Multi-scale Recurrence Quantification Analysis of Heartbeat Interval Series in Healthy vs. Heart Failure Subjects

被引:0
|
作者
Huo, Chengyu [1 ]
Lu, Yi [1 ]
Huang, Xiaolin [2 ]
Liu, Hongxing [2 ]
Ning, Xinbao [2 ]
机构
[1] Changshu Inst Technol, Sch Phys & Elect Engn, Changshu 215500, Peoples R China
[2] Nanjing Univ, Sch Elect Sci & Engn, Inst Biomed Elect Engn, Nanjing 210093, Jiangsu, Peoples R China
关键词
recurrence plot; heart rate variability; multi-scale; recurrence quantification analysis; COMPLEX; DYNAMICS; ENTROPY; PLOTS;
D O I
暂无
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Recurrence plot is a useful analysis method for nonlinear time series, and has been widely used in studies of heart rate variability in recent years. In this paper, recurrence plot and corresponding quantification analysis were utilized to analyze the heart rate variability data from healthy people and congestive heart failure sufferers. It was found that the measures for standard recurrence quantification analysis failed to distinguish between the two groups. Therefore, a multi-scale recurrence quantification analysis method was proposed, which is able to implement the quantitative analysis for recurrence structures of coarse-grained heartbeat interval series on multiple time scales. Experiment results showed that, on certain time scales, the recurrence structures of abnormal heart rate fluctuation from subjects with congestive heart failure could be reflected more clearly by multi-scale RQA parameters.
引用
收藏
页码:347 / 352
页数:6
相关论文
共 21 条
  • [1] A multi-scale feedback ratio analysis of heartbeat interval series in healthy vs. cardiac patients
    Huo, Chengyu
    Huang, Xiaolin
    Ni, Huangjing
    Liu, Hongxing
    Bian, Chunhua
    Ning, Xinbao
    MEDICAL ENGINEERING & PHYSICS, 2014, 36 (12) : 1693 - 1698
  • [2] Multi-scale order recurrence quantification analysis of EEG signals evoked by manual acupuncture in healthy subjects
    Guosheng Yi
    Jiang Wang
    Hongrui Bian
    Chunxiao Han
    Bin Deng
    Xile Wei
    Huiyan Li
    Cognitive Neurodynamics, 2013, 7 : 79 - 88
  • [3] Multi-scale order recurrence quantification analysis of EEG signals evoked by manual acupuncture in healthy subjects
    Yi, Guosheng
    Wang, Jiang
    Bian, Hongrui
    Han, Chunxiao
    Deng, Bin
    Wei, Xile
    Li, Huiyan
    COGNITIVE NEURODYNAMICS, 2013, 7 (01) : 79 - 88
  • [4] Quadrantal multi-scale distribution entropy analysis of heartbeat interval series based on a modified Poincare plot
    Huo, Chengyu
    Huang, Xiaolin
    Zhuang, Jianjun
    Hou, Fengzhen
    Ni, Huangjing
    Ning, Xinbao
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2013, 392 (17) : 3601 - 3609
  • [5] Studying the dynamics of interbeat interval time series of healthy and congestive heart failure subjects using scale based symbolic entropy analysis
    Awan, Imtiaz
    Aziz, Wajid
    Shah, Imran Hussain
    Habib, Nazneen
    Alowibdi, Jalal S.
    Saeed, Sharjil
    Nadeem, Malik Sajjad Ahmed
    Shah, Syed Ahsin Ali
    PLOS ONE, 2018, 13 (05):
  • [6] Visibility Graph Analysis of Heartbeat Time Series: Comparison of Young vs. Old, Healthy vs. Diseased, Rest vs. Exercise, and Sedentary vs. Active
    Munoz-Diosdado, Alejandro
    Solis-Montufar, Eric E.
    Zamora-Justo, Jose A.
    ENTROPY, 2023, 25 (04)
  • [7] Multi-scale recurrence quantification analysis of the dynamic characteristics of two phase flow pattern
    Dong, Fang
    Jin, Ning-De
    Zong, Yan-Bo
    Wang, Zhen-Ya
    Wuli Xuebao/Acta Physica Sinica, 2008, 57 (10): : 6145 - 6154
  • [8] Multi-scale recurrence quantification analysis of the dynamic characteristics of two phase flow pattern
    Dong Fang
    Jin Ning-De
    Zong Yan-Bo
    Wang Zhen-Ya
    ACTA PHYSICA SINICA, 2008, 57 (10) : 6145 - 6154
  • [9] Recurrence quantification analysis describes the complex and deterministic behavior of heart rate variability in healthy subjects
    Mammoliti, R
    Landini, L
    Pola, S
    Raciti, M
    Santarcangelo, E
    Emdin, M
    COMPUTERS IN CARDIOLOGY 1998, VOL 25, 1998, 25 : 145 - 148
  • [10] The order recurrence quantification analysis of the characteristics of two-phase flow pattern based on multi-scale decomposition
    Fan, Chunling
    Li, Haojie
    Ren, Xia
    TRANSACTIONS OF THE INSTITUTE OF MEASUREMENT AND CONTROL, 2015, 37 (06) : 793 - 804