Title :
Multi-lead ECG data compression with orthogonal expansions: KLT and wavelet packets
Author :
Olmos, S. ; Laguna, P.
Author_Institution :
Electron. & Commun. Eng. Dept., Zaragoza Univ., Spain
fDate :
6/21/1905 12:00:00 AM
Abstract :
Presents the extension of transform coding compression methods to multilead ECG recordings in order to reduce the inter-lead correlation. Two orthogonal expansions are considered: the Karhunen-Loeve transform and a fast approximation of it based on wavelet packets, also known as best basis algorithm. The multilead compression algorithm with wavelet packets achieves an average compression ratio of 30.5:1 in two-leads records from MIT-BIH Arrythmia database, in contrast to 21.4:1 for the single-lead algorithm with the same distortion. Better results could be obtained in ECG recordings with more than two leads
Keywords :
Karhunen-Loeve transforms; algorithm theory; data compression; electrocardiography; medical signal processing; transform coding; wavelet transforms; Karhunen-Loeve transform; MIT-BIH Arrythmia database; average compression ratio; best basis algorithm; inter-lead correlation; multi-lead ECG data compression; multilead ECG recordings; multilead compression algorithm; orthogonal expansions; single-lead algorithm; transform coding compression methods; two-leads records; wavelet packets; Basis algorithms; Covariance matrix; Data compression; Databases; Electrocardiography; Karhunen-Loeve transforms; Parameter extraction; Signal processing; Wavelet packets; Wavelet transforms;
Conference_Titel :
Computers in Cardiology, 1999
Conference_Location :
Hannover
Print_ISBN :
0-7803-5614-4
DOI :
10.1109/CIC.1999.826027