DocumentCode
2213897
Title
A New Approach to Extract PD Pulse using Independent Component Analysis
Author
Wenrong, Si ; Junhao, Li ; Peng, Yuan ; Yanming, Li
Author_Institution
Sch. of Electr. Eng., Xian Jiaotong Univ., Xian
fYear
2008
fDate
9-12 June 2008
Firstpage
351
Lastpage
354
Abstract
Assumption, ambiguities, and solution of the basic independent component analysis (ICA) model are briefly introduced in this paper. According to the leptokurtic distribution of PD pulse magnitude and other practical conditions, it indicates that there is a feasibility for the basic ICA model used to extract PD pulse signal under strong white noise. Simulation tests for PD pulse extraction using UWB detection technology with two channels have been done. And how to eliminate the ambiguities for the basic ICA model to extract PD pulse signal under DC voltage is also presented. The results show PD pulse can be exactly extracted from the strong white noise with keeping PD pulse amplitude of the relative relationship and the maximum amplitude corresponding to the time point, and other important information of the PD pulse sequence.
Keywords
independent component analysis; insulation testing; partial discharge measurement; signal detection; ultra wideband technology; white noise; ICA model; PD pulse sequence; UWB detection technology; independent component analysis; insulation system; leptokurtic distribution; partial discharge pulse signal extraction; white noise; Biomedical measurements; Data mining; Independent component analysis; Partial discharge measurement; Partial discharges; Pulse measurements; Signal analysis; Voltage; Wavelet transforms; White noise;
fLanguage
English
Publisher
ieee
Conference_Titel
Electrical Insulation, 2008. ISEI 2008. Conference Record of the 2008 IEEE International Symposium on
Conference_Location
Vancouver, BC
ISSN
1089-084X
Print_ISBN
978-1-4244-2091-9
Electronic_ISBN
1089-084X
Type
conf
DOI
10.1109/ELINSL.2008.4570346
Filename
4570346
Link To Document