Title :
Maximum power point neuro-fuzzy tracker for photovoltaic arrays
Author :
Mohammad, W.F. ; Al-Aubidy, K.M. ; Ali, M.M.
Author_Institution :
Fac. of Eng., Philadelphia Univ., Amman, Jordan
Abstract :
Every photovoltaic (PV) array has unique point at which maximum power can be generated and extracted for different atmospheric conditions and output load. The maximum power point tracking is therefore critical for the success of PV arrays. All methods proposed earlier suffer from slow response; they oscillate around the maximum power point and ignoring the atmospheric conditions changing. This paper presents an intelligent method of maximum power point tracking for photovoltaic systems. It is based on tracking the maximum power point by monitoring the voltage and current of the solar array and adjusting the duty cycle of the PWM switching signal of a buck-boost DC/DC converter. Both conventional fuzzy logic controller and neuro-fuzzy controller are implemented to evaluate PV system performance. Functional neuro-fuzzy controller has advantages over that of fuzzy logic both in speed and generalization features. Obtained results show that the neuro-fuzzy controller can deal with different load and weather conditions and deliver more power from the photovoltaic systems.
Keywords :
DC-DC power convertors; PWM power convertors; fuzzy control; maximum power point trackers; neurocontrollers; photovoltaic power systems; solar cell arrays; switching convertors; PV system performance; PWM switching signal; buck-boost DC-DC converter; fuzzy logic controller; intelligent method; maximum power point neuro-fuzzy tracker; maximum power point tracking; neuro-fuzzy controller; photovoltaic arrays; photovoltaic systems; solar array; Converters; Fuzzy logic; Lighting; Photovoltaic cells; Photovoltaic systems; Pulse width modulation; Temperature; Fuzzy logic; Maximum power point tracking; Neuro-fuzzy; Photovoltaic system; Solar cells;
Conference_Titel :
Systems, Signals and Devices (SSD), 2011 8th International Multi-Conference on
Conference_Location :
Sousse
Print_ISBN :
978-1-4577-0413-0
DOI :
10.1109/SSD.2011.5767385