Voltage Recovery and Current Sharing of DC Microgrids With Uncertain Constant Power Loads Using Neural Networks

被引:0
|
作者
Cheng, Qing [1 ]
Ding, Lei [1 ]
Deng, Chao [1 ]
机构
[1] Nanjing Univ Posts & Telecommun, Inst Adv Technol, Nanjing, Peoples R China
关键词
DC microgrids; constant power load(CPL); neural network; voltage recovery; current sharing; OPTIMIZATION;
D O I
10.1109/CCDC58219.2023.10326827
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we investigate distributed secondary control for DC microgrids with uncertain constant power load (CPL). First, a model of DC microgrids is established, where a controllable current source is introduced to be an control input and uncertain CPLs are regarded as unknown nonlinear dynamics. Based on the established model, an adaptive neural network (NN) controller is designed to achieve both voltage recovery and current sharing. The approximation property of radial basis function neural networks (RBFNNs) is used to neutralize the uncertain nonlinear dynamics in DC microgrids. It is proved that our proposed controller can guarantee the stability of DC microgrids. Simulations are performed to demonstrate the effectiveness and validity of the proposed method.
引用
收藏
页码:1762 / 1767
页数:6
相关论文
共 50 条
  • [1] Scalable Robust Voltage Control of DC Microgrids With Uncertain Constant Power Loads
    Sadabadi, Mahdieh S.
    Shafiee, Qobad
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 2020, 35 (01) : 508 - 515
  • [2] Consensus based distributed secondary control for current sharing and voltage restoration considering local loads and constant power loads in dc microgrids
    Mahdavi, Milad
    Banejad, Mahdi
    Gholizade Narm, Hossein
    Aminzadeh, Hamed
    [J]. INTERNATIONAL JOURNAL OF MODELLING AND SIMULATION, 2024,
  • [3] A Distributed Scheme for Economic Optimization Operation and Voltage Recovery with Constant Power Loads(CPLs) in DC Microgrids
    Liu, Beibei
    Yang, Jian
    Feng, Wendong
    Li, Ya
    Fang, Lingqi
    Lv, Quanxu
    [J]. PROCEEDINGS OF THE 15TH IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS (ICIEA 2020), 2020, : 845 - 849
  • [4] Consensus-Based Current Sharing and Voltage Balancing in DC Microgrids With Exponential Loads
    Nahata, Pulkit
    Turan, Mustafa Sahin
    Ferrari-Trecate, Giancarlo
    [J]. IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2022, 30 (04) : 1668 - 1680
  • [5] Current sharing and voltage restoration based on determination of transmission line resistance considering constant power loads in direct current microgrids
    Mahdavi, Milad
    Banejad, Mahdi
    Gholizadeh Narm, Hossein
    Aminzadeh, Hamed
    [J]. INTERNATIONAL JOURNAL OF CIRCUIT THEORY AND APPLICATIONS, 2024, 52 (07) : 3279 - 3305
  • [6] Virtual Inductance for DC Microgrids with Constant Power Loads
    Liu, Jianzhe
    Zhang, Wei
    Rizzoni, Giorgio
    [J]. 2017 IEEE NATIONAL AEROSPACE AND ELECTRONICS CONFERENCE (NAECON), 2017, : 1 - 6
  • [7] Finite-Time Nonlinear Observer Design for Uncertain DC Microgrids Feeding Constant Power Loads
    Neisarian, Shekoufeh
    Arefi, Mohammad Mehdi
    Vafamand, Navid
    Javadi, Mohammad S.
    Catalao, Joao P. S.
    [J]. 2021 21ST IEEE INTERNATIONAL CONFERENCE ON ENVIRONMENT AND ELECTRICAL ENGINEERING AND 2021 5TH IEEE INDUSTRIAL AND COMMERCIAL POWER SYSTEMS EUROPE (EEEIC/I&CPS EUROPE), 2021,
  • [8] Robust Non-Fragile Fuzzy Control of Uncertain DC Microgrids Feeding Constant Power Loads
    Vafamand, Navid
    Khooban, Mohammad Hassan
    Dragicevic, Tomislav
    Blaabjerg, Frede
    Boudjadar, Jalil
    [J]. IEEE TRANSACTIONS ON POWER ELECTRONICS, 2019, 34 (11) : 11300 - 11308
  • [9] Robust Stability Analysis of DC Microgrids With Constant Power Loads
    Liu, Jianzhe
    Zhang, Wei
    Rizzoni, Giorgio
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 2018, 33 (01) : 851 - 860
  • [10] Sliding Mode Control of DC Microgrids with Constant Power Loads
    Abdollahi, Roghieh
    Pisu, Pierluigi
    Ayalew, Beshah
    Biron, Zoleikha
    [J]. 2023 AMERICAN CONTROL CONFERENCE, ACC, 2023, : 4057 - 4062