A new mathematical based QRS detector using continuous wavelet transform

被引:93
作者
Ghaffarl, A. [2 ]
Golbayani, H. [1 ]
Ghasemi, M. [2 ]
机构
[1] Univ Connecticut, Dept Engn Mech, Storrs, CT 06269 USA
[2] KN Toosi Univ Technol, Dept Mech Engn, CVRG, Tehran, Iran
关键词
QRS complex detection; ECG mathematical model; CWT; Haar mother wavelet; resealed wavelet map; dominant scale;
D O I
10.1016/j.compeleceng.2007.10.005
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, a new viewpoint in ECG detection is presented using continuous wavelet transform (CWT). In order to magnify QRS complex and reduce the effects of other peaks, the concept of dominant resealed wavelet coefficients (DRWC) is defined. Using this concept, the relations between the time duration of components of a QRS complex and their wavelet transforms are derived analytically. The proposed relations are used to define local search interval at the vicinity of each QRS complex components. Using DRWC concept, the proposed detection algorithm enables us to detect the R peaks even at the presence of long P and T peaks. Then, each detected complex is classified based on its morphology. The classification is carried out regarding possible QRS patterns and their wavelet transform. We evaluate the algorithm on the MIT-BIH Arrhythmia database. The QRS detector has an average sensitivity of Se = 99.91% and a positive predictivity P+ = 99.72% over the first lead of the database. (C) 2007 Elsevier Ltd. All rights reserved.
引用
收藏
页码:81 / 91
页数:11
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