• DocumentCode
    13067
  • Title

    Condition assessment of power transformers using a synthetic analysis method based on association rule and variable weight coefficients

  • Author

    Lee Li ; Xie Longjun ; Zhang Deng ; Yu Bin ; Ge Yafeng ; Lin Fuchang

  • Author_Institution
    Coll. of Electr. & Electron. Eng., Huazhong Univ. of Sci. & Technol., Wuhan, China
  • Volume
    20
  • Issue
    6
  • fYear
    2013
  • fDate
    Dec-13
  • Firstpage
    2052
  • Lastpage
    2060
  • Abstract
    Condition assessment for power transformer requires not only integrating the known artificial intelligence (AI) technology, but also exploiting the interrelation of the measured data. According to the association rule of information data and the variable weight synthesizing theory of factor spaces, an assessment method of transformer condition was proposed in this paper. Via analyzing the interrelation of the independent status parameters (ISP) and transformer fault types, the set of synthetic status parameters (SSP) can be built up. For avoiding interference from subjective experience, association rule theory was used to calculate the constant weight coefficients (CWC) of the ISPs. Since the true transformer condition may not always be accurately reflected under the condition of CWCs of a few SSPs, the method of variable weight synthesizing was used for computing the variable weight coefficients (VWC) of the SSPs. Then, combining with the existing maintenance procedures, a preferable condition assessing system of power transformer was proposed. Operational example proved the condition assessing system may reflect the real operation condition of power transformer.
  • Keywords
    data mining; maintenance engineering; power grids; power system reliability; power transformers; artificial intelligence technology; association rule; condition assessment; constant weight coefficients; independent status parameters; information data; power transformers; synthetic analysis method; synthetic status parameters; transformer fault types; variable weight coefficients; variable weight synthesizing; Association rules; Dielectrics; Oil insulation; Power transformer insulation; Windings; Transformer; association rule; condition assessment; variable weight;
  • fLanguage
    English
  • Journal_Title
    Dielectrics and Electrical Insulation, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1070-9878
  • Type

    jour

  • DOI
    10.1109/TDEI.2013.6678853
  • Filename
    6678853