Application of Reinforcement Learning to Electrical Power System Closed-Loop Emergency Control

被引：0

作者：

Druet, C. ^{[1
]}

Ernest, D. ^{[1
]}

Wehenkel, L. ^{[1
]}

机构：

[1] Univ Liege, Inst Montefiore, Dept Elect & Comp Engn, B-4000 Liege, Belgium

来源：

LECTURE NOTES IN COMPUTER SCIENCE <D> | 2000年 / 1910卷

关键词：

D O I：

暂无

中图分类号：

TP31 [计算机软件];

学科分类号：

081202 ; 0835 ;

摘要：

This paper investigates the use of reinforcement learning in electric power system emergency control. The approach consists of using numerical simulations together with on-policy Monte Carlo control to determine a discrete switching control law to trip generators so as to avoid loss of synchronism. The proposed approach is tested on a model of a real large scale power system and results are compared with a quasi-optimal control law designed by a brute force approach for this system.

引用

页码：86 / 95

页数：10

共 50 条

[1] Closed-loop control of a noisy qubit with reinforcement learning
Ding, Yongcheng
Chen, Xi
Magdalena-Benedito, Rafael
Martin-Guerrero, Jose D.
[J]. MACHINE LEARNING-SCIENCE AND TECHNOLOGY, 2023, 4 (02):
[2] Deep Reinforcement Learning for Closed-Loop Blood Glucose Control
Fox, Ian
Lee, Joyce
Pop-Busui, Rodica
Wiens, Jenna
[J]. MACHINE LEARNING FOR HEALTHCARE CONFERENCE, VOL 126, 2020, 126 : 508 - 535
[3] Closed-Loop Control of Fluid Resuscitation Using Reinforcement Learning
Estiri, Elham
Mirinejad, Hossein
[J]. IEEE ACCESS, 2023, 11 : 140569 - 140581
[4] UTILIZATION OF A CLOSED-LOOP EMERGENCY CONTROL SYSTEM.
Barkan, Ya.D.
[J]. Power engineering New York, 1981, 19 (01): : 51 - 57
[5] Reinforcement learning fbr mixed open-loop and closed-loop control
Hansen, EA
Barto, AG
Zilberstein, S
[J]. ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 9: PROCEEDINGS OF THE 1996 CONFERENCE, 1997, 9 : 1026 - 1032
[6] Power system security enhancement by HVDC links using a closed-loop emergency control
Benasla, Mokhtar
Allaoui, Tayeb
Brahami, Mostefa
Sood, Vijay K.
Denai, Mouloud
[J]. ELECTRIC POWER SYSTEMS RESEARCH, 2019, 168 : 228 - 238
[7] Closed-Loop Control of Facts Devices in Power System
Jebaseelan, S. D. Sundarsingh
Ravi, C. N.
Nagarajan, G.
Marlin, S.
[J]. PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON SOFT COMPUTING SYSTEMS, ICSCS 2015, VOL 1, 2016, 397 : 361 - 369
[8] Closed-Loop Control of Direct Ink Writing via Reinforcement Learning
Piovarci, Michal
Foshey, Michael
Xu, Jie
Erps, Timmothy
Babaei, Vahid
Didyk, Piotr
Rusinkiewicz, Szymon
Matusik, Wojciech
Bickel, Bernd
[J]. ACM TRANSACTIONS ON GRAPHICS, 2022, 41 (04):
[9] Reinforcement learning based closed-loop reference model adaptive flight control system design
Yuksek, Burak
Inalhan, Gokhan
[J]. INTERNATIONAL JOURNAL OF ADAPTIVE CONTROL AND SIGNAL PROCESSING, 2021, 35 (03) : 420 - 440
[10] Development and Application of Closed-Loop Control Performance Evaluation System for Nuclear Power Plant
Luan, Zhen-Hua
Yang, Zong-Wei
Liu, Peng
Liang, Jun
[J]. NUCLEAR POWER PLANTS: INNOVATIVE TECHNOLOGIES FOR INSTRUMENTATION AND CONTROL SYSTEMS (ISNPP 2019), 2020, 595 : 335 - 344

← 1 2 3 4 5 →