Title :
Organization tracking of long-term atrial fibrillation recordings: Differences between paroxysmal and persistent episodes
Author :
Alcaraz, R. ; Sandberg, F. ; Sörnmo, L. ; Rieta, J.J.
Author_Institution :
Innovation in Bioeng. Res. Group, Univ. of Castilla-La Mancha, Cuenca, Spain
Abstract :
In this work, a method for non-invasive assessment of AF organization has been applied to discriminating between paroxysmal and long-term persistent AF episodes. Following extraction of the atrial activity (AA) signal, the dominant atrial frequency (DAF) of the AA was computed based on a hidden Markov model. Finally, the main atrial wave (MAW) was obtained by bandpass filtering centered on the DAF, thus providing a time series suitable for AF organization estimation with sample entropy (SampEn). The performance of the method was evaluated on 24-h Holter recordings with long-term changes in AF organization. The results showed that episodes of paroxysmal AF (0.0693 ± 0.0147) were consistently associated with lower SampEn than episodes with persistent AF (0.1056 ± 0.0146). Moreover, 94.2% of 1-min segments with paroxysmal AF and 88.6% of 1-min segments with persistent AF could be correctly classified based on SampEn information, thus making it possible to classify longterm recordings of patients without AF history.
Keywords :
diseases; electrocardiography; filtering theory; hidden Markov models; medical signal processing; Holter recordings; atrial activity signal; bandpass filtering; dominant atrial frequency; hidden Markov model; long-term atrial fibrillation recordings; main atrial wave; noninvasive assessment; organization tracking; paroxysmal episodes; persistent episodes; sample entropy; time 1 min; time 24 h; time series; Atrial fibrillation; Biomedical engineering; Cardiology; Cutoff frequency; Electrocardiography; Entropy; Filtering; History; IIR filters; Low pass filters;
Conference_Titel :
Computers in Cardiology, 2009
Conference_Location :
Park City, UT
Print_ISBN :
978-1-4244-7281-9
Electronic_ISBN :
0276-6547