• DocumentCode
    1610362
  • Title

    A modified artificial neural network (ANN) algorithm to control shunt active power filter (SAPF) for current harmonics reduction

  • Author

    Sabo, Aliyu ; Abdul Wahab, Noor Izzri ; Mohd Radzi, Mohd Amran ; Mailah, Nashiren Farzilah

  • Author_Institution
    Dept. of Electr. & Electron. Eng., Univ. Putra Malaysia, Serdang, Malaysia
  • fYear
    2013
  • Firstpage
    348
  • Lastpage
    352
  • Abstract
    Proliferation of nonlinear loads /devices in power systems generates a major concern to power system engineers, courtesy of its severe contamination effects (polluting the distribution networks with current harmonics). This paper depicts artificial intelligence (AI) application on resolving the power quality problem mentioned above by using the parallel active power filter (APF) strategy in two-wire distribution systems. The proposed AI adopted is an artificial neural network (ANN) responsible to detect current harmonics for the active power filtering process. The novelty control design is an artificial neural network (ANN) adopting a modified mathematical algorithm (a modified delta rule weight-updating W-H) and a suitable alpha value (learning rate value) which determines the filters optimal operation. The proposed scheme is achieved via simulation studies (under MATLAB SIMULINK environment) and results obtained are discussed to verify its performance.
  • Keywords
    active filters; artificial intelligence; distribution networks; harmonic distortion; neural nets; power engineering computing; power harmonic filters; AI; ANN; APF strategy; SAPF; artificial intelligence; artificial neural network; current harmonics detection; current harmonics reduction; mathematical algorithm; nonlinear devices; nonlinear loads; parallel active power filter; power quality; shunt active power filter control; two-wire distribution system; Active filters; Artificial neural networks; Conferences; Harmonic analysis; Power harmonic filters; Switches; Harmonic; Neural Network; Power; Shunt Active Power Filter; Total Harmonic Distortion;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Clean Energy and Technology (CEAT), 2013 IEEE Conference on
  • Conference_Location
    Lankgkawi
  • Print_ISBN
    978-1-4799-3237-5
  • Type

    conf

  • DOI
    10.1109/CEAT.2013.6775654
  • Filename
    6775654