Improvement of DC Power Response Using Artificial Neural Network in an Off-Grid PV System Linked to a Constant Power Load

被引:0
作者
Shaabani, Mohammad Hossein [1 ]
Dehghan, Navid [1 ]
Nemati, Mohammad Hossein [1 ]
Vahidi, Behrooz [1 ]
机构
[1] Amirkabir Univ Technol, Tehran Polytech, Dept Elect Engn, Tehran, Iran
来源
2024 11TH IRANIAN CONFERENCE ON RENEWABLE ENERGY AND DISTRIBUTION GENERATION, ICREDG 2024 | 2024年
关键词
Off-Grid Photovoltaic System; Maximum Power Point Tracking (MPPT); Fuzzy Logic; Artificial Neural Network (ANN); Constant Power Load (CPL); MPPT TECHNIQUES; PHOTOVOLTAIC SYSTEMS; INTELLIGENT;
D O I
10.1109/ICREDG61679.2024.10607824
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
With the growth of renewable energies, solar electricity is applied to power various loads like electric motors and illuminants, researchers conduct extensive studies on achieving electricity production with high power quality. The output power from the photovoltaic system undergoes considerable variability, necessitating the use of maximum power point tracking (MPPT) algorithms. In this article, the traditional P&O controller and the intelligent fuzzy logic (FL) controller are initially examined. Subsequently, a fast and reliable artificial neural network (FR-ANN) controller is formulated, designed to perform effectively under conditions of irradiation and variable temperature by assimilating favorable attributes from other controllers through learning. The photovoltaic system is simulated in the MATLAB/Simulink environment and provides power to a constant power load sensitive to voltage drop. Through the application of the FRANN controller, an improvement in system stability is observed in the event of a voltage drop.
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页数:6
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