Frank Hellmann

26 papers A* 1Journal 23Unranked 2
YearRankTypeTitle / Venue / Authors
2026 J jnl
Network Measure-Enriched GNNs: A New Framework for Power Grid Stability Prediction.
IEEE Trans. Knowl. Data Eng.
Junyou Zhu, Christian Nauck, Michael Lindner, Langzhou He, Philip S. Yu, Klaus-Robert Müller, Jürgen Kurths, Frank Hellmann
2025 J jnl
Complex Phase Analysis of Power Grid Dynamics.
CoRR
Jakob Niehues, Anna Büttner, Anne Riegler, Frank Hellmann
2025 J jnl
Complex-Phase, Data-Driven Identification of Grid-Forming Inverter Dynamics.
IEEE Trans. Smart Grid
Anna Büttner, Hans Würfel, Sebastian Liemann, Johannes Schiffer, Frank Hellmann
2025 A* conf
SDMG: Smoothing Your Diffusion Models for Powerful Graph Representation Learning.
ICML
Junyou Zhu, Langzhou He, Chao Gao, Dongpeng Hou, Zhen Su, Philip S. Yu, Jürgen Kurths, Frank Hellmann
2024 J jnl
Complex-Phase, Data-Driven Identification of Grid-Forming Inverter Dynamics.
CoRR
Anna Büttner, Hans Würfel, Sebastian Liemann, Johannes Schiffer, Frank Hellmann
2024 J jnl
Dirac-Bianconi Graph Neural Networks - Enabling Non-Diffusive Long-Range Graph Predictions.
CoRR
Christian Nauck, Rohan Gorantla, Michael Lindner, Konstantin Schürholt, Antonia S. J. S. Mey, Frank Hellmann
2024 — conf
Dirac–Bianconi Graph Neural Networks – Enabling Non-Diffusive Long-Range Graph Predictions.
GRaM
Christian Nauck, Rohan Gorantla, Michael Lindner, Konstantin Schürholt, Antonia S. J. S. Mey, Frank Hellmann
2024 J jnl
Predicting Fault-Ride-Through Probability of Inverter-Dominated Power Grids using Machine Learning.
CoRR
Christian Nauck, Anna Büttner, Sebastian Liemann, Frank Hellmann, Michael Lindner
2024 J jnl
Predicting Instability in Complex Oscillator Networks: Limitations and Potentials of Network Measures and Machine Learning.
CoRR
Christian Nauck, Michael Lindner, Nora Molkenthin, Jürgen Kurths, Eckehard Schöll, Jörg Raisch, Frank Hellmann
2024 J jnl
Probabilistic Behavioral Aggregation: A Case Study on the Nordic Power Grid.
CoRR
Anna Büttner, Frank Hellmann
2024 J jnl
Projected Neural Differential Equations for Learning Constrained Dynamics.
CoRR
Alistair White, Anna Büttner, Maximilian Gelbrecht, Valentin Duruisseaux, Niki Kilbertus, Frank Hellmann, Niklas Boers
2024 J jnl
Small-signal stability of power systems with voltage droop.
CoRR
Jakob Niehues, Robin Delabays, Frank Hellmann
2022 — conf
An Open Source Software Stack for Tuning the Dynamical Behavior of Complex Power Systems.
OSMSES
Anna Büttner, Hans Würfel, Anton Plietzsch, Michael Lindner, Frank Hellmann
2022 J jnl
Dynamic stability of power grids - new datasets for Graph Neural Networks.
CoRR
Christian Nauck, Michael Lindner, Konstantin Schürholt, Frank Hellmann
2022 J jnl
PowerDynamics.jl - An experimentally validated open-source package for the dynamical analysis of power grids.
SoftwareX
Anton Plietzsch, Raphael Kogler, Sabine Auer, Julia Merino, Asier Gil-de-Muro, Jan Liße, Christina Vogel, Frank Hellmann
2022 J jnl
Spike Spectra for Recurrences.
Entropy
K. Hauke Kraemer, Frank Hellmann, Mehrnaz Anvari, Jürgen Kurths, Norbert Marwan
2022 J jnl
Towards dynamic stability analysis of sustainable power grids using graph neural networks.
CoRR
Christian Nauck, Michael Lindner, Konstantin Schürholt, Frank Hellmann
2021 J jnl
A normal form for grid forming power grid components.
CoRR
Raphael Kogler, Anton Plietzsch, Paul Schultz, Frank Hellmann
2021 J jnl
An Open Source Software Stack for Tuning the Dynamical Behavior of Complex Power Systems.
CoRR
Anna Büttner, Hans Würfel, Anton Plietzsch, Michael Lindner, Frank Hellmann
2021 J jnl
PowerDynamics.jl - An experimentally validated open-source package for the dynamical analysis of power grids.
CoRR
Anton Plietzsch, Raphael Kogler, Sabine Auer, Julia Merino, Asier Gil-de-Muro, Jan Liße, Christina Vogel, Frank Hellmann
2021 J jnl
Predicting Dynamic Stability of Power Grids using Graph Neural Networks.
CoRR
Christian Nauck, Michael Lindner, Konstantin Schürholt, Haoming Zhang, Paul Schultz, Jürgen Kurths, Ingrid Isenhardt, Frank Hellmann
2021 J jnl
Probabilistic Behavioral Distance and Tuning - Reducing and aggregating complex systems.
CoRR
Frank Hellmann, Ekaterina Zolotarevskaia, Jürgen Kurths, Jörg Raisch
2021 J jnl
Probabilistic Stability Assessment for Active Distribution Grids.
CoRR
Sebastian Liemann, Lia Strenge, Paul Schultz, Holm Hinners, Johannis Porst, Marcel Sarstedt, Frank Hellmann
2020 J jnl
A multilayer, multi-timescale model approach for economic and frequency control in power grids.
CoRR
Lia Strenge, Paul Schultz, Jürgen Kurths, Jörg Raisch, Frank Hellmann
2020 J jnl
Iterative learning control in prosumer-based microgrids with hierarchical control.
CoRR
Lia Strenge, Xiaohan Jing, Ruth Boersma, Paul Schultz, Frank Hellmann, Jürgen Kurths, Jörg Raisch, Thomas Seel
2020 J jnl
NetworkDynamics.jl - Composing and simulating complex networks in Julia.
CoRR
Michael Lindner, Lucas Lincoln, Fenja Drauschke, Julia Monika Koulen, Hans Würfel, Anton Plietzsch, Frank Hellmann