ANN COMPRESSION OF MORPHOLOGICALLY SIMILAR ECG COMPLEXES

被引:8
作者
HAMILTON, DJ
THOMSON, DC
SANDHAM, WA
机构
[1] Department of Electronic and Electrical Engineering, University of Strathclyde, Glasgow
关键词
COMPRESSION; ELECTROCARDIOGRAM; NEURAL NETS;
D O I
10.1007/BF02523019
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
A compression algorithm for electrocardiogram signals is presented, based on an auto-associative neural network. Issues of weight and activation coding are considered, and compression performances of various network sizes are compared. A unique feature is the performance improvement achieved using DC level removal. A comparison with existing techniques is provided.
引用
收藏
页码:841 / 843
页数:3
相关论文
共 8 条
[1]   A COMPARISON OF THE NOISE SENSITIVITY OF 9 QRS DETECTION ALGORITHMS [J].
FRIESEN, GM ;
JANNETT, TC ;
JADALLAH, MA ;
YATES, SL ;
QUINT, SR ;
NAGLE, HT .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1990, 37 (01) :85-98
[2]   COMPRESSION OF THE AMBULATORY ECG BY AVERAGE BEAT SUBTRACTION AND RESIDUAL DIFFERENCING [J].
HAMILTON, PS ;
TOMPKINS, WJ .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1991, 38 (03) :253-259
[3]  
IWATA A, 1990, IEEE ENG MED BIO SEP, P53
[4]   ECG DATA-COMPRESSION TECHNIQUES - A UNIFIED APPROACH [J].
JALALEDDINE, SMS ;
HUTCHENS, CG ;
STRATTAN, RD ;
COBERLY, WA .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1990, 37 (04) :329-343
[5]  
MOODY GB, 1992, BMEC TR010 MIT DIV H
[6]  
NAGASAKA Y, 1993, IEICE T INF SYST, VE76D, P1434
[7]   ECG COMPRESSION USING LONG-TERM PREDICTION [J].
NAVE, G ;
COHEN, A .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1993, 40 (09) :877-885
[8]  
RUMELHART DE, 1986, PARALLEL DISTRIBUTED, P318