Comparison of five algorithms for the detection of ventricular fibrillation from the surface ECG

被引:43
作者
Jekova, I [1 ]
机构
[1] Bulgarian Acad Sci, Ctr Biomed Engn, BU-1113 Sofia, Bulgaria
关键词
fibrillation detection; algorithm performance; surface electrocardiogram;
D O I
10.1088/0967-3334/21/4/301
中图分类号
Q6 [生物物理学];
学科分类号
071011 ;
摘要
The introduction and widening application of automatic external defibrillators (AEDs) present very strong requirements For external ECG signal analysis. Highly accurate discrimination between shockable and non-shockable rhythms is required, with sensitivity and specificity aimed to approach the maximum values of 100%. We undertook an assessment of the performance of five detection algorithms, selected from among several others for their good published results. Test signals were 71 8 s ECG episodes on sinus rhythm and 90 8 s episodes on ventricular fibrillation, which were taken from the well known EGG-signal databases of the American Heart Association (RHA) and the Massachusetts Institute of Technology-Beth Israel Hospital (MIT-BIH-'cudb' and 'vfdb' files). The purpose of this study is to assess the accuracy of the algorithms with signals other than those used for their development, An expected reduction of the sensitivity and specificity was found. The results could be: used for Further assessment, e.g. of noise and artefact sensitivity, for comparison with newly developed algorithms, etc.
引用
收藏
页码:429 / 439
页数:11
相关论文
共 16 条
[1]   ALGORITHMIC SEQUENTIAL DECISION-MAKING IN THE FREQUENCY-DOMAIN FOR LIFE THREATENING VENTRICULAR ARRHYTHMIAS AND IMITATIVE ARTIFACTS - A DIAGNOSTIC SYSTEM [J].
BARRO, S ;
RUIZ, R ;
CABELLO, D ;
MIRA, J .
JOURNAL OF BIOMEDICAL ENGINEERING, 1989, 11 (04) :320-328
[2]   VENTRICULAR-FIBRILLATION DETECTION BY A REGRESSION TEST ON THE AUTOCORRELATION FUNCTION [J].
CHEN, S ;
THAKOR, NV ;
MOWER, MM .
MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 1987, 25 (03) :241-249
[3]  
Clayton R. H., 1991, Proceedings. Computers in Cardiology (Cat. No.90CH3011-4), P515, DOI 10.1109/CIC.1990.144269
[4]   COMPARISON OF 4 TECHNIQUES FOR RECOGNITION OF VENTRICULAR-FIBRILLATION FROM THE SURFACE ECG [J].
CLAYTON, RH ;
MURRAY, A ;
CAMPBELL, RWF .
MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 1993, 31 (02) :111-117
[5]   Linear and non-linear analysis of the surface electrocardiogram during human ventricular fibrillation shows evidence of order in the underlying mechanism [J].
Clayton, RH ;
Murray, A .
MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 1999, 37 (03) :354-358
[6]  
DENTON TA, 1992, J ELECTROCARDIOL, V24, P84
[7]  
Dotsinsky I., 1996, Journal of Clinical Engineering, V21, P156
[8]  
GUILLEN SG, 1989, J ELECTROCARDIOL, V22, P253
[9]   IS FIBRILLATION CHAOS [J].
KAPLAN, DT ;
COHEN, RJ .
CIRCULATION RESEARCH, 1990, 67 (04) :886-892
[10]  
Kerber RE, 1997, CIRCULATION, V95, P1677