• DocumentCode
    2256594
  • Title

    Implementation an adaptive fuzzy NARX controller for MPPT PV supplied DC pump motor

  • Author

    Ho Pham Huy Anh ; Nguyen Huu Phuc

  • Author_Institution
    FEEE, HCM City Univ. of Technol., Ho Chi Minh City, Vietnam
  • fYear
    2012
  • fDate
    12-14 Dec. 2012
  • Firstpage
    550
  • Lastpage
    555
  • Abstract
    This paper presents an application of a novel fuzzy NARX model for the identification of the optimal operating point of a PV supplied DC motor pumping system. A modified genetic algorithm (GA) is used to train the proposed fuzzy NARX-based controller for the identification of the maximum power point of the solar panel. The developed algorithm based on matching of the solar panel to the motor load through a buck-boost power converter so that the combined system can operate at the optimum point. The input parameters to the fuzzy NARX model are solar radiation and working temperature meanwhile the output parameter is the converter chopping ratio corresponding to the maximum power output of the solar panel or gross mechanical energy output (GME) of the combined PV system. The converter chopping ratios at different solar radiation and temperature are obtained from the adaptive fuzzy NARX-based controller. Simulation results proved the performance and efficiency of the proposed fuzzy MISO NARX controller.
  • Keywords
    DC motors; fuzzy control; genetic algorithms; maximum power point trackers; power convertors; power generation control; pumps; solar cells; sunlight; DC motor pumping system; GA; GME; MPPT PV; adaptive fuzzy NARX controller; buck-boost power converter; combined PV system; converter chopping ratio; converter chopping ratios; fuzzy MISO NARX controller; gross mechanical energy output; modified genetic algorithm; motor load; optimal operating point; solar panel matching; solar radiation; PV supplied DC motor; adaptive fuzzy NARX-based controller; back-propagation (BP) training algorithm; fuzzy MISO NARX model; genetic algorithm (GA); gross mechanical energy output (GME); maximum power point tracking (MPPT);
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    IPEC, 2012 Conference on Power & Energy
  • Conference_Location
    Ho Chi Minh City
  • Type

    conf

  • DOI
    10.1109/ASSCC.2012.6523327
  • Filename
    6523327