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High Performance Computing Reinforcement Learning Framework for Power System Control (CROSBI ID 734433)

Prilog sa skupa u zborniku | izvorni znanstveni rad | međunarodna recenzija

Damjanović, Ivana ; Pavić, Ivica ; Brčić, Mario ; Jerčić, Roko High Performance Computing Reinforcement Learning Framework for Power System Control // 2023 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT). Washington (MD): Institute of Electrical and Electronics Engineers (IEEE), 2023. str. 1-5 doi: 10.1109/ISGT51731.2023.10066416

Podaci o odgovornosti

Damjanović, Ivana ; Pavić, Ivica ; Brčić, Mario ; Jerčić, Roko

engleski

High Performance Computing Reinforcement Learning Framework for Power System Control

In this paper, the integration of a power system simulator and reinforcement learning (RL) tools and frameworks is presented. A proposed framework is easily applicable and can serve as a framework for further developing, training, and benchmarking RL algorithms on more complex tasks of power system control. The usage of standard RL frameworks enables a broad range of state-of-the-art algorithms to be implemented with high performance, scalability, and substantial code reuse. Also, the proposed framework design is suitable for scaling onto high-performance computing (HPC) clusters which significantly speeds up the computation. The IEEE 14-bus system is selected to show the simulation results of the proposed method.

High-performance computing ; power system control ; , reinforcement learning

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Podaci o prilogu

1-5.

2023.

nije evidentirano

objavljeno

978-1-6654-5355-4

10.1109/ISGT51731.2023.10066416

Podaci o matičnoj publikaciji

2023 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT)

Washington (MD): Institute of Electrical and Electronics Engineers (IEEE)

2167-9665

2472-8152

Podaci o skupu

2023 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT)

poster

16.01.2023-19.01.2023

Washington D.C., Sjedinjene Američke Države

Povezanost rada

Elektrotehnika, Interdisciplinarne tehničke znanosti, Računarstvo, Religijske znanosti (interdisciplinarno polje)

Poveznice