DocumentCode :
2758513
Title :
Partial discharge on-line monitoring of outdoor insulators
Author :
Shurrab, Ibrahim Y. ; El-Hag, Ayman ; Assaleh, Khaled ; Ghunem, Refat
Author_Institution :
Electr. Eng. Dept., American Univ. of Sharjah, Sharjah, United Arab Emirates
fYear :
2012
fDate :
10-13 June 2012
Firstpage :
391
Lastpage :
394
Abstract :
The main objective of this study is to investigate the feasibility of using an RF antenna to detect partial discharges in outdoor insulators. Moreover, the study focuses on identifying the sources of partial discharge using artificial neural networks. In outdoor insulators, partial discharges could be initiated either from surface discharge due to pollution and/or from corona discharges from energized ends. Both statistical and spectral features have been used as an input vector to a feed forward neural network with back propagation training algorithm. The proposed method is found to be successful in classifying different types of partial discharge with a recognition accuracy of 93%. The proposed method can be used during overhead line inspection to assess the status of outdoor non-ceramic insulators.
Keywords :
antennas; backpropagation; corona; feedforward neural nets; inspection; insulator contamination; partial discharge measurement; power engineering computing; power overhead lines; statistical analysis; RF antenna; artificial neural networks; back propagation training algorithm; corona discharges; energized ends; feed forward neural network; outdoor insulators; outdoor nonceramic insulators; overhead line inspection; partial discharge detection; partial discharge online monitoring; spectral feature; statistical feature; surface discharge; Antenna measurements; Artificial neural networks; Insulators; Partial discharges; Pollution measurement; Radio frequency; Vectors;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Electrical Insulation (ISEI), Conference Record of the 2012 IEEE International Symposium on
Conference_Location :
San Juan, PR
ISSN :
1089-084X
Print_ISBN :
978-1-4673-0488-7
Electronic_ISBN :
1089-084X
Type :
conf
DOI :
10.1109/ELINSL.2012.6251496
Filename :
6251496
Link To Document :
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