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A Review on the Nonlinear Dynamical System Analysis of Electrocardiogram Signal

Electrocardiogram (ECG) signal analysis has received special attention of the researchers in the recent past because of its ability to divulge crucial information about the electrophysiology of the heart and the autonomic nervous system activity in a noninvasive manner. Analysis of the ECG signals h...

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Autores principales: Nayak, Suraj K., Bit, Arindam, Dey, Anilesh, Mohapatra, Biswajit, Pal, Kunal
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5954865/
https://www.ncbi.nlm.nih.gov/pubmed/29854361
http://dx.doi.org/10.1155/2018/6920420
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author Nayak, Suraj K.
Bit, Arindam
Dey, Anilesh
Mohapatra, Biswajit
Pal, Kunal
author_facet Nayak, Suraj K.
Bit, Arindam
Dey, Anilesh
Mohapatra, Biswajit
Pal, Kunal
author_sort Nayak, Suraj K.
collection PubMed
description Electrocardiogram (ECG) signal analysis has received special attention of the researchers in the recent past because of its ability to divulge crucial information about the electrophysiology of the heart and the autonomic nervous system activity in a noninvasive manner. Analysis of the ECG signals has been explored using both linear and nonlinear methods. However, the nonlinear methods of ECG signal analysis are gaining popularity because of their robustness in feature extraction and classification. The current study presents a review of the nonlinear signal analysis methods, namely, reconstructed phase space analysis, Lyapunov exponents, correlation dimension, detrended fluctuation analysis (DFA), recurrence plot, Poincaré plot, approximate entropy, and sample entropy along with their recent applications in the ECG signal analysis.
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spelling pubmed-59548652018-05-31 A Review on the Nonlinear Dynamical System Analysis of Electrocardiogram Signal Nayak, Suraj K. Bit, Arindam Dey, Anilesh Mohapatra, Biswajit Pal, Kunal J Healthc Eng Review Article Electrocardiogram (ECG) signal analysis has received special attention of the researchers in the recent past because of its ability to divulge crucial information about the electrophysiology of the heart and the autonomic nervous system activity in a noninvasive manner. Analysis of the ECG signals has been explored using both linear and nonlinear methods. However, the nonlinear methods of ECG signal analysis are gaining popularity because of their robustness in feature extraction and classification. The current study presents a review of the nonlinear signal analysis methods, namely, reconstructed phase space analysis, Lyapunov exponents, correlation dimension, detrended fluctuation analysis (DFA), recurrence plot, Poincaré plot, approximate entropy, and sample entropy along with their recent applications in the ECG signal analysis. Hindawi 2018-05-02 /pmc/articles/PMC5954865/ /pubmed/29854361 http://dx.doi.org/10.1155/2018/6920420 Text en Copyright © 2018 Suraj K. Nayak et al. http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Review Article
Nayak, Suraj K.
Bit, Arindam
Dey, Anilesh
Mohapatra, Biswajit
Pal, Kunal
A Review on the Nonlinear Dynamical System Analysis of Electrocardiogram Signal
title A Review on the Nonlinear Dynamical System Analysis of Electrocardiogram Signal
title_full A Review on the Nonlinear Dynamical System Analysis of Electrocardiogram Signal
title_fullStr A Review on the Nonlinear Dynamical System Analysis of Electrocardiogram Signal
title_full_unstemmed A Review on the Nonlinear Dynamical System Analysis of Electrocardiogram Signal
title_short A Review on the Nonlinear Dynamical System Analysis of Electrocardiogram Signal
title_sort review on the nonlinear dynamical system analysis of electrocardiogram signal
topic Review Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5954865/
https://www.ncbi.nlm.nih.gov/pubmed/29854361
http://dx.doi.org/10.1155/2018/6920420
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