An Open Source Software Stack for Tuning the Dynamical Behavior of Complex Power Systems. - Anna Büttner; Hans Würfel; Anton Plietzsch; Michael Lindner; Frank Hellmann (OSMSES, 2022)

Predicting Fault-Ride-Through Probability of Inverter-Dominated Power Grids using Machine Learning. - Christian Nauck; Anna Büttner; Sebastian Liemann; Frank Hellmann; Michael Lindner (CoRR, 2024)

Complex-Phase, Data-Driven Identification of Grid-Forming Inverter Dynamics. - Anna Büttner; Hans Würfel; Sebastian Liemann; Johannes Schiffer; Frank Hellmann (CoRR, 2024)

Projected Neural Differential Equations for Learning Constrained Dynamics. - Alistair White; Anna Büttner; Maximilian Gelbrecht; Valentin Duruisseaux; Niki Kilbertus; Frank Hellmann; Niklas Boers (CoRR, 2024)

Probabilistic Behavioral Aggregation: A Case Study on the Nordic Power Grid. - Anna Büttner; Frank Hellmann (CoRR, 2024)

Complex Phase Analysis of Power Grid Dynamics. - Jakob Niehues; Anna Büttner; Anne Riegler; Frank Hellmann (CoRR, 2025)