Title :
Finite rate of innovation based modeling and compression of ECG signals
Author :
Baechler, G. ; Freris, N. ; Quick, R.F. ; Crochiere, R.E.
Author_Institution :
Sch. of Comput. & Commun. Sci., EPFL, Lausanne, Switzerland
Abstract :
Mobile health is gaining increasing importance for society and the quest for new power efficient devices sampling biosignals is becoming critical. We discuss a new scheme called Variable Pulse Width Finite Rate of Innovation (VPW-FRI) to model and compress ECG signals. This technique generalizes classical FRI estimation to enable the use of a sum of asymmetric Cauchy-based pulses for modeling electrocardiogram (ECG) signals. We experimentally show that VPW-FRI indeed models ECG signals with increased accuracy compared to current standards. In addition, we study the compression efficiency of the method: compared with various widely used compression schemes, we showcase improvements in terms of compression efficiency as well as sampling rate.
Keywords :
data compression; electrocardiography; medical signal processing; ECG signals; VPW-FRI; asymmetric Cauchy-based pulses; biosignal sampling; compression efficiency; electrocardiogram; mobile health; sampling rate; signal compression; variable pulse width finite rate of innovation; Accuracy; Databases; Electrocardiography; Heart beat; Noise; Technological innovation; ECG compression; ECG modeling; Finite Rate of Innovation; Variable Pulse Width;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on
Conference_Location :
Vancouver, BC
DOI :
10.1109/ICASSP.2013.6637851