DocumentCode :
987635
Title :
A nonlinear time-frequency analysis method
Author :
Karimi-Ghartemani, Masoud ; Ziarani, Alireza K.
Author_Institution :
Edward S. Rogers Sr. Dept. of Electr. & Comput. Eng., Univ. of Toronto, Ont., Canada
Volume :
52
Issue :
6
fYear :
2004
fDate :
6/1/2004 12:00:00 AM
Firstpage :
1585
Lastpage :
1595
Abstract :
An alternative method of time-frequency signal analysis is introduced and is compared with the conventional discrete Fourier transfer (DFT)-based methods. The structure of the proposed algorithm and its mathematical properties are presented. The proposed algorithm has a nonlinear structure that provides a frequency-adaptivity feature. It can be implemented both in analog and in digital form and is particularly suitable for real-time applications where computational efficiency is important. A comparison is made with the DFT in terms of algorithm efficiency, sensitivity, and complexity. It is shown that compared with the DFT, the algorithm is more efficient for real-time applications and is less sensitive to noise and variations in the frequency and sampling rate while maintaining simplicity of the structure and computational efficiency. Slower convergence rate of the algorithm, compared with the DFT, constitutes its main shortcoming.
Keywords :
adaptive signal processing; computational complexity; convergence of numerical methods; discrete Fourier transforms; time-frequency analysis; analog form; computational efficiency; convergence rate; digital form; discrete Fourier transform based method; frequency-adaptivity feature; nonlinear time-frequency analysis; sampling rate; signal analysis; Amplitude estimation; Computational efficiency; Discrete Fourier transforms; Frequency estimation; Power system harmonics; Power system transients; Sampling methods; Signal analysis; Signal processing algorithms; Time frequency analysis; Adaptive signal processing; nonlinear systems; nonstationary signals; time-frequency analysis;
fLanguage :
English
Journal_Title :
Signal Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1053-587X
Type :
jour
DOI :
10.1109/TSP.2004.827155
Filename :
1299092
Link To Document :
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