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2020 – today
- 2024
[i18]Christian Nauck, Michael Lindner, Nora Molkenthin, Jürgen Kurths, Eckehard Schöll, Jörg Raisch, Frank Hellmann:
Predicting Instability in Complex Oscillator Networks: Limitations and Potentials of Network Measures and Machine Learning. CoRR abs/2402.17500 (2024)- [i17]Christian Nauck, Anna Büttner, Sebastian Liemann, Frank Hellmann, Michael Lindner:
Predicting Fault-Ride-Through Probability of Inverter-Dominated Power Grids using Machine Learning. CoRR abs/2406.08917 (2024) - [i16]Christian Nauck, Rohan Gorantla, Michael Lindner, Konstantin Schürholt, Antonia S. J. S. Mey, Frank Hellmann:
Dirac-Bianconi Graph Neural Networks - Enabling Non-Diffusive Long-Range Graph Predictions. CoRR abs/2407.12419 (2024) - [i15]Anna Büttner, Hans Würfel, Sebastian Liemann, Johannes Schiffer, Frank Hellmann:
Complex-Phase, Data-Driven Identification of Grid-Forming Inverter Dynamics. CoRR abs/2409.17132 (2024) - [i14]Alistair White, Anna Büttner, Maximilian Gelbrecht, Valentin Duruisseaux, Niki Kilbertus, Frank Hellmann, Niklas Boers:
Projected Neural Differential Equations for Learning Constrained Dynamics. CoRR abs/2410.23667 (2024) - [i13]Jakob Niehues, Robin Delabays, Frank Hellmann:
Small-signal stability of power systems with voltage droop. CoRR abs/2411.10832 (2024) - [i12]Anna Büttner, Frank Hellmann:
Probabilistic Behavioral Aggregation: A Case Study on the Nordic Power Grid. CoRR abs/2412.11899 (2024) - 2022
- [j2]K. Hauke Kraemer
, Frank Hellmann, Mehrnaz Anvari, Jürgen Kurths, Norbert Marwan:
Spike Spectra for Recurrences. Entropy 24(11): 1689 (2022) - [j1]Anton Plietzsch, Raphael Kogler, Sabine Auer, Julia Merino, Asier Gil-de-Muro, Jan Liße, Christina Vogel, Frank Hellmann:
PowerDynamics.jl - An experimentally validated open-source package for the dynamical analysis of power grids. SoftwareX 17: 100861 (2022) - [c1]Anna Büttner, Hans Würfel, Anton Plietzsch, Michael Lindner, Frank Hellmann:
An Open Source Software Stack for Tuning the Dynamical Behavior of Complex Power Systems. OSMSES 2022: 1-6 - [i11]Christian Nauck, Michael Lindner, Konstantin Schürholt, Frank Hellmann:
Dynamic stability of power grids - new datasets for Graph Neural Networks. CoRR abs/2206.06369 (2022) - [i10]Christian Nauck, Michael Lindner, Konstantin Schürholt, Frank Hellmann:
Towards dynamic stability analysis of sustainable power grids using graph neural networks. CoRR abs/2212.11130 (2022) - 2021
- [i9]Anton Plietzsch, Raphael Kogler, Sabine Auer, Julia Merino, Asier Gil-de-Muro, Jan Liße, Christina Vogel, Frank Hellmann:
PowerDynamics.jl - An experimentally validated open-source package for the dynamical analysis of power grids. CoRR abs/2101.02103 (2021) - [i8]Raphael Kogler, Anton Plietzsch, Paul Schultz, Frank Hellmann:
A normal form for grid forming power grid components. CoRR abs/2106.00644 (2021) - [i7]Sebastian Liemann, Lia Strenge, Paul Schultz, Holm Hinners, Johannis Porst, Marcel Sarstedt, Frank Hellmann:
Probabilistic Stability Assessment for Active Distribution Grids. CoRR abs/2106.09624 (2021) - [i6]Christian Nauck, Michael Lindner, Konstantin Schürholt, Haoming Zhang, Paul Schultz, Jürgen Kurths, Ingrid Isenhardt, Frank Hellmann:
Predicting Dynamic Stability of Power Grids using Graph Neural Networks. CoRR abs/2108.08230 (2021) - [i5]Frank Hellmann, Ekaterina Zolotarevskaia, Jürgen Kurths, Jörg Raisch:
Probabilistic Behavioral Distance and Tuning - Reducing and aggregating complex systems. CoRR abs/2111.12521 (2021) - [i4]Anna Büttner, Hans Würfel, Anton Plietzsch, Michael Lindner, Frank Hellmann:
An Open Source Software Stack for Tuning the Dynamical Behavior of Complex Power Systems. CoRR abs/2112.00347 (2021) - 2020
- [i3]Lia Strenge, Xiaohan Jing, Ruth Boersma, Paul Schultz, Frank Hellmann, Jürgen Kurths, Jörg Raisch, Thomas Seel:
Iterative learning control in prosumer-based microgrids with hierarchical control. CoRR abs/2003.11806 (2020) - [i2]Lia Strenge, Paul Schultz, Jürgen Kurths, Jörg Raisch, Frank Hellmann:
A multilayer, multi-timescale model approach for economic and frequency control in power grids. CoRR abs/2003.11807 (2020) - [i1]Michael Lindner, Lucas Lincoln, Fenja Drauschke, Julia Monika Koulen, Hans Würfel, Anton Plietzsch, Frank Hellmann:
NetworkDynamics.jl - Composing and simulating complex networks in Julia. CoRR abs/2012.12696 (2020)
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