ECG beat classification using neuro-fuzzy network

被引：132

作者：

Engin, M ^{[1
]}

机构：

[1] Ege Univ, Fac Engn, Dept Elect & Elect Engn, TR-35100 Izmir, Turkey

来源：

PATTERN RECOGNITION LETTERS | 2004年 / 25卷 / 15期

关键词：

ECG beat classification; MIT/BIH database; neuro-fuzzy networks; higher-order statistics; wavelet transform; AR modelling; pattern recognition;

D O I：

10.1016/j.patrec.2004.06.014

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

In this paper we have studied the application on the fuzzy-hybrid neural network for electrocardiogram (ECG) beat classification. Instead of original ECG beat, we have used; autoregressive model coefficients, higher-order cumulant and wavelet transform variances as features. Tested with MIT/BIH arrhytmia database, we observe significant performance enhancement using proposed method: (C) 2004 Elsevier B.V. All.rights reserved.

引用

页码：1715 / 1722

页数：8

共 14 条

[1] Classifying multichannel ECG patterns with an adaptive neural network
Barro, S
Fernandez-Delgado, M
Vila-Sobrino, JA
Regueiro, CV
Sanchez, E
[J]. IEEE ENGINEERING IN MEDICINE AND BIOLOGY MAGAZINE, 1998, 17 (01): : 45 - 55
[2] MULTIRESOLUTION DECOMPOSITION OF NONSTATIONARY EEG SIGNALS - A PRELIMINARY-STUDY
CLARK, I
BISCAY, R
ECHEVERRIA, M
VIRUES, T
[J]. COMPUTERS IN BIOLOGY AND MEDICINE, 1995, 25 (04) : 373 - 382
[3] Daubechies I, 1998, COMMUNICATIONS PURE, V41, P909
[4] Classifying biosignals with wavelet networks
Dickhaus, H
Heinrich, H
[J]. IEEE ENGINEERING IN MEDICINE AND BIOLOGY MAGAZINE, 1996, 15 (05): : 103 - 111
[5] Haykin S., 1994, Neural networks: a comprehensive foundation
[6] A patient-adaptable ECG beat classifier using a mixture of experts approach
Hu, Yu Hen
Palreddy, Surekha
Tompkins, Willis J.
[J]. 1997, IEEE, Piscataway, NJ, United States (44)
[7] HU YH, 1985, IEEE T BIOMED ENG, V32, P230
[8] Allpass filter design and applications
Lang, M
[J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1998, 46 (09) : 2505 - 2514
[9] Real-time discrimination of ventricular tachyarrhythmia with Fourier-transform neural network
Minami, K
Nakajima, H
Toyoshima, T
[J]. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1999, 46 (02) : 179 - 185
[10] ECG beat recognition using fuzzy hybrid neural network
Osowski, S
Linh, TH
[J]. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2001, 48 (11) : 1265 - 1271

← 1 2 →