ECG data compression using cut and align beats approach and 2-D transforms

被引:96
作者
Lee, H
Buckley, KM [1 ]
机构
[1] Villanova Univ, Dept Elect & Comp Engn, Villanova, PA 19085 USA
[2] Univ Minnesota, Dept Elect Engn, Minneapolis, MN 55455 USA
关键词
beat-to-beat correlation; coding gain; cut and align; data compression; electrocardiogram (ECG; transform coding; two-dimensional discrete cosine transform (2-D DCT;
D O I
10.1109/10.759056
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
A new electrocardiogram (ECG) data compression method is presented which employs a two dimensional (2-D) transform, This 2-D transform method utilizes the fact that ECG signals generally show two types of redundancies-between adjacent heartbeats and between adjacent samples, A heartbeat data sequence is cut and beat-aligned to form a 2-D data array. Any 2-D compression method can then be applied. Transform coding using the 2-D discrete cosine transform (DCT) [2-D DCT] is employed here as an example, Using selections from the MIT-BIH arrhythmia and Medtronic databases, results are presented that illustrate substantial improvement in compression ratio over one-dimensional methods for comparable percent root-mean-square difference (PRD).
引用
收藏
页码:556 / 564
页数:9
相关论文
共 25 条
[1]  
Akansu A.N., 1992, Multiresolution Signal Decomposition: Transforms, Subbands, and Wavelets
[2]   A novel family of compression algorithms for ECG and other semiperiodical, one-dimensional, biomedical signals [J].
Barlas, GD ;
Skordalakis, ES .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1996, 43 (08) :820-828
[3]   Wavelet packet-based compression of single lead ECG [J].
Bradie, B .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1996, 43 (05) :493-501
[4]  
CAMPBELL RWF, 1985, DYNAMIC ELECTROCARDI
[5]   AZTEC A PREPROCESSING PROGRAM FOR REAL-TIME ECG RHYTHM ANALYSIS [J].
COX, JR ;
NOLLE, FM ;
FOZZARD, HA ;
OLIVER, GC .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1968, BM15 (02) :128-&
[6]  
HAGGAN V, 1984, J TIME SER ANAL, V5, P103
[7]   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
[8]   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
[9]  
Jayant N. S., 1984, DIGITAL CODING WAVEF
[10]   FAST WALSH TRANSFORM DATA-COMPRESSION ALGORITHM - ECG APPLICATIONS [J].
KUKLINSKI, WS .
MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 1983, 21 (04) :465-472