TY - GEN
T1 - Reinforcement Learning based MIMO Controller for Virtual Inertia Control in Isolated Microgrids
AU - Skiparev, Vjatseslav
AU - Belikov, Juri
AU - Petlenkov, Eduard
AU - Levron, Yoash
N1 - Publisher Copyright: © 2022 IEEE.
PY - 2022
Y1 - 2022
N2 - In this paper, we propose a multi-input multi-output controller for optimal control of nonlinear energy storage, using deep reinforcement learning (DRL) algorithm. This controller provides the frequency support in an isolated microgrid with high penetration of variable renewable energy sources and varying system inertia. To achieve an optimal control we redesigned neural network of actor and critic, simplified deep deterministic policy gradient (DDPG) rules, and reorganized the reward/punishment system. Simulation results show the efficiency of the proposed virtual inertia control architecture in several scenarios.
AB - In this paper, we propose a multi-input multi-output controller for optimal control of nonlinear energy storage, using deep reinforcement learning (DRL) algorithm. This controller provides the frequency support in an isolated microgrid with high penetration of variable renewable energy sources and varying system inertia. To achieve an optimal control we redesigned neural network of actor and critic, simplified deep deterministic policy gradient (DDPG) rules, and reorganized the reward/punishment system. Simulation results show the efficiency of the proposed virtual inertia control architecture in several scenarios.
KW - Virtual inertia control
KW - deep reinforcement learning
KW - microgrids
KW - renewable energy
UR - http://www.scopus.com/inward/record.url?scp=85143762782&partnerID=8YFLogxK
U2 - https://doi.org/10.1109/ISGT-Europe54678.2022.9960447
DO - https://doi.org/10.1109/ISGT-Europe54678.2022.9960447
M3 - منشور من مؤتمر
T3 - IEEE PES Innovative Smart Grid Technologies Conference Europe
BT - Proceedings of 2022 IEEE PES Innovative Smart Grid Technologies Conference Europe, ISGT-Europe 2022
T2 - 2022 IEEE PES Innovative Smart Grid Technologies Conference Europe, ISGT-Europe 2022
Y2 - 10 October 2022 through 12 October 2022
ER -
