• DocumentCode
    32894
  • Title

    Analysis of Nonstationary Power-Quality Waveforms Using Iterative Hilbert Huang Transform and SAX Algorithm

  • Author

    Afroni, M.J. ; Sutanto, Danny ; Stirling, David

  • Author_Institution
    Dept. of Electr., Univ. of Wollongong, Wollongong, NSW, Australia
  • Volume
    28
  • Issue
    4
  • fYear
    2013
  • fDate
    Oct. 2013
  • Firstpage
    2134
  • Lastpage
    2144
  • Abstract
    The nonstationary nature of power-quality (PQ) waveforms requires a tool that can accurately analyze and visually identify the instants of transitions. One of the recently reported tools available to analyze nonstationary complex waveforms with a very good time resolution is the Hilbert Huang Transform (HHT). However, HHT has difficulty in resolving waveforms containing components with close frequencies with a ratio of less than two, and similar to other waveform classification techniques, it has difficulty in resolving the instants of sudden changes in the waveform. To overcome the problem with components containing close frequencies, a novel Iterative Hilbert Huang transform (IHHT) is proposed in this paper. To overcome the problem in identifying instants of sudden changes in the waveform, a new method using the Symbolic Aggregate ApproXimation (SAX) method is proposed. SAX converts the signal into symbols that can be utilized by a pattern detector algorithm to identify the boundaries of the stationary signals within a nonstationary signal. Results from IHHT and SAX method to analyze and visually identify simulated and measured nonstationary PQ waveforms will be provided and discussed. The proposed method is particularly useful when investigating the behavior of the harmonic components of a particular PQ waveform of interest in a given interval of time, following a data-mining search of a large database of PQ events. It can be used to both identify, and later isolate unique signatures within a provider´s distribution system.
  • Keywords
    Hilbert transforms; approximation theory; iterative methods; power conversion harmonics; power supply quality; signal detection; waveform analysis; IHHT method; SAX algorithm; SAX method; close frequency; data mining; harmonic component; iterative Hilbert Huang transform; nonstationary PQ waveform; nonstationary complex waveform; nonstationary power quality waveform analysis; nonstationary signal; pattern detector algorithm; stationary signal; symbolic aggregate approximation method; waveform classification technique; Empirical mode decomposition; Harmonic analysis; Iterative methods; Power quality; Signal analysis; Time-frequency analysis; Harmonics; Hilbert Huang transform (HHT); Symbolic Aggregate ApproXimation (SAX); nonstationary waveforms; power quality (PQ);
  • fLanguage
    English
  • Journal_Title
    Power Delivery, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0885-8977
  • Type

    jour

  • DOI
    10.1109/TPWRD.2013.2264948
  • Filename
    6616057