• DocumentCode
    2427832
  • Title

    Vibration features extraction of power transformer using an time-scale-frequency analysis method based on WPT and HHT

  • Author

    Wu, Shuyou ; Huang, Weiguo ; Kong, Fanrang ; Wu, Qiang ; Zhu, Pingliang

  • Author_Institution
    Dept. of Precision Machinery & Precision Instrum., Univ. of Sci. & Technol. of China, Hefei, China
  • fYear
    2009
  • fDate
    17-20 May 2009
  • Firstpage
    2577
  • Lastpage
    2581
  • Abstract
    The success of health monitoring and condition assessment for power transformer with vibration analysis lies on proper extraction of vibration features. The extraction of features in turn depends on appropriate signal processing methods. In this paper, a WPT and HHT based time-scale-frequency analysis is developed to extract the vibration features from power transformer tank. In this method, the WPT is adopted firstly to decompose the signal into a set of narrow band signals. Prior to HHT, the decomposed components are screened with a CTS technique. Finally, HHT is applied to these components to obtain both frequency and amplitude characteristics. By comparing with the single WPT and HHT methods, the results show that the time-scale-frequency analysis can overcome the intrinsic shortcomings of these two methods, which will lead to unreliable vibration features for ignoring frequency information in wavelet-based method, mode mixing and meaningless IMFs generation resulting from EMD in HHT. Therefore, the developed method can provide a better alternative to implement vibration feature extraction from vibration signals of power transformer.
  • Keywords
    feature extraction; power transformers; vibrations; wavelet transforms; HHT; WPT; power transformer; time-scale-frequency analysis; time-scale-frequency analysis method; vibration features extraction; wavelet-based method; Condition monitoring; Feature extraction; Frequency; Narrowband; Power transformers; Signal analysis; Signal processing; Wavelet analysis; Wavelet packets; Wavelet transforms; Hilbert-Huang transform; Power transformer; Wavelet Packet Transform; time-scale-frequency analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Power Electronics and Motion Control Conference, 2009. IPEMC '09. IEEE 6th International
  • Conference_Location
    Wuhan
  • Print_ISBN
    978-1-4244-3556-2
  • Electronic_ISBN
    978-1-4244-3557-9
  • Type

    conf

  • DOI
    10.1109/IPEMC.2009.5157840
  • Filename
    5157840