• DocumentCode
    68960
  • Title

    Matching Demodulation Transform and SynchroSqueezing in Time-Frequency Analysis

  • Author

    Shibin Wang ; Xuefeng Chen ; Gaigai Cai ; Binqiang Chen ; Xiang Li ; Zhengjia He

  • Author_Institution
    State Key Lab. for Manuf. Syst. Eng., Xi´an Jiaotong Univ., Xi´an, China
  • Volume
    62
  • Issue
    1
  • fYear
    2014
  • fDate
    Jan.1, 2014
  • Firstpage
    69
  • Lastpage
    84
  • Abstract
    The authors introduce an iterative algorithm, called matching demodulation transform (MDT), to generate a time-frequency (TF) representation with satisfactory energy concentration. As opposed to conventional TF analysis methods, this algorithm does not have to devise ad-hoc parametric TF dictionary. Assuming the FM law of a signal can be well characterized by a determined mathematical model with reasonable accuracy, the MDT algorithm can adopt a partial demodulation and stepwise refinement strategy for investigating TF properties of the signal. The practical implementation of the MDT involves an iterative procedure that gradually matches the true instantaneous frequency (IF) of the signal. Theoretical analysis of the MDT´s performance is provided, including quantitative analysis of the IF estimation error and the convergence condition. Moreover, the MDT-based synchrosqueezing algorithm is described to further enhance the concentration and reduce the diffusion of the curved IF profile in the TF representation of original synchrosqueezing transform. The validity and practical utility of the proposed method are demonstrated by simulated as well as real signal.
  • Keywords
    demodulation; iterative methods; time-frequency analysis; IF estimation error; MDT-based synchrosqueezing algorithm; ad-hoc parametric TF dictionary; iterative algorithm; matching demodulation transform; stepwise refinement strategy; time-frequency analysis; time-frequency representation; true instantaneous frequency; Algorithm design and analysis; Atomic clocks; Demodulation; Dictionaries; Frequency modulation; Time-frequency analysis; Transforms; Time-frequency analysis; demodulation; instantaneous frequency estimation; synchrosqueezing;
  • fLanguage
    English
  • Journal_Title
    Signal Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1053-587X
  • Type

    jour

  • DOI
    10.1109/TSP.2013.2276393
  • Filename
    6574272