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
Link To Document :
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