TY - GEN
T1 - Data-Driven Control and Its Applications to Microgrids
AU - Karimi, Alireza
AU - Bahrani, Behrooz
AU - Zheng, Dongdong
AU - Madani, Seyed Sohail
N1 - Publisher Copyright:
© 2022 IEEE.
PY - 2022
Y1 - 2022
N2 - Renewable energy resources have an increasing share of the electrical power, and the concept of distributed generation and storage units is about to completely change the basic architecture and control algorithms of the electric power grids. In this tutorial paper, first a survey on data-driven control algorithms is presented. Then, an overview of different control problems related to the integration of the distributed energy resources into the electrical grid is given. Finally, a time-domain data-driven solution based on the neural networks and a frequency-domain solution using convex optimization techniques are presented for some challenging control problems in microgrids. The solutions are validated by simulation and hardware-in-the-loop (HIL) experiments.
AB - Renewable energy resources have an increasing share of the electrical power, and the concept of distributed generation and storage units is about to completely change the basic architecture and control algorithms of the electric power grids. In this tutorial paper, first a survey on data-driven control algorithms is presented. Then, an overview of different control problems related to the integration of the distributed energy resources into the electrical grid is given. Finally, a time-domain data-driven solution based on the neural networks and a frequency-domain solution using convex optimization techniques are presented for some challenging control problems in microgrids. The solutions are validated by simulation and hardware-in-the-loop (HIL) experiments.
UR - http://www.scopus.com/inward/record.url?scp=85144598933&partnerID=8YFLogxK
U2 - 10.1109/CCTA49430.2022.9966006
DO - 10.1109/CCTA49430.2022.9966006
M3 - Conference contribution
AN - SCOPUS:85144598933
T3 - 2022 IEEE Conference on Control Technology and Applications, CCTA 2022
BT - 2022 IEEE Conference on Control Technology and Applications, CCTA 2022
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2022 IEEE Conference on Control Technology and Applications, CCTA 2022
Y2 - 23 August 2022 through 25 August 2022
ER -
