Fast QRS Detection with an Optimized Knowledge-Based Method: Evaluation on 11 Standard ECG Databases

被引:157
作者
Elgendi, Mohamed [1 ]
机构
[1] Univ Alberta, Dept Comp Sci, Edmonton, AB, Canada
关键词
DETECTION ALGORITHM; PHYSIONET;
D O I
10.1371/journal.pone.0073557
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The current state-of-the-art in automatic QRS detection methods show high robustness and almost negligible error rates. In return, the methods are usually based on machine-learning approaches that require sufficient computational resources. However, simple-fast methods can also achieve high detection rates. There is a need to develop numerically efficient algorithms to accommodate the new trend towards battery-driven ECG devices and to analyze long-term recorded signals in a time-efficient manner. A typical QRS detection method has been reduced to a basic approach consisting of two moving averages that are calibrated by a knowledge base using only two parameters. In contrast to high-accuracy methods, the proposed method can be easily implemented in a digital filter design.
引用
收藏
页数:18
相关论文
共 46 条
[1]   Development of QRS detection algorithm designed for wearable cardiorespiratory system [J].
Adnane, Mourad ;
Jiang, Zhongwei ;
Choi, Samjin .
COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2009, 93 (01) :20-31
[2]  
Afonso VX, 1997, P IEEE EMBS, V18, P1037, DOI 10.1109/IEMBS.1996.652698
[3]  
Albrecht P, 1983, THESIS MIT BOSTON
[4]   Automatic detection of ECG ventricular activity waves using continuous spline wavelet transform [J].
Alvarado, C ;
Arregui, JS ;
Ramos, J ;
Pallàs-Areny, R .
2005 2nd International Conference on Electrical & Electronics Engineering (ICEEE), 2005, :189-192
[5]  
Alwan A, 2011, GLOBAL STATUS REPORT ON NONCOMMUNICABLE DISEASES 2010, pVII
[6]  
[Anonymous], 2006, ARTECH HOUSE BOSTON
[7]   Analysis of first-derivative based QRS detection algorithms [J].
Arzeno, Natalia M. ;
Deng, Zhi-De ;
Poon, Chi-Sang .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2008, 55 (02) :478-484
[8]   A new QRS detection algorithm based on the Hilbert transform [J].
Benitez, DS ;
Gaydecki, PA ;
Zaidi, A ;
Fitzpatrick, AP .
COMPUTERS IN CARDIOLOGY 2000, VOL 27, 2000, 27 :379-382
[9]  
Braunwald E., 2004, Braunwald's Heart Disease: A Textbook of Cardiovascular Medicine, V7th
[10]  
Chen HC, 2003, COMPUT CARDIOL, V30, P585