Literature DB >> 12779752

On the evidence of deterministic chaos in ECG: Surrogate and predictability analysis.

R. B. Govindan1, K. Narayanan, M. S. Gopinathan.   

Abstract

The question whether the human cardiac system is chaotic or not has been an open one. Recent results in chaos theory have shown that the usual methods, such as saturation of correlation dimension D(2) or the existence of positive Lyapunov exponent, alone do not provide sufficient evidence to confirm the presence of deterministic chaos in an experimental system. The results of surrogate data analysis together with the short-term prediction analysis can be used to check whether a given time series is consistent with the hypothesis of deterministic chaos. In this work nonlinear dynamical tools such as surrogate data analysis, short-term prediction, saturation of D(2) and positive Lyapunov exponent have been applied to measured ECG data for several normal and pathological cases. The pathology presently studied are PVC (Premature Ventricular Contraction), VTA (Ventricular Tachy Arrhythmia), AV (Atrio-Ventricular) block and VF (Ventricular Fibrillation). While these results do not prove that ECG time series is definitely chaotic, they are found to be consistent with the hypothesis of chaotic dynamics. (c) 1998 American Institute of Physics.

Entities:  

Year:  1998        PMID: 12779752     DOI: 10.1063/1.166330

Source DB:  PubMed          Journal:  Chaos        ISSN: 1054-1500            Impact factor:   3.642


  4 in total

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Authors:  D J Christini; K M Stein; S M Markowitz; S Mittal; D J Slotwiner; M A Scheiner; S Iwai; B B Lerman
Journal:  Proc Natl Acad Sci U S A       Date:  2001-04-24       Impact factor: 11.205

2.  Phase plane based identification of fetal heart rate patterns.

Authors:  Rathinaswamy B Govindan; Srinivasan Vairavan; Bhargavi Sriram; James D Wilson; Hubert Preissl; Hari Eswaran
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2011

3.  Deciphering Dynamical Nonlinearities in Short Time Series Using Recurrent Neural Networks.

Authors:  Radhakrishnan Nagarajan
Journal:  Sci Rep       Date:  2019-10-02       Impact factor: 4.379

4.  Deterministic chaos and fractal complexity in the dynamics of cardiovascular behavior: perspectives on a new frontier.

Authors:  Vijay Sharma
Journal:  Open Cardiovasc Med J       Date:  2009-09-10
  4 in total

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