DocumentCode :
3174875
Title :
Study of the Lyapunov exponents of ECG signals from MIT-BIH database
Author :
Casaleggio, A. ; Braiotta, S. ; Corana, A.
Author_Institution :
Istituto per i Circuiti Elettronici, CNR, Genova, Italy
fYear :
1995
fDate :
10-13 Sept. 1995
Firstpage :
697
Lastpage :
700
Abstract :
A preliminary analysis of the Lyapunov spectrum determination from a time-series with the Jacobian-based approach is presented. The method has been tested on the Lorenz attractor obtaining a good Lyapunov exponents estimate, then it has been applied to the study of ECG signals coming from the MIT-BIH Arrhythmia Database. We obtained almost always a positive first exponent confirming the chaotic nature of the electrical heart activity measured from surface EGG. However, the Lyapunov spectrum estimate is often influenced by the choice of some working parameters. The main purpose of this work is to gain insights on the influence of such working parameters on results.
Keywords :
Jacobian matrices; Lyapunov matrix equations; chaos; electrocardiography; iterative methods; medical information systems; medical signal processing; signal sampling; time series; Arrhythmia Database; ECG signals; Jacobian-based approach; Lorenz attractor; Lyapunov exponents; Lyapunov spectrum; MIT-BIH database; chaotic nature; electrical heart activity; surface EGG; time-series; working parameters; Biomedical measurements; Chaos; Databases; Electrocardiography; Extraterrestrial measurements; Heart; Jacobian matrices; Phase measurement; Signal analysis; Time measurement;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computers in Cardiology 1995
Conference_Location :
Vienna, Austria
Print_ISBN :
0-7803-3053-6
Type :
conf
DOI :
10.1109/CIC.1995.482760
Filename :
482760
Link To Document :
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