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
相关论文
共 50 条
  • [41] A Hybrid PSO-GWO Fuzzy Logic Controller with a New Fuzzy Tuner
    Dinh-Tu Nguyen
    Ho, Jeng-Rong
    Tung, Pi-Cheng
    Lin, Chih-Kuang
    INTERNATIONAL JOURNAL OF FUZZY SYSTEMS, 2022, 24 (03) : 1586 - 1604
  • [42] An Optimal Fuzzy Logic Controller for An Underactuated Unicycle
    Xu, Jian-Xin
    Guo, Zhao-Qin
    Lee, Tong Heng
    IECON 2011: 37TH ANNUAL CONFERENCE ON IEEE INDUSTRIAL ELECTRONICS SOCIETY, 2011, : 2335 - 2340
  • [43] Intelligent photovoltaic farms for robust frequency stabilization in multi-area interconnected power system based on PSO-based optimal Sugeno fuzzy logic control
    Sa-ngawong, Nattapol
    Ngamroo, Issarachai
    RENEWABLE ENERGY, 2015, 74 : 555 - 567
  • [44] Performance Comparison between Optimal Controller based on System Identification and Fuzzy Logic Controller for a Boiler-Turbine Unit
    Ibrahim, Amr M.
    2017 NINETEENTH INTERNATIONAL MIDDLE-EAST POWER SYSTEMS CONFERENCE (MEPCON), 2017, : 52 - 58
  • [45] KY converter with fuzzy logic controller for hybrid renewable photovoltaic/wind power system
    Pushpavalli, M.
    Jothi Swaroopan, N. M.
    TRANSACTIONS ON EMERGING TELECOMMUNICATIONS TECHNOLOGIES, 2020, 31 (12):
  • [46] FPGA Implementation of a Robust MPPT of a Photovoltaic System Using a Fuzzy Logic Controller Based on Incremental and Conductance Algorithm
    Allani, Mohamed Yassine
    Mezghani, Dhafer
    Tadeo, Fernando
    Mami, Abdelkader
    ENGINEERING TECHNOLOGY & APPLIED SCIENCE RESEARCH, 2019, 9 (04) : 4322 - 4328
  • [47] Direct power control of a grid-connected photovoltaic system using a fuzzy-logic based controller
    Farahani, Hassan Feshki
    Rashidi, Farzan
    SIMULATION-TRANSACTIONS OF THE SOCIETY FOR MODELING AND SIMULATION INTERNATIONAL, 2017, 93 (03): : 213 - 223
  • [48] Type-2 fuzzy logic controller-based maximum power point tracking for photovoltaic system
    Boudia, A.
    Messalti, S.
    Zeghlache, S.
    Harrag, A.
    ELECTRICAL ENGINEERING & ELECTROMECHANICS, 2025, (01) : 16 - 22
  • [49] Smart Energy Management Control Based on Fuzzy Logic Controller in a Standalone Photovoltaic/Wind System with Battery Storage
    Serir, Chafiaa
    Tadjine, Katia
    Bensmail, Samia
    Rekioua, Djamila
    Belkaid, Abdelhakim
    Hadji, Slimane
    Colak, Ilhami
    ELECTRIC POWER COMPONENTS AND SYSTEMS, 2024, 52 (07) : 1145 - 1154
  • [50] Fuzzy logic controller of the ventilation system
    Rinkeviciene, Roma
    Kriauciunas, Jonas
    PRZEGLAD ELEKTROTECHNICZNY, 2012, 88 (7B): : 192 - 194