Wavelet Transform Based Detection of the First-Degree Atrioventricular Block

被引:0
|
作者
Smisek, Radovan [1 ,2 ]
Viscor, Ivo [1 ]
Ivora, Adam [1 ]
Bulkova, Veronika [3 ]
Marsanova, Lucie [2 ]
Nejedly, Petr [1 ]
Koscova, Zuzana [1 ]
Halamek, Josef [1 ]
Jurak, Pavel [1 ]
Plesinger, Filip [1 ]
机构
[1] CAS, Vvi, Inst Sci Instruments, Brno, Czech Republic
[2] Brno Univ Technol, Fac Elect Engn & Commun, Dept Biomed Engn, Tech 3082-12, Brno 61600, Czech Republic
[3] Med Data Transfer Sro, Brno, Czech Republic
关键词
D O I
10.22489/CinC.2021.168
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Introduction: First-degree atrioventricular block (AVB I) is a pathology defined on ECG by a PR interval greater than 200 msec. This paper aims to automatically detect AVB I by measuring the length of the PR interval. Method: Our method consists of the following steps: a) Records with atrial fibrillation or atrial flutter were excluded. b) QRS complexes were detected. c) QRS onset and T offset was detected for each ECG cycle. The median distance between QRS onset and the end of the previous T-wave is calculated (marked as X). d) QRSs were aligned and clustered according to morphological similarity. QRSs of the most frequent morphology were averaged. e) QRS onset and offset were detected for the averaged QRS. The signal between QRS onset and offset was replaced by a line intersected by the QRS onset and offset points. This signal was transformed by a wavelet transform. f) The P wave was detected in the transformed signal. The P onset was detected in the section from QRS onset minus X to the P wave position. g) AVB I was detected when the PR interval was longer than 200 msec. Results: The algorithm was set up and validated on private data and tested on publicly available databases. The algorithm achieves sensitivity 0.81, 0.81, 0.82, 0.84 and specificity 0.91, 0.90, 0.86, 0.93 for CPSC, CPSC-Extra, PTB-XL and Georgia database, respectively.
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页数:4
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