• DocumentCode
    2495573
  • Title

    Symbolic coupling traces for causality analysis of cardiovascular control

  • Author

    Wessel, N. ; Suhrbier, A. ; Riedl, M. ; Marwan, N. ; Malberg, H. ; Bretthauer, G. ; Penzel, T. ; Kurths, J.

  • Author_Institution
    Dept. of Phys., Humboldt-Univ. zu Berlin, Berlin, Germany
  • fYear
    2011
  • fDate
    Aug. 30 2011-Sept. 3 2011
  • Firstpage
    5935
  • Lastpage
    5938
  • Abstract
    Directional coupling analysis of time series is an important subject of current research. In this paper, a method based on symbolic dynamics for the detection of time-delayed coupling in biosignals is presented. The symbolic coupling traces, defined as the symmetric and diametric traces of the bivariate word distribution, allow for a more reliable quantification of coupling and are compared with established methods like mutual information and cross recurrence analysis. The symbolic coupling traces method is applied to appropriate model systems and cardiological data which demonstrate its advantages especially for nonstationary and noisy data. Moreover, the method of symbolic coupling traces is used to analyze and quantify time-delayed coupling of cardiovascular measurements during different sleep stages. Significant different regulatory mechanisms are detected not only between the deep sleep and the other sleep stages but also between healthy subjects and patients. The proposed method may help to indicate pathological changes in cardiovascular regulation and also effects of continuous positive airway pressure therapy on the cardiovascular system.
  • Keywords
    cardiovascular system; causality; diseases; medical control systems; medical signal processing; sleep; time series; cardiovascular control; cardiovascular measurements; causality analysis; cross recurrence analysis; mutual information; pathological changes; positive airway pressure therapy; symbolic coupling; symbolic coupling traces; time series; time-delayed coupling; Blood pressure; Correlation; Couplings; Heart rate; Mutual information; Noise; Time series analysis; Baroreflex; Biological Clocks; Blood Pressure; Computer Simulation; Heart Rate; Humans; Models, Cardiovascular; Models, Statistical; Symbolism;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE
  • Conference_Location
    Boston, MA
  • ISSN
    1557-170X
  • Print_ISBN
    978-1-4244-4121-1
  • Electronic_ISBN
    1557-170X
  • Type

    conf

  • DOI
    10.1109/IEMBS.2011.6091468
  • Filename
    6091468