Event recognition, separation and classification from ECG recordings

被引:10
作者
Szilágyi, SM [1 ]
机构
[1] Tech Univ Budapest, Dept Control Engn & Informat Technol, H-1111 Budapest, Hungary
来源
PROCEEDINGS OF THE 20TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOL 20, PTS 1-6: BIOMEDICAL ENGINEERING TOWARDS THE YEAR 2000 AND BEYOND | 1998年 / 20卷
关键词
ECG beat classification; wavelet transform; long-term prediction; on-line processing;
D O I
10.1109/IEMBS.1998.745883
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
This paper presents a new event classification method. First a pre-filtering is carried out, followed by a (ECG) beat detector and classifier. When it is possible, the characteristic points (P,Q,R,S,J,T,U) are recognized and classified. After that an event recognition method is performed, which can extract the most important information helping doctors to build up a quick and reliable diagnosis. Tested with MIT/BIH database, we observed (ECG) beat detection rate above 99,85%, but the beat classification algorithm needs more development for both methods (parametrical and transformation). To evaluate the performance of the characteristic points detection algorithm, we used our evaluated samples (16-bit resolution and 500Hz sampling rate). The main result of this work is, that although in many cases the ECG signal contains in itself enough information to build up a diagnosis and the program can determine many useful information for the doctor, the developed algorithm is not able to realize by itself a safe diagnosis.
引用
收藏
页码:236 / 239
页数:4
相关论文
共 8 条
[1]  
BENYO Z, 1997, P 15 WORLD C IMACS S, V3, P663
[2]   DETECTION OF ECG CHARACTERISTIC POINTS USING WAVELET TRANSFORMS [J].
LI, CW ;
ZHENG, CX ;
TAI, CF .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1995, 42 (01) :21-28
[3]   SINGULARITY DETECTION AND PROCESSING WITH WAVELETS [J].
MALLAT, S ;
HWANG, WL .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1992, 38 (02) :617-643
[4]   Using wavelet transforms for ECG characterization - An on-line digital signal processing system [J].
Sahambi, JS ;
Tandon, SN ;
Bhatt, RKP .
IEEE ENGINEERING IN MEDICINE AND BIOLOGY MAGAZINE, 1997, 16 (01) :77-83
[5]  
SZILAGYI L, 1997, 2 SCI C YOUNG ENG CL, P147
[6]  
Szilágyi SM, 1997, P ANN INT IEEE EMBS, V19, P101, DOI 10.1109/IEMBS.1997.754475
[7]  
SZILAGYI SM, 1997, P IEEE EMBS REG 8 IN, P73
[8]   NEURAL-NETWORK-BASED ADAPTIVE MATCHED FILTERING FOR QRS DETECTION [J].
XUE, QZ ;
HU, YH ;
TOMPKINS, WJ .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1992, 39 (04) :317-329