DocumentCode
2504066
Title
Parametric estimation of multicomponent signals using minimum cross entropy time-frequency distributions
Author
Francos, Amir ; Porat, Moshe
Author_Institution
Dept. of Electr. Eng., Technion-Israel Inst. of Technol., Haifa, Israel
fYear
1996
fDate
18-21 Jun 1996
Firstpage
321
Lastpage
324
Abstract
The analysis and representation of multicomponent signals, embedded in additive Gaussian noise, is of interest in many signal processing applications and has been studied for years, mainly for the case of stationary signals. However, in the non-stationary case only a few methods are available, one of which is parameter analysis from the time-frequency distribution (TFD) of the signal. A new positive distribution free of cross-terms, named minimum cross entropy-TFD (MCE-TFD) was introduced previously. Based on this TFD, an algorithm for signal reconstruction from the MCE representation is introduced. The algorithm synthesizes the instantaneous frequency (IF), the phase φ(t) and the amplitude a(t) of each signal component and thus the entire original signal. Together with the MCE-TFD iterative approach, the proposed reconstruction algorithm provides a powerful tool for the representation and analysis of non-stationary multicomponent signals
Keywords
Gaussian noise; entropy; iterative methods; parameter estimation; signal reconstruction; signal representation; signal synthesis; statistical analysis; time-frequency analysis; additive Gaussian noise; amplitude; instantaneous frequency; iterative approach; minimum cross entropy; minimum cross entropy time-frequency distributions; nonstationary multicomponent signals; parameter analysis; parametric estimation; phase; reconstruction algorithm; signal analysis; signal processing applications; signal reconstruction; signal representation; signal synthesis; stationary signals; time-frequency distribution; Additive noise; Frequency synthesizers; Gaussian noise; Iterative algorithms; Signal analysis; Signal processing; Signal processing algorithms; Signal reconstruction; Signal synthesis; Time frequency analysis;
fLanguage
English
Publisher
ieee
Conference_Titel
Time-Frequency and Time-Scale Analysis, 1996., Proceedings of the IEEE-SP International Symposium on
Conference_Location
Paris
Print_ISBN
0-7803-3512-0
Type
conf
DOI
10.1109/TFSA.1996.547478
Filename
547478
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