Enhanced load frequency regulation in microgrids with renewable energy sources and electric vehicles

被引:0
作者
Khan, Imran [1 ]
Malik, Suheel Abdullah [1 ]
Daraz, Amil [2 ]
Bareer, Baitullah [3 ]
机构
[1] Int Islamic Univ, Fac Engn & Technol, Dept Elect & Comp Engn, Islamabad 44000, Pakistan
[2] King Fahd Univ Petr & Minerals, Interdisciplinary Res Ctr Sustainable Energy Syst, Dhahran 31261, Saudi Arabia
[3] Paktia Univ, Educ Fac, Dept Comp Sci, Paktia 2201, Afghanistan
关键词
Microgrids; Renewable energy resources; Controller design; Electric vehicles; Black-winged kite algorithm; VIRTUAL SYNCHRONOUS GENERATOR; FRACTIONAL ORDER CONTROLLER; POWER-SYSTEMS; COORDINATION; AGC;
D O I
10.1038/s41598-025-10835-z
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Microgrid frequency control faces challenges due to load fluctuations and the intermittent nature of Renewable Energy Sources (RESs). The Load Frequency Control (LFC) scheme has been a profoundly investigated matter for decades for achieving a consistent frequency. This study introduces a novel cascaded Integral-Proportional-Proportional Derivative with Filter (I-P)-PDN controller designed to mitigate frequency deviations in microgrids incorporating Photovoltaic (PV) and Wind Turbine Generator (WTG), Fuel Cells (FCs), Electric Vehicles (EVs), Battery Energy Storage Systems (BESS), and Diesel Engine Generators (DEGs). To optimize the controller's parameters, the recently introduced Black-winged Kite Algorithm (BKA) is employed for its superior search efficiency and quick convergence. Simulation results show that the (I-P) cascaded PDN controller significantly outperforms existing controllers, such as PID, and PI-based models, by reducing frequency deviations, improving settling time, and minimizing overshoot and error indices. There is notable 77% reduction in overshoot (OSH) and 52% decrease in undershoot (USH) in tie-line power variations. Moreover, the Integral Absolute Error (IAE) is reduced by 42.3%, the Integral Time weighted Absolute Error (ITAE) by 85%, and the Integral Squared Error (ISE) by 98%. The study also examines the role of EVs as flexible energy storage, demonstrating their contribution to system resilience and stability. This approach offers a robust solution for effective frequency regulation in modern microgrids, ensuring reliable performance in dynamic conditions.
引用
收藏
页数:31
相关论文
共 81 条
[1]   Coordination strategies of distributed energy resources including FESS, DEG, FC and WTG in load frequency control (LFC) scheme of hybrid isolated micro-grid [J].
Abazari, Ahmadreza ;
Monsef, Hassan ;
Wu, Bin .
INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2019, 109 :535-547
[2]   Load frequency control based on reinforcement learning for microgrids under false data attacks [J].
Abouzeid, Said I. ;
Chen, Y. ;
Zaery, Mohamed ;
Abido, Mohammad A. ;
Raza, Asif ;
Abdelhameed, Esam H. .
COMPUTERS & ELECTRICAL ENGINEERING, 2025, 123
[3]   Adaptive LFC Incorporating Modified Virtual Rotor to Regulate Frequency and Tie-Line Power Flow in Multi-Area Microgrids [J].
Abubakr, Hussein ;
Guerrero, Josep M. ;
Vasquez, Juan C. ;
Mohamed, Tarek Hassan ;
Mahmoud, Karar ;
Darwish, Mohamed M. F. ;
Dahab, Yasser Ahmed .
IEEE ACCESS, 2022, 10 :33248-33268
[4]   Improving load frequency control performance in interconnected power systems with a new optimal high degree of freedom cascaded FOTPID-TIDF controller* [J].
Ahmed, Emad M. ;
Mohamed, Emad A. ;
Selim, Ali ;
Aly, Mokhtar ;
Alsadi, Abdurhman ;
Alhosaini, Waleed ;
Alnuman, Hammad ;
Ramadan, Husam A. .
AIN SHAMS ENGINEERING JOURNAL, 2023, 14 (10)
[5]   Optimum Modified Fractional Order Controller for Future Electric Vehicles and Renewable Energy-Based Interconnected Power Systems [J].
Ahmed, Emad M. ;
Mohamed, Emad A. ;
Elmelegi, Ahmed ;
Aly, Mokhtar ;
Elbaksawi, Osama .
IEEE ACCESS, 2021, 9 :29993-30010
[6]   Modified TID controller for load frequency control of a two-area interconnected diverse-unit power system [J].
Ahmed, Mohamed ;
Magdy, Gaber ;
Khamies, Mohamed ;
Kamel, Salah .
INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2022, 135
[7]   A New Optimized FOPIDA-FOIDN Controller for the Frequency Regulation of Hybrid Multi-Area Interconnected Microgrids [J].
Ahmed, Nessma M. ;
Ebeed, Mohamed ;
Magdy, Gaber ;
Sayed, Khairy ;
Gamoura, Samia Chehbi ;
Metwally, Ahmed Sayed M. ;
Mahmoud, Alaa A. .
FRACTAL AND FRACTIONAL, 2023, 7 (09)
[8]  
Ahmed NM, 2023, INT J RENEW ENERGY R, V13, P435
[9]   Bacteria foraging optimization algorithm based load frequency controller for interconnected power system [J].
Ali, E. S. ;
Abd-Elazim, S. M. .
INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2011, 33 (03) :633-638
[10]   Load Frequency Control and Automatic Voltage Regulation in Four-Area Interconnected Power Systems Using a Gradient-Based Optimizer [J].
Ali, Tayyab ;
Malik, Suheel Abdullah ;
Daraz, Amil ;
Adeel, Muhammad ;
Aslam, Sheraz ;
Herodotou, Herodotos .
ENERGIES, 2023, 16 (05)