• DocumentCode
    760139
  • Title

    Locating Switched Capacitor Using Wavelet Transform and Hybrid Principal Component Analysis Network

  • Author

    Hong, Ying-Yi ; Chen, Bo-Yuan

  • Author_Institution
    Dept. of Electr. Eng., Chung Yuan Christian Univ., Chung Li
  • Volume
    22
  • Issue
    2
  • fYear
    2007
  • fDate
    4/1/2007 12:00:00 AM
  • Firstpage
    1145
  • Lastpage
    1152
  • Abstract
    The transient caused by capacitor switching is one of the important power quality (PQ) problems. In particular, switching on the capacitor may result in an overvoltage to a sensitive load, serious disturbance to an adjustable-speed drive or a resonance in the system. This paper presents a new method to locate the positions of the transient sources with the help of the PQ monitoring system. The discrete wavelet transform is used to extract the features of transients caused by capacitor switching. The fuzzy-c-means is then used to determine the placement of PQ measurement facilities. The signal energies attained by wavelet coefficients serve as inputs to the hybrid principal component analysis neural network for locating the transient sources. The simulation results obtained from an 18-bus distribution system show the applicability of the proposed method
  • Keywords
    capacitor switching; discrete wavelet transforms; distribution networks; fault diagnosis; fuzzy set theory; overvoltage; power supply quality; principal component analysis; transient analysis; variable speed drives; adjustable speed drives; capacitor switching; discrete wavelet transform; distribution system; fuzzy c-means; hybrid principal component analysis network; load sensitivity; overvoltage; power quality monitoring systems; wavelet coefficients; Discrete wavelet transforms; Monitoring; Power quality; Principal component analysis; Resonance; Switched capacitor networks; Variable speed drives; Voltage control; Wavelet analysis; Wavelet transforms; Capacitor switching; fuzzy-c-means; locating; principal component analysis neural network; wavelet transform;
  • fLanguage
    English
  • Journal_Title
    Power Delivery, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0885-8977
  • Type

    jour

  • DOI
    10.1109/TPWRD.2007.893435
  • Filename
    4141124