• DocumentCode
    2916615
  • Title

    Modeling of time-varying Instanteous Frequency in a finitely correlated environment

  • Author

    Pally, Roshin Kadanna ; Beex, A.A.

  • Author_Institution
    Bradley Dept. of Electr. & Comput. Eng., Virginia Tech, Blacksburg, VA, USA
  • fYear
    2009
  • fDate
    5-7 July 2009
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    A TVAR model has been shown to perform well when applied to short data records for instantaneous frequency (IF) estimation of frequency modulated (FM) components in white noise. However, when the model is applied to a signal containing a finitely correlated signal in addition to the white noise, estimation performance degrades; especially when the correlated signal is not weak relative to the FM components. We extend the time-varying autoregressive (TVAR) model-based IF estimation for a finitely correlated environment by introducing a decorrelation delay larger than one between the time-varying coefficients. Comparison of the decorrelating TVAR based IF estimator to a conventional TVAR based IF estimator reveals performance gains at moderate to high signal to FM component power ratios.
  • Keywords
    autoregressive processes; frequency estimation; signal processing; white noise; TVAR model; decorrelation delay; frequency modulated components; time-varying autoregressive model; time-varying coefficients; time-varying instantaneous frequency; white noise; Brain modeling; Decorrelation; Delay estimation; Digital signal processing; Frequency estimation; Frequency modulation; Narrowband; Signal processing; White noise; Wireless communication; Instantaneous Frequency Estimation; Time-Varying Autoregressive Modeling;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Digital Signal Processing, 2009 16th International Conference on
  • Conference_Location
    Santorini-Hellas
  • Print_ISBN
    978-1-4244-3297-4
  • Electronic_ISBN
    978-1-4244-3298-1
  • Type

    conf

  • DOI
    10.1109/ICDSP.2009.5201085
  • Filename
    5201085