• 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