DocumentCode :
1763090
Title :
A Fourier Based Wavelet Approach Using Heisenberg’s Uncertainty Principle and Shannon’s Entropy Criterion to Monitor Power System Small Signal Oscillations
Author :
Hosseini, Seyyed Ahmad ; Amjady, Nima ; Velayati, Mohammad Hossein
Author_Institution :
Dept. of Electr. Eng., Semnan Univ., Semnan, Iran
Volume :
30
Issue :
6
fYear :
2015
fDate :
Nov. 2015
Firstpage :
3314
Lastpage :
3326
Abstract :
This paper presents a novel approach to estimate modal parameters of power systems for monitoring and analyzing the embedded modes of small signal oscillations. The proposed approach applies continuous wavelet transform (CWT) to identify damping and frequency of critical modes based on its time-frequency localization capability. The CWT has modified Morlet function as its mother wavelet. A procedure is also presented to fine-tune settings of the modified Morlet function of the CWT based on Heisenberg´s uncertainty principle and Shannon´s entropy criterion. Additionally, high computational burden of the time-frequency methods is an important obstacle in online monitoring of power systems by these methods. To remedy this problem, the convolution integral of the CWT is calculated by efficient fast Fourier transform (FFT) routine in the proposed approach leading to a low computational burden. The proposed approach is compared with several other signal processing methods for modal identification of power systems. These comparisons illustrate effectiveness of the proposed approach, regarding run time, persistency against noise and estimation accuracy for online monitoring of small signal oscillations.
Keywords :
entropy; fast Fourier transforms; oscillations; power system identification; power system measurement; wavelet transforms; CWT; Fourier based wavelet approach; Heisenberg uncertainty principle; Shannon entropy criterion; continuous wavelet transform; fast Fourier transform; modified Morlet function; power system identification; power system monitoring; signal oscillations; time-frequency localization capability; Continuous wavelet transforms; Fast Fourier transforms; Modal analysis; Power system stability; Uncertainty; Continuous wavelet transform (CWT); Heisenberg’s uncertainty principle; Shannon's entropy; fast Fourier transform (FFT); modal identification; small signal oscillations;
fLanguage :
English
Journal_Title :
Power Systems, IEEE Transactions on
Publisher :
ieee
ISSN :
0885-8950
Type :
jour
DOI :
10.1109/TPWRS.2014.2377180
Filename :
6990645
Link To Document :
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