Title :
Study of the correlation dimension of ECG signals based on MIT-BIH Arrhythmia Data Base ECGs
Author :
Casaleggio, A. ; Morando, M. ; Pestelli, S. ; Ridella, S.
Author_Institution :
Nat. Res. Council, Genoa Univ., Italy
Abstract :
The correlation dimensions of random noise and electrocardiograms of both normal and sick subjects have been analyzed and compared. The noisy signal has been obtained by using the random function of a DEC VAX computer; ECG data have been obtained from the MIT-BIH Arrhythmia Data Base. It was expected that a lower dimensionality of the ECG signal would be obtained with respect to the noisy one. This hypothesis has been confirmed by the analysis. An attempt was made to evaluate differences in the dimensionality of sick and normal subjects. The complexity and time-consuming aspects of the computations made it possible to examine only four patients. Up to now, there has not been enough evidence of significant differences between sick and normal subjects, and thus it is necessary to increase the number of analyzed cases. In order to obtain a good saturation of the correlation dimension, the embedding space has been spanned from 2 to 50
Keywords :
computerised signal processing; electrocardiography; medical diagnostic computing; waveform analysis; DEC VAX computer; ECG signal correlation dimension; MIT-BIH Arrhythmia Data Base ECGs; embedding space; noisy signal; normal subjects; random function; random noise; sick subjects; Chaos; Councils; Delay effects; Displays; Electrocardiography; Extraterrestrial measurements; Fractals; Phase measurement; Signal analysis; Time measurement;
Conference_Titel :
Computers in Cardiology 1989, Proceedings.
Conference_Location :
Jerusalem
Print_ISBN :
0-8186-2114-1
DOI :
10.1109/CIC.1989.130578