• DocumentCode
    11573
  • Title

    Smart Transformer for Smart Grid—Intelligent Framework and Techniques for Power Transformer Asset Management

  • Author

    Hui Ma ; Saha, Tapan K. ; Ekanayake, Chandima ; Martin, Daniel

  • Author_Institution
    Sch. of Inf. Technol. & Electr. Eng., Univ. of Queensland, St. Lucia, QLD, Australia
  • Volume
    6
  • Issue
    2
  • fYear
    2015
  • fDate
    Mar-15
  • Firstpage
    1026
  • Lastpage
    1034
  • Abstract
    Condition monitoring and diagnosis have become an essential part of power transformer asset management. A variety of online and offline measurements have been performed in utilities for evaluating different aspects of transformers´ conditions. However, properly processing measurement data and explicitly correlating these data to transformer condition is not a trivial task. This paper proposes an intelligent framework for condition monitoring and assessment of power transformer. Within this framework, various signal processing and pattern recognition techniques are applied for automatically denoising sensor acquired signals, extracting representative characteristics from raw data, and identifying types of faults in transformers. This paper provides case studies to demonstrate the effectiveness of the proposed framework and techniques for power transformer asset management. The hardware and software platform for implementing the proposed intelligent framework will also be presented in this paper.
  • Keywords
    asset management; condition monitoring; fault diagnosis; feature extraction; pattern recognition; power transformers; signal denoising; smart power grids; condition monitoring; fault diagnosis; hardware platform; measurement data processing; offline measurements; online measurements; pattern recognition techniques; power transformer asset management; sensor acquired signal denoising; signal processing; smart grid-intelligent framework; smart transformer; software platform; Fault diagnosis; Noise; Oil insulation; Partial discharges; Power transformer insulation; Signal processing algorithms; Asset management; denoising; dielectric response; dissolved gas analysis (DGA); insulation; partial discharge (PD); pattern recognition; power transformer;
  • fLanguage
    English
  • Journal_Title
    Smart Grid, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1949-3053
  • Type

    jour

  • DOI
    10.1109/TSG.2014.2384501
  • Filename
    7005528