• DocumentCode
    1049512
  • Title

    A Wavelet-ANN Technique for Locating Switched Capacitors in Distribution Systems

  • Author

    Abu-Elanien, Ahmed E B ; Salama, M.M.A.

  • Author_Institution
    Electr. & Comput. Eng. Dept., Univ. of Waterloo, Waterloo, ON
  • Volume
    24
  • Issue
    1
  • fYear
    2009
  • Firstpage
    400
  • Lastpage
    409
  • Abstract
    With an increase in usage of sensitive electronic loads and adjustable speed drives, utilities and customers have paid more attention to power-quality (PQ) problems. Shunt capacitor switching is one of the PQ problems that causes a wide band of high-frequency transients in voltage and current signals which harmfully affect these types of sensitive loads. This paper presents an efficient technique for locating switched capacitors in the industrial distribution systems using discrete wavelet transform (DWT) integrated with a feedforward artificial neural network (FFANN). The technique relays on combining the three-phase currents at the customer side to construct one modal current signal, and then the DWT is used to capture the high-frequency current transients contained in this modal signal. The energy contained in the high-frequency current transients and the transient duration, converted into the number of samples, for two DWT decomposition levels, is used to feed an FFANN to classify the switched capacitor. The simulations are performed using PSCAD/EMTDC and the results are then interfaced to MATLAB, where the technique is implemented. It is found that the technique gives reliable results for locating switched capacitors.
  • Keywords
    capacitor switching; discrete wavelet transforms; distribution networks; feedforward neural nets; power engineering computing; power supply quality; PSCAD-EMTDC simulation; discrete wavelet transform; feedforward artificial neural network; high-frequency current transients; power distribution systems; power-quality; shunt capacitor switching; three-phase currents; wavelet-ANN technique; Artificial neural networks; Discrete wavelet transforms; Feeds; PSCAD; Power quality; Relays; Switched capacitor networks; Variable speed drives; Voltage; Wideband; Power quality (PQ); switched capacitors; wavelet transform;
  • fLanguage
    English
  • Journal_Title
    Power Delivery, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0885-8977
  • Type

    jour

  • DOI
    10.1109/TPWRD.2008.2002675
  • Filename
    4729795