DocumentCode :
561891
Title :
Cancellation of ventricular activity in endocavitary recordings during atrial fibrillation by Particle Swarm Optimization
Author :
Mainardi, Luca T. ; Rivolta, Massimo W. ; Scanziani, Riccardo ; Corino, Valentina DA ; Sassi, Roberto
Author_Institution :
Dept. of Bioeng., Politec. di Milano, Milan, Italy
fYear :
2011
fDate :
18-21 Sept. 2011
Firstpage :
597
Lastpage :
600
Abstract :
The cancellation of ventricular activity (VA) from atrial electrogram (AEG) is commonly performed by template matching and subtraction (TMS): a running template, built by adaptive averaging of AEG segments in correspondence of QRS, is subtracted from AEG to uncover atrial activity (AA). In our approach, before subtraction, templates are modulated by a set of coefficients which are estimated by maximizing, via Multiple Particle Swarm Optimization (MPSO), a fitness function based on: 1) the energy of the estimated and measured AA; 2) the first derivative of the estimated and measured AA; 3) the similarity between the template and its modulated version. To validate the method, three datasets of 500 synthetic AEG were built. Each signal included background AA, localized AA and VA. We observed that TMS+MPSO provided better performances then TMS alone when the ratio of VA/AA amplitude is large (VA/AA ≥ 3), while the performances get closer when the ratio decreases.
Keywords :
cardiology; electrocardiography; medical signal processing; particle swarm optimisation; pattern matching; AEG segments; QRS; TMS; atrial electrogram; atrial fibrillation; endocavitary recordings; fitness function; multiple particle swarm optimization; template matching and subtraction; ventricular activity cancellation; Correlation; Energy measurement; Histograms; Mathematical model; Particle measurements; Particle swarm optimization; Shape;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computing in Cardiology, 2011
Conference_Location :
Hangzhou
ISSN :
0276-6547
Print_ISBN :
978-1-4577-0612-7
Type :
conf
Filename :
6164636
Link To Document :
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