Nonlinear Dynamics Methods for Tachogram Series Analysis Based on Detrended Fluctuation Analysis and Higuchi's Fractal Dimension

被引:0
|
作者
Gutierrez Calleja, Ramon Alejandro [1 ]
Zamora Justo, Jose Alberto [1 ]
Munoz Diosdado, Alejandro [1 ]
机构
[1] UPIBI Inst Politecn Nacl, Dept Ciencias Basicas, Mexico City, DF, Mexico
关键词
TIME-SERIES; PHYSIOLOGICAL SIGNALS;
D O I
10.1063/1.4954139
中图分类号
Q6 [生物物理学];
学科分类号
071011 ;
摘要
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 (Delta alpha), 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.
引用
收藏
页数:6
相关论文
共 50 条
  • [1] Power Spectral Density, Higuchi's Fractal Dimension and Detrended Fluctuation Analysis of sEMG at Varying Weights
    Das, Sanjoy Kumar
    Das, Nilotpal
    Chakraborty, Monisha
    2023 INTERNATIONAL CONFERENCE ON COMPUTER, ELECTRICAL & COMMUNICATION ENGINEERING, ICCECE, 2023,
  • [2] Generalization of Higuchi's fractal dimension for multifractal analysis of time series with limited length
    Carrizales-Velazquez, Carlos
    Donner, Reik V.
    Guzman-Vargas, Lev
    NONLINEAR DYNAMICS, 2022, 108 (01) : 417 - 431
  • [3] Generalization of Higuchi’s fractal dimension for multifractal analysis of time series with limited length
    Carlos Carrizales-Velazquez
    Reik V. Donner
    Lev Guzmán-Vargas
    Nonlinear Dynamics, 2022, 108 : 417 - 431
  • [4] Quantifying fractal dynamics of groundwater systems with detrended fluctuation analysis
    Li, Zhongwei
    Zhang, You-Kuan
    JOURNAL OF HYDROLOGY, 2007, 336 (1-2) : 139 - 146
  • [5] Applications of Higuchi's fractal dimension in the Analysis of Biological Signals
    Spasic, Sladana
    Savic, Aleksandar
    Nikolic, Ljiljana
    Budimir, Snezana
    Janosevic, Dusica
    Mitrovic, Aleksandra
    2012 20TH TELECOMMUNICATIONS FORUM (TELFOR), 2012, : 639 - 641
  • [6] Nonlinear dynamic analysis of defective rolling element bearing using Higuchi's fractal dimension
    Sharma, Aditya
    Amarnath, M.
    Kankar, Pavan Kumar
    SADHANA-ACADEMY PROCEEDINGS IN ENGINEERING SCIENCES, 2019, 44 (04):
  • [7] Nonlinear dynamic analysis of defective rolling element bearing using Higuchi’s fractal dimension
    Aditya Sharma
    M Amarnath
    Pavan Kumar Kankar
    Sādhanā, 2019, 44
  • [8] Analysis of Contours of Tumor Masses in Mammograms by Higuchi's Fractal Dimension
    Stepien, Robert
    Stepien, Pawel
    BIOCYBERNETICS AND BIOMEDICAL ENGINEERING, 2010, 30 (04) : 49 - 56
  • [9] MULTISCALE HIGUCHI FRACTAL DIMENSION ANALYSIS OF THE STANDARD AND POOR'S INDEX
    Rodriguez, E.
    Castro, L.
    Alvarez-ramirez, J.
    FRACTALS-COMPLEX GEOMETRY PATTERNS AND SCALING IN NATURE AND SOCIETY, 2025,
  • [10] Analysis of RR intervals time series of congestive heart failure patients with Higuchi's fractal dimension
    Munoz Diosdado, A.
    Galvez Coyt, G.
    Perez Uribe, B. M.
    Arellanes Gonzalez, J.
    2009 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-20, 2009, : 3453 - 3456