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 agents

3 April 2023

Christoph Scholz

Papers citing "Managing power grids through topology actions: A comparative study between advanced rule-based and reinforcement learning agents"

9 / 9 papers shown

Title
On the Definition of Robustness and Resilience of AI Agents for Real-time Congestion Management Timothy Tjhay Ricardo J. Bessa Jose Paulos AAML 22 0 0 17 Apr 2025
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 49 1 0 29 Mar 2025
Learning Topology Actions for Power Grid Control: A Graph-Based Soft-Label Imitation Learning Approach Mohamed Hassouna Clara Holzhuter Malte Lehna Matthijs de Jong J. Viebahn Bernhard Sick Christoph Scholz AI4CE 48 0 0 19 Mar 2025
Robust Defense Against Extreme Grid Events Using Dual-Policy Reinforcement Learning Agents Benjamin M. Peter Mert Korkali 23 0 0 17 Nov 2024
Imitation Learning for Intra-Day Power Grid Operation through Topology Actions Matthijs de Jong Jan Viebahn Yuliya Shapovalova AI4CE 32 2 0 29 Jul 2024
Reinforcement Learning for Sustainable Energy: A Survey Koen Ponse Felix Kleuker Márton Fejér Álvaro Serra-Gómez Aske Plaat Thomas M. Moerland OffRL AI4CE 40 1 0 26 Jul 2024
Fault Detection for agents on power grid topology optimization: A Comprehensive analysis Malte Lehna Mohamed Hassouna Dmitry Degtyar Sven Tomforde Christoph Scholz AI4CE 26 2 0 24 Jun 2024
HUGO -- Highlighting Unseen Grid Options: Combining Deep Reinforcement Learning with a Heuristic Target Topology Approach Malte Lehna Clara Holzhuter Sven Tomforde Christoph Scholz 37 6 0 01 May 2024
Hierarchical Reinforcement Learning for Power Network Topology Control Blazej Manczak Jan Viebahn H. V. Hoof 26 7 0 03 Nov 2023