Optimal fuzzy logic controller based PSO for photovoltaic system

被引:0
|
作者
Abdolrasol, Maher G. M. [1 ]
Ayob, Afida [1 ]
Mutlag, Ammar Hussein [2 ]
Ustun, Taha Selim [3 ]
机构
[1] Univ Kebangsaan Malaysia, Dept Elect Elect & Syst Engn, Ukm Bangi 43600, Selangor, Malaysia
[2] Middle Tech Univ, Elect Engn Tech Coll, Dept Comp Engn Tech, Baghdad, Iraq
[3] Fukushima Renewable Energy Inst, AIST FREA, Koriyama, Fukushima 9630298, Japan
关键词
Fuzzy logic controller; Particle swarm optimization; Off-grid photovoltaic system; Three-phase inverters;
D O I
暂无
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
In this study, an off-grid photovoltaic (PV) inverter generates three-phase power to supply the local load and is controlled using an optimized fuzzy logic controller (FLC) using particle swarm optimization (PSO) to control the photovoltaic system's output. The PSO improves the three-phase inverter's membership functions (MFs) by using the objective function as mean square error (MSE) for voltage at the output. The best-obtained outcome of the PSO is used to trigger the gate drives of the PWM inverter. The system has been simulated and modeled using MATLAB/Simulink to validate the performance of the proposed method and shows the best control output from the inverter and has been tested in a different types of loads. The motivation for using FLC to control the shape of MFs was about saving time consumed in trial and error. The results present an output of three-phase voltage and current waveform subjected to different loading conditions. (c) 2022 The Author(s). Published by Elsevier Ltd. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
引用
收藏
页码:427 / 434
页数:8
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