• DocumentCode
    2224145
  • Title

    HOS-based method for power quality event classification

  • Author

    Ferreira, Danton D. ; Cerqueira, Augusto S. ; Ribeiro, Moises V. ; Duque, Carlos A.

  • Author_Institution
    Electr. Eng. Dept., UFJF, Juiz de Fora, Brazil
  • fYear
    2006
  • fDate
    4-8 Sept. 2006
  • Firstpage
    1
  • Lastpage
    5
  • Abstract
    This paper presents a novel method for classification of power quality events in voltage signals which makes use of higher order statistics based technique for extracting a reduced and representative event signature vector. The signature vectors composed of samples from the diagonal slices of the second and forth order cummulants, which are selected with Fisher´s discriminant ratio (FDR), provide enough separability among classification regions resulting in classification rate as high as 100% if the voltage signals are corrupted by the presence of isolated events. A comparison performance among the proposed method and two other ones found on the literature is provided and reveals that the proposed method not only achieve a good performance, but it also surpass the performance of previous techniques.
  • Keywords
    higher order statistics; power supply quality; vectors; FDR; Fisher discriminant ratio; HOS-based method; event signature vector; forth order cumulants; higher order statistics based technique; power quality event classification; second order cumulants; voltage signals; Abstracts; Artificial neural networks; Feature extraction; Harmonic analysis; Performance evaluation; Training; Welding;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing Conference, 2006 14th European
  • Conference_Location
    Florence
  • ISSN
    2219-5491
  • Type

    conf

  • Filename
    7071590