Title :
Adaptive frequency tracking on the ECG used to predict the success of electrical cardioversion of atrial fibrillation
Author :
Prudat, Y. ; De Morsier, F. ; Lemay, M. ; Vesin, J.M.
Author_Institution :
Inst. of Electr. Eng., Ecole Polytech. Fed. de Lausanne, Lausanne
Abstract :
One of the rhythm control strategies in atrial fibrillation management consists in the application of a brief single electrical shock to the atria. This electrical cardioversion does not always succeed, and the long-term success of this therapy is not sufficiently predictable on the basis of clinical and echocardiographic parameters. In noninvasive atrial fibrillation studies, the frequencies observed in the atrial ECG signals are considered as an indicator of the underlying dynamics. In this study, we examine the use of frequency tracking techniques in predicting the success of electrical cardioversion. A clinical database of 18 patients in sustained AF prior to an electrical cardioversion attempt was employed. The signal processing steps performed on 5-minute standard 12-lead ECG signals were: baseline correction, ventricular activity cancellation followed by an adaptive frequency tracking algorithm. Fisherpsilas linear discriminant function yielded up to 94% correct classifications (p=10-3).
Keywords :
adaptive signal processing; blood vessels; cardiovascular system; electrocardiography; medical signal processing; patient treatment; signal classification; tracking; 12-lead atrial ECG signals; Fisher linear discriminant function; adaptive frequency tracking techniques; baseline correction; clinical parameters; echocardiographic parameters; electrical cardioversion; electrical shock; noninvasive atrial fibrillation management; rhythm control strategies; signal classification; signal processing; ventricular activity cancellation; Adaptive signal processing; Atrial fibrillation; Cardiology; Databases; Electric shock; Electrocardiography; Frequency; Medical treatment; Rhythm; Signal processing algorithms;
Conference_Titel :
Computers in Cardiology, 2008
Conference_Location :
Bologna
Print_ISBN :
978-1-4244-3706-1
DOI :
10.1109/CIC.2008.4749169