DocumentCode :
2322102
Title :
Age estimation of cellulose paper insulation in power transformers using ANN
Author :
Navamany, J.S. ; Ghosh, P.S.
Author_Institution :
Univ. Tenaga Nasional, Kajang, Malaysia
fYear :
2003
fDate :
23-25 Sept. 2003
Firstpage :
277
Lastpage :
281
Abstract :
The useful functional life of a power transformer is determined by the life of the paper insulation. Therefore researches on cellulosic paper degradation in power transformers are primarily directed towards the development of a mathematical model to estimate the age of the cellulose paper insulation based on the concentration of dissolved gases and furanic compounds. In this research work, a utility field study has been carried out on selected transmission power transformers with a wide range of ages. Samples of oil collected from the identified transformers were tested for concentration levels of CO and CO2 and furan derivatives 2-furfural. The results of the concentration of the above mentioned parameters clearly show that there is a dependence on age. Therefore, in this paper an attempt has been made to model the age(T) of the cellulose paper insulation in terms of the concentration of CO, CO2 and 2-furfural that T=f (CO, CO2, 2-furfural). The present modelling has been done using Artificial Neural Network(ANN). The estimated results using the proposed ANN model are further compared with the measured data collected during the field study and has shown a good correlation.
Keywords :
carbon compounds; chromatography; multilayer perceptrons; paper; power engineering computing; power transformer insulation; CO; CO2; carbon dioxide concentration; carbon monoxide concentration; cellulose paper age estimation; cellulose paper degradation; cellulose paper insulation; dissolved gases; furan derivatives; furanic compounds; mathematical modeling; multilayer neural networks; power transformers; Artificial neural networks; Degradation; Gas insulation; Gases; Mathematical model; Oil insulation; Petroleum; Power transformer insulation; Power transformers; Testing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Electrical Insulation Conference and Electrical Manufacturing & Coil Winding Technology Conference, 2003. Proceedings
ISSN :
0362-2479
Print_ISBN :
0-7803-7935-7
Type :
conf
DOI :
10.1109/EICEMC.2003.1247897
Filename :
1247897
Link To Document :
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