• DocumentCode
    1921998
  • Title

    An Application of Discrete Wavelet Transform and Support Vector Machines Algorithm for Fault Locations in Underground Cable

  • Author

    Apisit, C. ; Pothisarn, C. ; Ngaopitakkul, A.

  • Author_Institution
    Dept. of Electr. Eng., King Mongkut´´s Inst. of Technol. Ladkrabang, Bangkok, Thailand
  • fYear
    2012
  • fDate
    26-28 Sept. 2012
  • Firstpage
    89
  • Lastpage
    92
  • Abstract
    This paper proposes a technique using discrete wavelet transform (DWT) and support vector machines (SVM) for fault location in underground distribution cable. The ATP/EMTP is used to simulate fault signals. The mother wavelet daubechies4 (db4) is employed to decompose high frequency component from these signals. The maximum coefficient obtained from positive sequence current in first scale capable of detecting fault of each bus is used as input pattern for the training pattern. It is shown that the proposed technique gives satisfactory results, and will be very useful in the development of a power system protection scheme.
  • Keywords
    EMTP; discrete wavelet transforms; fault diagnosis; fault location; power cables; power system protection; support vector machines; underground cables; ATP-EMTP; DWT technique; SVM algorithm; discrete wavelet transform; fault detection; fault locations; fault signal simulation; frequency component decomposition; mother wavelet daubechies4; positive sequence current; power system protection scheme; support vector machines algorithm; training pattern; underground cable; Discrete wavelet transforms; Fault detection; Fault location; Power cables; Prediction algorithms; Support vector machines; Fault Location; Support Vector Machines; Underground Distribution Cable; Wavelet Transform;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Innovations in Bio-Inspired Computing and Applications (IBICA), 2012 Third International Conference on
  • Conference_Location
    Kaohsiung
  • Print_ISBN
    978-1-4673-2838-8
  • Type

    conf

  • DOI
    10.1109/IBICA.2012.22
  • Filename
    6337643