• DocumentCode
    3203112
  • Title

    Nonlinear estimation of coupling and directionality between signals: Application to uterine EMG propagation

  • Author

    Diab, A. ; Hassan, Mehdi ; Boudaoud, S. ; Marque, C. ; Karlsson, Bjorn

  • Author_Institution
    Sch. of Sci. & Eng., Reykjavik Univ., Reykjavik, Iceland
  • fYear
    2013
  • fDate
    3-7 July 2013
  • Firstpage
    4366
  • Lastpage
    4369
  • Abstract
    Understanding the direction and quantity of information flowing in a complex system is a fundamental task in signal processing. Several measures have been proposed to detect the quantity of synchronization and the directionality between time series and in physiological data. In this paper we use two methods that are widely used in synchronization and directionality analysis: Nonlinear correlation coefficient (h2) and the general synchronization (H). The performances of both methods were tested on four dimensional coupled synthetic nonlinear Rössler models. They were then applied to a single real labor contraction uterine EMG burst with the aim of using them to detect synchronization and to plot the map of direction of information flow between the whole signal channels. The results on synthetic signal show a slight superiority of H over h2. The results obtained on a single contraction are encouraging for the future use of these tools for resolving the open question of the directionality of uterine contractions and may provide a way of finding their source loci.
  • Keywords
    biological organs; electromyography; medical signal processing; nonlinear estimation; synchronisation; time series; complex system; directionality analysis; four dimensional coupled synthetic nonlinear Rossler models; general synchronization; information flow; nonlinear correlation coefficient; nonlinear estimation; physiological data; signal channels; signal coupling; signal directionality; signal processing; single real labor contraction uterine EMG burst; source loci; synthetic signal; time series; uterine EMG propagation; Color; Correlation coefficient; Couplings; Electroencephalography; Electromyography; Synchronization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society (EMBC), 2013 35th Annual International Conference of the IEEE
  • Conference_Location
    Osaka
  • ISSN
    1557-170X
  • Type

    conf

  • DOI
    10.1109/EMBC.2013.6610513
  • Filename
    6610513