Nonlinear dynamics methods for tachogram series analysis based on detrended fluctuation analysis and Higuchi's fractal dimension

Ramón Alejandro Gutiérrez Calleja, José Alberto Zamora Justo, Alejandro Muñoz Diosdado

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Nonlinear dynamics is useful for determining correlations in non-stationary of highly heterogeneous time series. In this work two computational methods derived from nonlinear dynamics were used to analyze tachograms of healthy subjects and patients with Congestive Heart Failure (CHF); such methods were the Detrended Fluctuation Analysis (DFA) and the Higuchi's Fractal Dimension (HFD). First, both methods were applied separately. In DFA, marked differences could be observed in the obtained graphs and results from healthy subjects and CHF patients, a main difference was between the number of crossovers that led to a cumulative change in slopes (Δα), it was higher in the second ones which is explained by the increased presence of crossovers; in HFD case such differences were not very evident. With the obtained results from HFD new series were generated of the differences between each point and its corresponding point of the linear fit, then by plotting these series low-frequency oscillations were present, to characterize these oscillations DFA and HFD methods were used together. The obtained results let us infer that the use of these methods can help us to get more information from physiological signals (ECG for this work) and have a wider overview of a patient's health state.

Original languageEnglish
Title of host publicationMedical Physics
Subtitle of host publication14th Mexican Symposium on Medical Physics
EditorsMiguel Angel Avila-Rodriguez, Guerda Massillon-JL, Ivan Miguel Rosado-Mendez, Danna Oassis Lopez-Perez, Ruben Fossion
PublisherAmerican Institute of Physics Inc.
ISBN (Electronic)9780735414044
DOIs
StatePublished - 17 Jun 2016
Event14th Mexican Symposium on Medical Physics - Mexico City, Mexico
Duration: 18 Mar 201621 Mar 2016

Publication series

NameAIP Conference Proceedings
Volume1747
ISSN (Print)0094-243X
ISSN (Electronic)1551-7616

Conference

Conference14th Mexican Symposium on Medical Physics
Country/TerritoryMexico
CityMexico City
Period18/03/1621/03/16

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