DocumentCode :
2107636
Title :
A ventricular activity cancellation algorithm based on event synchronous adaptive filter for single-lead electrocardiograms
Author :
Jeon Lee ; Jung-hun Lee ; Jong-wook Park ; Mi-hye Song ; Kyoung-joung Lee
Author_Institution :
Daegu Haany Univ., Daegu, South Korea
fYear :
2012
fDate :
Aug. 28 2012-Sept. 1 2012
Firstpage :
5226
Lastpage :
5229
Abstract :
Recently, it has become very important to analyze atrial activity (AA) and to detect arrhythmic AAs and, for this, complete ventricular activity (VA) cancellation is prerequisite. There have been several VA cancellation algorithms for multi-lead ECG but VA cancellation algorithm for single-lead is quite a few. In this study, we have modeled thoracic ECG and, based on this model, proposed a novel VA cancellation algorithm based on event synchronous adaptive filter (ESAF). In this ESAF, the AF ECG was treated as a primary input and event-synchronous impulse train (ESIT) as a reference. And, ESIT was generated so to be synchronized with the ventricular activity by detecting QRS complex. To evaluate the performance, it was applied to the AA estimation problem in atrial fibrillation electrocardiograms. As results, even with low computational cost, this ESAF based algorithm showed better performance than the ABS method and comparable performance to algorithm based on PCA (principal component analysis) or SVD (singular value decomposition). We also proposed an expanded version of ESAF for some AF ECGs with bimorphic VAs and this also showed reasonable performance. Ultimately, our proposed algorithm was found to estimate AA precisely even though it is possible to implement in real-time. We expect our algorithm to replace the most widely used method, that is, the ABS (averaged beat subtraction) method.
Keywords :
adaptive estimation; adaptive filters; diseases; electrocardiography; medical signal processing; principal component analysis; singular value decomposition; synchronisation; AA estimation problem; PCA; SVD; arrhythmic AAs detection; atrial activity; atrial fibrillation electrocardiograms; averaged beat subtraction method; complete ventricular activity cancellation; event synchronous adaptive filter; event-synchronous impulse train; multilead ECG; principal component analysis; single-lead electrocardiograms; singular value decomposition; synchronization; thoracic ECG modeling; ventricular activity cancellation algorithm; Adaptive filters; Algorithm design and analysis; Atrial fibrillation; Computational efficiency; Electrocardiography; Estimation; Vectors; Algorithms; Atrial Fibrillation; Diagnosis, Computer-Assisted; Electrocardiography; Heart Atria; Heart Conduction System; Humans; Myocardial Contraction; Reproducibility of Results; Sensitivity and Specificity; Signal Processing, Computer-Assisted; Ventricular Dysfunction, Left;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2012 Annual International Conference of the IEEE
Conference_Location :
San Diego, CA
ISSN :
1557-170X
Print_ISBN :
978-1-4244-4119-8
Electronic_ISBN :
1557-170X
Type :
conf
DOI :
10.1109/EMBC.2012.6347172
Filename :
6347172
Link To Document :
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