Separation of corona using wavelet packet transform and neural network for detection of partial discharge in gas-insulated substations

被引:62
作者
Chang, CS [1 ]
Jin, J
Chang, C [1 ]
Hoshino, T
Hanai, M
Kobayashi, N
机构
[1] Natl Univ Singapore, Singapore 119260, Singapore
[2] TM T&D Corp, Kawasaki, Kanagawa 2100862, Japan
关键词
gas-insulated substations (GIS); neural network; noise reduction; partial discharge; wavelet packet transform;
D O I
10.1109/TPWRD.2004.839187
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
It is essential to detect partial discharge (PD) as a symptom of insulation breakdown in gas-insulated substations (GIS). However, the accuracy of such measurement is often degraded due to the existence of noise in the signal. In this paper, a method using wavelet packet transform and neural network is proposed to separate the PD pulses from corona in air, which enables more accurate detection of insulation breakdown of PIS.
引用
收藏
页码:1363 / 1369
页数:7
相关论文
共 12 条
[1]  
Baumgartner R., 1991, IEEE Electrical Insulation Magazine, V7, P5, DOI 10.1109/57.108819
[2]   SEPARATION OF PARTIAL DISCHARGES FROM PULSE-SHAPED NOISE SIGNALS WITH THE HELP OF NEURAL NETWORKS [J].
BORSI, H ;
GOCKENBACH, E ;
WENZEL, D .
IEE PROCEEDINGS-SCIENCE MEASUREMENT AND TECHNOLOGY, 1995, 142 (01) :69-74
[3]   A PD measuring and evaluation system based on digital signal processing [J].
Borsi, H .
IEEE TRANSACTIONS ON DIELECTRICS AND ELECTRICAL INSULATION, 2000, 7 (01) :21-29
[4]  
CHANG CS, 2002, P INT POW QUAL C SIN
[5]   Separability-based multiscale basis selection and feature extraction for signal and image classification [J].
Etemad, K ;
Chellappa, R .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1998, 7 (10) :1453-1465
[6]  
Fukunaga K., 1992, INTRO STAT PATTERN R, V2nd
[7]  
Haykin S., 1999, Neural Networks: A Comprehensive Foundation, V2nd ed
[8]   Fundamentals in computer aided PD processing, PD pattern recognition and automated diagnosis in GIS [J].
Kranz, HG .
IEEE TRANSACTIONS ON DIELECTRICS AND ELECTRICAL INSULATION, 2000, 7 (01) :12-20
[9]  
MALLAT S, 1989, IEEE T PATTERN ANAL, V11, P7
[10]  
Mallat S., 1998, Wavelet Tour of Signal Processing