• DocumentCode
    1508951
  • Title

    A Time-Frequency-Based Approach to Phase and Phase Synchrony Estimation

  • Author

    Aviyente, Selin ; Mutlu, Ali Yener

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Michigan State Univ., East Lansing, MI, USA
  • Volume
    59
  • Issue
    7
  • fYear
    2011
  • fDate
    7/1/2011 12:00:00 AM
  • Firstpage
    3086
  • Lastpage
    3098
  • Abstract
    Time-varying phase synchrony is an important bivariate measure that quantifies the dynamics between nonstationary signals and has been widely used in many applications including chaotic oscillators in physics and multichannel electroencephalography recordings in neuroscience. Current state-of-the-art in time-varying phase estimation uses either the Hilbert transform or the complex wavelet transform of the signals. Both of these methods have some major drawbacks such as the assumption that the signals are narrowband for the Hilbert transform and the nonuniform time-frequency resolution inherent to the wavelet analysis. In this paper, a new phase estimation method based on the Rihaczek distribution and Reduced Interference Rihaczek distribution belonging to Cohen´s class is proposed. These distributions offer phase estimates with uniformly high time-frequency resolution which can be used for defining time and frequency dependent phase synchrony. Properties of the phase estimator and the corresponding phase synchrony measure are evaluated both analytically and through simulations showing the effectiveness of the new measures compared to existing methods.
  • Keywords
    Hilbert transforms; phase estimation; signal processing; synchronisation; time-frequency analysis; wavelet transforms; Hilbert transform; chaotic oscillators; frequency dependent phase synchrony; multichannel electroencephalography recordings; nonstationary signals; nonuniform time-frequency resolution; reduced interference Rihaczek distribution; time-frequency-based approach; time-varying phase synchrony estimation method; wavelet analysis; wavelet transform; Kernel; Oscillators; Phase measurement; Signal resolution; Time frequency analysis; Wavelet transforms; Phase estimation; Rihaczek distribution; phase synchrony; time-frequency analysis;
  • fLanguage
    English
  • Journal_Title
    Signal Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1053-587X
  • Type

    jour

  • DOI
    10.1109/TSP.2011.2144589
  • Filename
    5762391