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Reinforcement Learning for Electricity Network Operation

Reinforcement Learning for Electricity Network Operation

A. Kelly
A. O'Sullivan
Patrick de Mars
Antoine Marot
ArXiv (abs)PDFHTML

Papers citing "Reinforcement Learning for Electricity Network Operation"

15 / 15 papers shown
Title
Power Grid Control with Graph-Based Distributed Reinforcement Learning
Power Grid Control with Graph-Based Distributed Reinforcement Learning
Carlo Fabrizio
Gianvito Losapio
Marco Mussi
Alberto Maria Metelli
Marcello Restelli
AI4CE
40
0
0
02 Sep 2025
RL2Grid: Benchmarking Reinforcement Learning in Power Grid Operations
RL2Grid: Benchmarking Reinforcement Learning in Power Grid Operations
Enrico Marchesini
Benjamin Donnot
Constance Crozier
Ian Dytham
Christian Merz
Lars Schewe
Nico Westerbeck
Cathy Wu
Antoine Marot
P. Donti
OffRL
155
1
0
29 Mar 2025
State and Action Factorization in Power Grids
State and Action Factorization in Power Grids
Gianvito Losapio
Davide Beretta
Marco Mussi
Alberto Maria Metelli
Marcello Restelli
90
2
0
03 Sep 2024
Fault Detection for agents on power grid topology optimization: A Comprehensive analysis
Fault Detection for agents on power grid topology optimization: A Comprehensive analysis
Malte Lehna
Mohamed Hassouna
Dmitry Degtyar
Sven Tomforde
Christoph Scholz
AI4CE
143
3
0
24 Jun 2024
HUGO -- Highlighting Unseen Grid Options: Combining Deep Reinforcement Learning with a Heuristic Target Topology Approach
HUGO -- Highlighting Unseen Grid Options: Combining Deep Reinforcement Learning with a Heuristic Target Topology Approach
Malte Lehna
Clara Holzhuter
Sven Tomforde
Christoph Scholz
126
7
0
01 May 2024
Blackout Mitigation via Physics-guided RL
Blackout Mitigation via Physics-guided RL
Anmol Dwivedi
Santiago Paternain
A. Tajer
96
3
0
17 Jan 2024
Hierarchical Reinforcement Learning for Power Network Topology Control
Hierarchical Reinforcement Learning for Power Network Topology Control
Blazej Manczak
Jan Viebahn
H. V. Hoof
146
8
0
03 Nov 2023
On Autonomous Agents in a Cyber Defence Environment
On Autonomous Agents in a Cyber Defence Environment
Mitchell Kiely
David Bowman
Maxwell Standen
Christopher Moir
AAML
79
26
0
14 Sep 2023
Managing power grids through topology actions: A comparative study between advanced rule-based and reinforcement learning agents
Managing power grids through topology actions: A comparative study between advanced rule-based and reinforcement learning agentsEnergy and AI (EA), 2023
Malte Lehna
J. Viebahn
Christoph Scholz
Antoine Marot
Sven Tomforde
129
27
0
03 Apr 2023
Power Grid Congestion Management via Topology Optimization with AlphaZero
Power Grid Congestion Management via Topology Optimization with AlphaZero
Matthias Dorfer
Anton R. Fuxjäger
Kristián Kozák
P. Blies
Marcel Wasserer
100
24
0
10 Nov 2022
Improving Robustness of Reinforcement Learning for Power System Control with Adversarial Training
Improving Robustness of Reinforcement Learning for Power System Control with Adversarial Training
Alexander Pan
Yongkyun Lee
Huan Zhang
Yize Chen
Yuanyuan Shi
AAML
83
19
0
18 Oct 2021
Learning to run a Power Network Challenge: a Retrospective Analysis
Learning to run a Power Network Challenge: a Retrospective AnalysisNeural Information Processing Systems (NeurIPS), 2021
Antoine Marot
Benjamin Donnot
Gabriel Dulac-Arnold
A. Kelly
A. O'Sullivan
J. Viebahn
M. Awad
Isabelle M Guyon
P. Panciatici
Camilo Romero
128
88
0
02 Mar 2021
Adversarial Training for a Continuous Robustness Control Problem in Power Systems
Adversarial Training for a Continuous Robustness Control Problem in Power Systems
Loic Omnes
Antoine Marot
Benjamin Donnot
AAML
95
16
0
21 Dec 2020
Exploring grid topology reconfiguration using a simple deep reinforcement learning approach
Exploring grid topology reconfiguration using a simple deep reinforcement learning approach
Medha Subramanian
J. Viebahn
Simon Tindemans
Benjamin Donnot
Antoine Marot
97
31
0
26 Nov 2020
pymgrid: An Open-Source Python Microgrid Simulator for Applied Artificial Intelligence Research
pymgrid: An Open-Source Python Microgrid Simulator for Applied Artificial Intelligence Research
Gonzague Henri
T. Levent
Avishai Halev
Réda Alami
Philippe Cordier
39
22
0
11 Nov 2020

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