Optimal Control of a Microgrid with Distributed Renewable Generation and Battery Energy Storage

被引:1
作者
Alshehri, Jaber [1 ]
Alzahrani, Ahmed [1 ]
Khalid, Muhammad [1 ,2 ]
Alismail, Fahad [1 ,2 ]
机构
[1] King Fahd Univ Petr & Minerals KFUPM, Elect Engn Dept, Dhahran 31261, Saudi Arabia
[2] KA CARE Energy Res & Innovat Ctr, Dhahran 31261, Saudi Arabia
来源
2020 IEEE POWER & ENERGY SOCIETY INNOVATIVE SMART GRID TECHNOLOGIES CONFERENCE (ISGT) | 2020年
关键词
Distributed renewable generation; differential evolution optimization; microgrid; neural network; proportional-integral controller; energy storage devices; INTEGRATION; RESOURCES;
D O I
10.1109/isgt45199.2020.9087685
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Modern power systems rely on renewable energy sources and distributed generation systems more than ever before. The combination of those two along with the advanced energy storage systems contributed widely to the development of microgrids (MGs). This paper considers a microgrid system that consists of two distributed generators, which are diesel synchronous generator, and photovoltaic power system integrated with energy storage devices. The voltage and frequency at the point of common coupling need to be maintained at steady state conditions. Hence, an energy storage-based PI controller is designed by using a differential evolution optimization technique. The controller parameters (Kp and Ki) have been optimized under several operating conditions. The obtained inputs and outputs patterns used to train the neural networks (NN) to restore the system frequency and voltage effectively subjected to unknown disturbances. Finally, the NN has been tested, and the simulation results show a superior robustness performance of the proposed controller.
引用
收藏
页数:5
相关论文
共 50 条
  • [21] Coordinated Control of Battery Energy Storage System in a Microgrid
    Wang, Y.
    Tan, K. T.
    So, P. L.
    2013 IEEE PES ASIA-PACIFIC POWER AND ENERGY ENGINEERING CONFERENCE (APPEEC), 2013,
  • [22] Optimal sizing of Battery Energy Storage System for household microgrid
    Wang, Libin
    Li, Chunhui
    Wang, Jiawei
    Zhao, Haibo
    Shen, Zeyuan
    PROCEEDINGS OF THE 2015 4TH INTERNATIONAL CONFERENCE ON COMPUTER, MECHATRONICS, CONTROL AND ELECTRONIC ENGINEERING (ICCMCEE 2015), 2015, 37 : 121 - 127
  • [23] Cooperative Control of Distributed Energy Storage Systems in a Microgrid
    Xu, Yinliang
    Zhang, Wei
    Hug, Gabriela
    Kar, Soummya
    Li, Zhicheng
    IEEE TRANSACTIONS ON SMART GRID, 2015, 6 (01) : 238 - 248
  • [24] Microgrid Control Based on the Use and Storage of Renewable Energy Sources
    Urishev B.
    Applied Solar Energy, 2018, 54 (5) : 388 - 391
  • [25] Autonomous Distributed Frequency Control for the Management of Energy Storage Systems in Microgrid
    Yorino, Naoto
    Amimoto, Kazuya
    Sasaki, Yutaka
    Zoka, Yoshifumi
    Inami, Hiromu
    Ogawa, Shoya
    2022 IEEE SUSTAINABLE POWER AND ENERGY CONFERENCE (ISPEC), 2022,
  • [26] Optimisation of Battery Energy Storage Capacity for a Grid-Tied Renewable Microgrid
    Garmabdari, Rasoul
    Moghimi, Mojtaba
    Yang, Fuwen
    Lu, Junwei
    Li, Hui
    Yang, Zilong
    2017 IEEE INNOVATIVE SMART GRID TECHNOLOGIES - ASIA (ISGT-ASIA), 2017, : 440 - 445
  • [27] Battery Energy Storage System Control for Voltage Regulation in Microgrid with High Penetration of PV Generation
    Jamroen, Chaowanan
    Pannawan, Akekachai
    Sirisukprasert, Siriroj
    2018 53RD INTERNATIONAL UNIVERSITIES POWER ENGINEERING CONFERENCE (UPEC), 2018,
  • [28] Study of Frequency Response with Centralized vs. Distributed Placement of Battery Energy Storage Systems in Renewable Integrated Microgrid
    Arif, Shaila
    Aziz, Tareq
    2017 IEEE INTERNATIONAL WIE CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING (IEEE WIECON-ECE 2017), 2017, : 96 - 99
  • [29] Real-time optimal energy dispatch for microgrid with battery storage
    Shi, Qingjun
    Jiang, Quanyuan
    Dianli Zidonghua Shebei/Electric Power Automation Equipment, 2013, 33 (05): : 76 - 82
  • [30] Optimal renewable generation and battery storage sizing and siting considering local transformer limits
    Novoa, Laura
    Flores, Robert
    Brouwer, Jack
    APPLIED ENERGY, 2019, 256