a fast and disorganized way. The analysis of atrial arrhythmias include the estimation of the atrial component of the recorded electrocardiogram (ECG). This task can be done by Independent Component Analysis (ICA) since the atrial component is independent from the rest of signals superposed in the recording. We present a new algorithm based on ICA that adds to the independence ICA criterion a restriction about the waveform of the atrial signal. The constrained ICA algorithm allows to solve the inherent permutation ambiguity of ICA algorithms, since the first recover signal is the one close to the template incorporated to the separation process. The results confirm the goodness of this new algorithm since the ventricular component of the signal is canceled.
Keywords :
diseases; electrocardiography; independent component analysis; medical signal processing; atrial arrhythmia; constrained Independent component analysis; electrocardiogram; heartbeat rhythm; independence ICA criterion; Algorithm design and analysis; Atrial fibrillation; Electrocardiography; Heart; Lead; Rhythm; Signal processing algorithms;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image and Signal Processing and Analysis (ISPA), 2011 7th International Symposium on
ISSN :
1845-5921
Print_ISBN :
978-1-4577-0841-1
Electronic_ISBN :
1845-5921
Type :
conf
Filename :
6046667
Link To Document :
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