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
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);
Conference_Titel :
IPEC, 2012 Conference on Power & Energy
Conference_Location :
Ho Chi Minh City
DOI :
10.1109/ASSCC.2012.6523327