DocumentCode :
409574
Title :
Linear and/or nonlinear behavior of heart rate? A comparative study using Lyapunov exponents, fractal dimension, conditional entropy and spectral analysis
Author :
Ripoli, A. ; Zyw, L. ; Passino, C. ; Emdin, M.
Author_Institution :
CNR Inst. of Clinical Physiol., Pisa, Italy
fYear :
2003
fDate :
21-24 Sept. 2003
Firstpage :
701
Lastpage :
704
Abstract :
To investigate linear and nonlinear components of heart rate variability over the 24-hour period in healthy subjects, we analyzed RR interval series, derived from 70 recordings in free-living conditions (37 ± 4 years, 34 males) by different nonlinear approaches (largest Lyapunov exponent (LLE) computation, quantifying exponential divergence of trajectories in the phase space; corrected conditional entropy (CCE) estimating the amount of information in the signal, and pattern fractal analysis (PFD), able to quantify the complexity of the time series), and by autoregressive spectral analysis, too. The LLE, PFD, and CCE showed a strong correlation, whereas nonlinear parameters were significantly related even with total power, VLF, LF, and HF power of the spectra. Thus, common physiological phenomena seem to modulate both linear and nonlinear behavior of heart rate in healthy human beings.
Keywords :
autoregressive processes; electrocardiography; entropy; fractals; medical signal processing; spectral analysis; time series; 24 hour; 33 to 41 year; RR interval series; autoregressive spectral analysis; corrected conditional entropy; exponential divergence; fractal dimension; heart rate variability; largest Lyapunov exponent; linear behavior; nonlinear behavior; pattern fractal analysis; phase space; physiological phenomena; time series; Entropy; Fractals; Heart rate; Heart rate variability; Information analysis; Pattern analysis; Phase frequency detector; Signal analysis; Spectral analysis; Time series analysis;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computers in Cardiology, 2003
ISSN :
0276-6547
Print_ISBN :
0-7803-8170-X
Type :
conf
DOI :
10.1109/CIC.2003.1291252
Filename :
1291252
Link To Document :
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