DocumentCode
454987
Title
Optimal Localization of Leads in Atrial Fibrillation Episodes
Author
Igual, J. ; Llinares, R. ; Guillem, M.S. ; Millet, J.
Author_Institution
Dipt. Comunicaciones, Valencia Polytech Univ.
Volume
2
fYear
2006
fDate
14-19 May 2006
Abstract
To extract the atrial activity (AA) from the ventricular activity (VA) in atrial fibrillation (AF) episodes is a must for clinical analysis. We present a methodology to achieve this goal minimizing the number of leads and optimizing its localization starting from a body surface potential mapping (BSPM) recording. We present the acquisition system and the methodology, which consists on: apply independent component analysis (ICA) to obtain a statistically independent representation of the data, apply the prior about the AA to identify it, and to find the contributions of each lead to the AA, obtaining finally the optimal leads necessary for the extraction. Following this procedure, we show that with only two leads the AA and VA can be recovered, so this technique is a very promising one in order to long term ECG recordings where the number of leads must be reduced. In addition, this procedure can be extended to other ECG-based problems where the ICA assumptions are satisfied
Keywords
electrocardiography; independent component analysis; medical signal processing; source separation; ECG recordings; ICA; atrial activity; atrial fibrillation episodes; body surface potential mapping recording; clinical analysis; independent component analysis; leads optimal localization; source separation; statistically independent representation; ventricular activity; Atrial fibrillation; Blood; Clinical diagnosis; Contracts; Data mining; Electrocardiography; Electrodes; Heart; Independent component analysis; Optimization methods;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech and Signal Processing, 2006. ICASSP 2006 Proceedings. 2006 IEEE International Conference on
Conference_Location
Toulouse
ISSN
1520-6149
Print_ISBN
1-4244-0469-X
Type
conf
DOI
10.1109/ICASSP.2006.1660562
Filename
1660562
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