4 citations · 10 across the 7 of their papers we have counts for
7 papers
A General Approach of Automated Environment Design for Learning the Optimal Power Flow
Thomas Wolgast, Astrid Nieße
Reinforcement learning (RL) algorithms are increasingly used to solve the optimal power flow (OPF) problem. Yet, the question of how to design RL environments to maximize training…
Ten Recommendations for Engineering Research Software in Energy Research
Stephan Ferenz, Emilie Frost, Rico Schrage +5
Energy research software (ERS) is a central cornerstone to facilitate energy research. However, ERS is developed by researchers who, in many cases, lack formal training in software…
Learning the Optimal Power Flow: Environment Design Matters
Thomas Wolgast, Astrid Nieße
To solve the optimal power flow (OPF) problem, reinforcement learning (RL) emerges as a promising new approach. However, the RL-OPF literature is strongly divided regarding the exa…
ANALYSE -- Learning to Attack Cyber-Physical Energy Systems With Intelligent Agents
Thomas Wolgast, Nils Wenninghoff, Stephan Balduin +4
The ongoing penetration of energy systems with information and communications technology (ICT) and the introduction of new markets increase the potential for malicious or profit-dr…
Approximating Energy Market Clearing and Bidding With Model-Based Reinforcement Learning
Thomas Wolgast, Astrid Nieße
Energy market rules should incentivize market participants to behave in a market and grid conform way. However, they can also provide incentives for undesired and unexpected strate…
Learning to Attack Powergrids with DERs
Eric MSP Veith, Nils Wenninghoff, Stephan Balduin +2
In the past years, power grids have become a valuable target for cyber-attacks. Especially the attacks on the Ukrainian power grid has sparked numerous research into possible attac…
Analyzing Power Grid, ICT, and Market Without Domain Knowledge Using Distributed Artificial Intelligence
Eric MSP Veith, Stephan Balduin, Nils Wenninghoff +7
Modern cyber-physical systems (CPS), such as our energy infrastructure, are becoming increasingly complex: An ever-higher share of Artificial Intelligence (AI)-based technologies u…