Intelligent controller based energy management for stand-alone power system using artificial neural network

被引:15
|
作者
Boujoudar, Younes [1 ]
Azeroual, Mohamed [1 ]
El Moussaoui, Hassan [1 ]
Lamhamdi, Tijani [1 ]
机构
[1] Sidi Mohamed Ben Abdellah Univ Fez, Fac Sci & Technol, Intelligent Syst Georesources & Renewable Energie, POB 2202, Fes, Morocco
关键词
ANNC; battery; DC_Bus; energy; management; stand-alone;
D O I
10.1002/2050-7038.12579
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Standalone Power Systems (SPS), formerly known as Micro Power Systems, is an off-grid electricity system for locations that are not fitted with an electricity generation. Typical SPS include one or more renewable electricity sources, energy storage, and regulation. In this paper, supervision of hybrid Photovoltaic system and battery storage is presented. The power balance of the hybrid system is made on an intelligent supervisor based on Artificial Neural Network Controller (ANNC). The main purpose of this paper is the control of DC/DC Bidirectional Converter (DBC), which connect the Li-ion battery with the DC_Bus of Stand-alone Power Systems (SPS). Based on the use of artificial neural network controller, which are effective tools for highly nonlinear system. The proposed technique does not require a pre-defined model of power DBC only depend on power and voltage system data. Simulation for stand-alone systems performed at Matlab Simulink. The comparison with PID controller for the result obtained of DC_Bus voltage, and power demanded, demonstrate the robustness, and satisfactory performance of the proposed control strategy.
引用
收藏
页数:13
相关论文
共 50 条
  • [1] RBF neural network-based online intelligent management of a battery energy storage system for stand-alone microgrids
    Thongchart Kerdphol
    Yaser Qudaih
    Masayuki Watanabe
    Yasunori Mitani
    Energy, Sustainability and Society, 6
  • [2] RBF neural network-based online intelligent management of a battery energy storage system for stand-alone microgrids
    Kerdphol, Thongchart
    Qudaih, Yaser
    Watanabe, Masayuki
    Mitani, Yasunori
    ENERGY SUSTAINABILITY AND SOCIETY, 2016, 6 : 1 - 16
  • [3] Monitoring Tool for Stand-Alone Photovoltaic System Using Artificial Neural Network
    Sabri, Nassim
    Tlemcani, Abdelhalim
    Chouder, Aissa
    RENEWABLE ENERGY FOR SMART AND SUSTAINABLE CITIES: ARTIFICIAL INTELLIGENCE IN RENEWABLE ENERGETIC SYSTEMS, 2019, 62 : 114 - 121
  • [4] Performance enhancement of a stand-alone induction generator-based wind energy system using neural network controller
    Dewangan, Sanjay
    Vadhera, Shelly
    INTERNATIONAL JOURNAL OF GREEN ENERGY, 2020, 17 (04) : 274 - 289
  • [5] Faults diagnosis in Stand-Alone photovoltaic system using Artificial Neural Network
    Sabri, Nassim
    Tlemcani, Abdelhalim
    Chouder, Aissa
    2018 6TH INTERNATIONAL CONFERENCE ON CONTROL ENGINEERING & INFORMATION TECHNOLOGY (CEIT), 2018,
  • [6] Intelligent controller for a stand-alone hybrid generation system
    Meenakshi, S.
    Rajambal, K.
    Chellamuthu, C.
    Elangovan, S.
    2006 IEEE POWER INDIA CONFERENCE, VOLS 1 AND 2, 2006, : 228 - +
  • [7] An Improved Fault Diagnosis in Stand-Alone Photovoltaic System Using Artificial Neural Network
    Nassim Sabri
    Abdelhalim Tlemçani
    Aissa Chouder
    Walid Merrouche
    Iranian Journal of Science and Technology, Transactions of Electrical Engineering, 2024, 48 : 325 - 336
  • [8] An Improved Fault Diagnosis in Stand-Alone Photovoltaic System Using Artificial Neural Network
    Sabri, Nassim
    Tlemcani, Abdelhalim
    Chouder, Aissa
    Merrouche, Walid
    IRANIAN JOURNAL OF SCIENCE AND TECHNOLOGY-TRANSACTIONS OF ELECTRICAL ENGINEERING, 2024, 48 (01) : 325 - 336
  • [9] Energy management and intelligent power control of a stand-alone wind energy conversion system with battery storage
    Lamzouri, Fatima Ez-zahra
    Boufounas, El-Mahjoub
    El Amrani, Aumeur
    INTERNATIONAL TRANSACTIONS ON ELECTRICAL ENERGY SYSTEMS, 2021, 31 (09)
  • [10] An Intelligent MPPT Approach based on Neural-Network Voltage Estimator and Fuzzy Controller, Applied to a Stand-alone PV System
    Bendib, B.
    Krim, F.
    Belmili, H.
    Almi, M. F.
    Bolouma, S.
    2014 IEEE 23RD INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS (ISIE), 2014, : 404 - 409