Stability Enhancement of PV Powered Microgrid using Levenberg-Marquardt Algorithm Based Intelligent Controller under Grid-connected Mode

被引:0
|
作者
Venkatesan A.K. [1 ]
Natarajan S.K. [1 ]
机构
[1] SELECT, Vellore Institute of Technology, Tamil Nadu, Chennai
关键词
ANN controller; LM-algorithm; Power-flow regulation; Stability of microgrid; Time-domain simulation; Voltage source converter;
D O I
10.13052/dgaej2156-3306.37214
中图分类号
学科分类号
摘要
An effective and robust controller is designed using Levenberg-Marquardt (LM) algorithm-based Artificial Neural Network (ANN) for the solar PhotoVoltaic (PV) based distributed generation units for stabilizing the grid-connected microgrid (MG) under load changes and irradiance variations. A test system comprising of two PV units and one diesel generator unit connected to the utility grid is modelled and considered for the controller design in MATLAB/Simulink environment. PV generated power is injected into the grid through voltage source converter (VSC) regulated by using the proposed ANN controller. Based on the grid voltage and available PV generation, the ANN controller regulates the inverter current by setting the reference voltage vector to synthesize gating pulses for the inverter. The robustness of the controller design is analysed and validated through time-domain simulations by subjecting it to extreme operating conditions. The controller performance is evaluated by Integral Square Error (ISE) and Integral Time Absolute Error (ITAE) for the test system. The results are compared with conventional PI and PID controllers to prove the superior performing ANN controller. © 2021 River Publishers
引用
收藏
页码:361 / 380
页数:19
相关论文
共 50 条
  • [41] Constant-Coupling-Effect-Based PLL for Synchronization Stability Enhancement of Grid-Connected Converter Under Weak Grids
    Lin, Xianfu
    Yu, Ruoxue
    Yu, Jingrong
    Wen, He
    IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2023, 70 (11) : 11310 - 11323
  • [42] Performance enhancement of a three-phase grid-connected PV inverter system using fractional-order integral sliding mode controls
    Boutaghane, Karima
    Bennecib, Nedjoua
    Benidir, Mohamed
    Benbouhenni, Habib
    Colak, Ilhami
    ENERGY REPORTS, 2024, 11 : 3976 - 3994
  • [43] An FRLQG Controller-Based Small-Signal Stability Enhancement of Hybrid Microgrid Using the BCSSO Algorithm
    Ensermu, Ginbar
    Vijayashanthi, M.
    Suresh, Merugu
    Shaik, Abdul Subhani
    Premalatha, B.
    Devadasu, G.
    JOURNAL OF ELECTRICAL AND COMPUTER ENGINEERING, 2023, 2023
  • [44] Double integral action based sliding mode controller design for the back-to-back converters in grid-connected hybrid wind-PV system
    Armghan, Hammad
    Yang, Ming
    Armghan, Ammar
    Ali, Naghmash
    INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2021, 127
  • [45] Techno-economic analysis of a grid-connected PV/battery system using the teaching-learning-based optimization algorithm
    Ashtiani, Mina Najafi
    Toopshekan, Ashkan
    Astaraei, Fatemeh Razi
    Yousefi, Hossein
    Maleki, Akbar
    SOLAR ENERGY, 2020, 203 : 69 - 82
  • [46] Particle swarm optimization algorithm-based PI inverter controller for a grid-connected PV system (vol 15, e0243581, 2020)
    Roslan, M. F.
    Al-Shetwi, A. Q.
    Hannan, M. A.
    Ker, P. J.
    Zuhdi, A. W. M.
    PLOS ONE, 2021, 16 (10):
  • [47] A Rule-based Power Management Controller using Stateflow for Grid-Connected PV-Battery Energy System supplying Household load
    Kermadi, Mostefa
    Salam, Zainal
    Berkouk, El Madjid
    2018 9TH IEEE INTERNATIONAL SYMPOSIUM ON POWER ELECTRONICS FOR DISTRIBUTED GENERATION SYSTEMS (PEDG), 2018,
  • [48] Perturbation observer based fractional-order sliding-mode controller for MPPT of grid-connected PV inverters: Design and real-time implementation
    Yang, Bo
    Yu, Tao
    Shu, Hongchun
    Zhu, Dena
    An, Na
    Sang, Yiyan
    Jiang, Lin
    CONTROL ENGINEERING PRACTICE, 2018, 79 : 105 - 125
  • [49] Performance enhancement of grid-connected photovoltaic systems using Ant Lion optimisation and Genetic Algorithm-based optimisation techniques
    Negi, Pankaj
    Pal, Yash
    Leena, G.
    COGNITIVE COMPUTATION AND SYSTEMS, 2022, 4 (03) : 273 - 283
  • [50] Optimal rule-based energy management and sizing of a grid-connected renewable energy microgrid with hybrid storage using Levy Flight Algorithm
    Modu, Babangida
    Abdullah, Md Pauzi
    Alkassem, Abdulrahman
    Hamza, Mukhtar Fatihu
    ENERGY NEXUS, 2024, 16