Wavelet-based denoising of partial discharge signals buried in excessive noise and interference

被引:214
作者
Satish, L [1 ]
Nazneen, B [1 ]
机构
[1] Indian Inst Sci, Dept High Voltage Engn, Bangalore 560012, Karnataka, India
关键词
wavelets; multi-resolution signal analysis; partial discharges; PD signals; discrete spectral and pulsive interferences; PD signal denoising; digital filtering; on-site PD measurements; diagnostics and monitoring;
D O I
10.1109/TDEI.2003.1194122
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Achieving acceptable levels of sensitivity during on-line and/or on-site partial discharge (PD) measurements still continues to remain a very challenging task, primarily due to strong coupling of external (random, discrete spectral and stochastic pulsive) interferences. Many analog and digital approaches have been proposed for suppressing these interferences, and amongst these, rejection of the pulsive type of interferences is known to be very difficult, if not impossible. The time and frequency characteristics of the pulsive interference being very similar to that of the PD pulses is the main reason posing difficulty in their separation. In this paper, a novel, semi-automatic, and empirical wavelet-based method (using multi-resolution signal analysis) is proposed to recover PD pulses, buried in excessive noise/interference comprising of random, discrete spectral, pulsive, and any combination of these interferences occurring simultaneously and overlapping-in-time with the PD pulses. A critical assessment of the proposed method is carried out, by processing both simulated and practically acquired PD signals. The results obtained are also compared with those from the best digital filter (infinite impulse response, IIR and finite impulse response, FIR) method proposed in literature. From the results it emerges that, the wavelet approach is superior and further, has the unique capability of successfully rejecting all the three kinds of interferences, even when PD signals and one or all interferences occur simultaneously and overlap-in-time.
引用
收藏
页码:354 / 367
页数:14
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