• DocumentCode
    562592
  • Title

    Pattern recognition of power quality events using Fuzzy neural network based rule generation

  • Author

    Behera, Lalit Kumar ; Nayak, Maya

  • Author_Institution
    Dept. of Stat., Utkal Univ., Bhubaneswar, India
  • fYear
    2012
  • fDate
    30-31 March 2012
  • Firstpage
    73
  • Lastpage
    78
  • Abstract
    This paper presents pattern recognition of time series data and subsequent temporal data mining of power signal disturbance events that occur frequently in power distribution networks using multiresolution S-transform and Fuzzy Multilayer Perceptron network (Fuzzy MLP). The muliresolution S-transform yields relevant features, which are used in a Fuzzy expert system to separate the transient time series data and steady state short-term duration time series data including various harmonic time series. The transient time series data is then passed through the Fuzzy MLP to yield a set of rules required for recognition of various transient disturbance patterns (power quality events).
  • Keywords
    data mining; distribution networks; expert systems; fuzzy neural nets; multilayer perceptrons; pattern recognition; power engineering computing; power supply quality; time series; transforms; fuzzy MLP; fuzzy expert system; fuzzy multilayer perceptron network; fuzzy neural network; harmonic time series; multiresolution S-transform; pattern recognition; power distribution network; power quality events; power signal disturbance event; rule generation; steady state short-term duration time series; subsequent temporal data mining; transient disturbance pattern; transient time series data; Noise; Confidence; Neural network; Pattern recognition; Rule generation; fuzzy logic;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Advances in Engineering, Science and Management (ICAESM), 2012 International Conference on
  • Conference_Location
    Nagapattinam, Tamil Nadu
  • Print_ISBN
    978-1-4673-0213-5
  • Type

    conf

  • Filename
    6215576