• DocumentCode
    1252067
  • Title

    Adaptive fuzzy diagnosis system for dissolved gas analysis of power transformers

  • Author

    Yang, Hong-Tzer ; Liao, Chiung-Chou

  • Author_Institution
    Dept. of Electr. Eng., Chung Yuan Christian Univ., Chung Li, Taiwan
  • Volume
    14
  • Issue
    4
  • fYear
    1999
  • fDate
    10/1/1999 12:00:00 AM
  • Firstpage
    1342
  • Lastpage
    1350
  • Abstract
    To enhance the fault diagnosis abilities for the dissolved gas analysis (DGA) of the power transformers, this paper proposes a novel adaptive fuzzy system for the incipient fault recognition through evolution enhanced design approach. Complying with the practical gas records and associated fault causes as much as possible, a fuzzy reasoning algorithm is presented to establish a preliminary fuzzy diagnosis system. In the system, an evolutionary optimization algorithm is further relied on to fine-tune the membership functions of the if-then inference rules. To make the diagnosis system intensively compact and the inference process more understandable, a pruning scheme is then developed to filter out the insignificant or redundant rules. The capabilities of the proposed diagnosis system for the transformer DGA decision support have been extensively verified through the practical test data collected from Taiwan Power Company (TPC)
  • Keywords
    adaptive systems; chemical analysis; chemical variables measurement; evolutionary computation; fault diagnosis; fuzzy set theory; fuzzy systems; inference mechanisms; insulation testing; power transformer insulation; power transformer testing; Taiwan Power Company; adaptive fuzzy diagnosis system; adaptive fuzzy system; dissolved gas analysis; evolution enhanced design approach; evolutionary optimization algorithm; fault diagnosis; fuzzy diagnosis system; fuzzy reasoning algorithm; if-then inference rules; incipient fault recognition; membership functions; power transformers; pruning scheme; transformer DGA decision support; Adaptive systems; Data mining; Dissolved gas analysis; Fault diagnosis; Fuzzy systems; Gases; Oil insulation; Petroleum; Power transformers; Thermal stresses;
  • fLanguage
    English
  • Journal_Title
    Power Delivery, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0885-8977
  • Type

    jour

  • DOI
    10.1109/61.796227
  • Filename
    796227