Automatic P-wave analysis of patients prone to atrial fibrillation

被引:62
作者
Clavier, L
Boucher, JM [1 ]
Lepage, R
Blanc, JJ
Cornily, JC
机构
[1] Ecole Nouvelle Ingn & Commun, Villeneuve Dascq, France
[2] Ecole Natl Super Telecommun Bretagne, Brest, France
[3] CHU Cavale Blanche, Brest, France
关键词
atrial fibrillation; ECG segmentation; P-wave; hidden Markov model; wavelets; ECG database;
D O I
10.1007/BF02347697
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
A method is presented for automatic analysis of the P-wave, based on lead II of a 12-lead standard ECG, in resting conditions during a routine examination for the detection of patients prone to atrial fibrillation (AF), one of the most prevalent arrhythmias. First, the P-wave was delineated, and this was achieved in two steps: the detection of the QRS complexes for ECG segmentation, using a wavelet analysis method, and a hidden Markov model to represent one beat of the signal for P-wave isolation. Then, a set of parameters to detect patients prone to AF was calculated from the P-wave. The detection efficiency was validated on an ECG database of 145 patients, including a control group of 63 people and a study group of 82 patients with documented AF. A discriminant analysis was applied, and the results obtained showed a specificity and a sensitivity between 65% and 70%.
引用
收藏
页码:63 / 71
页数:9
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