DocumentCode :
938665
Title :
An improved methodology for application of wavelet transform to partial discharge measurement denoising
Author :
Zhou, X. ; Zhou, C. ; Kemp, I.J.
Author_Institution :
Sch. of Eng. Sci. & Design, Glasgow Caledonian Univ., UK
Volume :
12
Issue :
3
fYear :
2005
fDate :
6/1/2005 12:00:00 AM
Firstpage :
586
Lastpage :
594
Abstract :
Recent research has shown that the wavelet transform (WT) can potentially be used to extract partial discharge (PD) pulses from severe noise. However, the method is more complex than the Fourier transform (FT), and requires expertise and experience to be applied to produce its best effect. The authors have previously published algorithms for selection of the most appropriate mother wavelet and for automatic determination of threshold values for applying the WT to PD measurement denoising. The present paper is to present an improved methodology to apply the discrete wavelet transform (DWT) with better denoising effect to PD measurement. Firstly the paper describes the structure of DWT´s filter pairs. It then analyses the frequency bands of the wavelet coefficients in approximations and details, and energy distribution of a PD signal along each of the levels following the DWT. Finally a DWT-based denoising method is proposed and justified. Results prove that, with the proposed methodology, in conjunction with the algorithms proposed by the authors to select optimal mother wavelet and threshold values, significant improvement in denoising effect can be achieved.
Keywords :
Fourier transforms; discrete wavelet transforms; partial discharge measurement; FT; Fourier transform; PD; denoising method; discrete wavelet transform; energy distribution; frequency bands; optimal mother wavelet; partial discharge measurement; threshold values; wavelet transform; Discrete wavelet transforms; Filters; Fourier transforms; Frequency; Noise reduction; Partial discharge measurement; Partial discharges; Signal analysis; Wavelet coefficients; Wavelet transforms;
fLanguage :
English
Journal_Title :
Dielectrics and Electrical Insulation, IEEE Transactions on
Publisher :
ieee
ISSN :
1070-9878
Type :
jour
DOI :
10.1109/TDEI.2005.1453464
Filename :
1453464
Link To Document :
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