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
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