Wavelet-based data compression of power system disturbances using the minimum description length criterion

被引:122
|
作者
Hamid, EY [1 ]
Kawasaki, ZI
机构
[1] Osaka Univ, Dept Elect Engn, Osaka, Japan
[2] Osaka Univ, Dept Commun Engn, Osaka, Japan
关键词
data compression; power disturbances; wavelets; wavelet packets;
D O I
10.1109/61.997918
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
This paper introduces a compression technique for power disturbance data via discrete wavelet transform (DWT) and wavelet packet transform (WPT). The data compression leads to a potential application for remote power protection and power quality monitoring. The compression technique is performed through signal decomposition up to a certain level, thresholding of wavelet coefficients, and signal reconstruction. The choice of which wavelet to use for the compression is of critical importance, because the wavelet affects reconstructed signal quality and the design of the system as a whole. The minimum description length (MDL) criterion is proposed for the selection of an appropriate wavelet filter. This criterion permits to select not only the suitable wavelet filter but also the best number of wavelet retained coefficients for signal reconstruction. The experimental study has been carried out for a single-phase to ground fault event, and the data compression results of using the suitable wavelet filter show that the compression ratios are less than 11% and are reduced to more than a half of that percentage value by implementing an additional lossless coding.
引用
收藏
页码:460 / 466
页数:7
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