Zhu, Junyou, Nauck, Christian, Lindner, Michael, He, Langzhou, Yu, Philip S., Müller, Klaus-Robert , Kurths, Jürgen, Hellmann, Frank (2026):
Network Measure-Enriched GNNs: A New Framework for Power Grid Stability Prediction
- IEEE Transactions on Knowledge and Data Engineering
Raum, H., Schnake, T., Hellmann, Frank, Kurths, Jürgen, Nauck, Christian (2025):
Explainable AI for analyzing the decision of GNNs at predicting dynamic stability of complex oscillator networks
- Chaos
Niehues, Jakob, Büttner, Anna, Riegler, Anne, Hellmann, Frank (2025):
Complex Phase Analysis of Power Grid Dynamics
- 2025 IEEE Kiel PowerTech
Büttner, Anna, Würfel, Hans, Liemann, Sebastian, Schiffer, Johannes, Hellmann, Frank (2025):
Complex-Phase, Data-Driven Identification of Grid-Forming Inverter Dynamics
- IEEE Transactions on Smart Grid
Niehues, Jakob, Delabays, Robin, Büttner, Anna, Hellmann, Frank:
Small-signal stability of power systems with voltage droop
- IEEE Transactions on Power Systems
Büttner, Anna, Hellmann, Frank (2025):
Probabilistic behavioral aggregation: A case study on the Nordic power grid
- PloS ONE
Schaeffer, Roberto, Schipper, E. Lisa F., Ospina, Daniel, Mirazo, Paula, Alencar, Ane, Anvari, Mehrnaz, Artaxo, Paulo, Biresselioglu, Mehmet Efe, Blome, Tanja, Boeckmann, Melanie, Brink, Ebba, Broadgate, Wendy, Bustamante, Mercedes, Cai, Wenju, Canadell, Josep G., Cardinale, Roberto, Chidichimo, Maria Paz, Ditlevsen, Peter, Eicker, Ursula, Feron, Sarah, Fikru, Mahelet G., Fuss, Sabine, Gaye, Amadou T., Gustafsson, Örjan, Harring, Niklas, He, Cheng, Hebden, Sophie, Heilemann, Adrian, Hirota, Marina, Janardhanan, Nandakumar, Juhola, Sirkku, Jung, Tae Yong, Kejun, Jiang, Kilkiș, Şiir, Kumarasinghe, Nilushi, Lapola, David, Lee, June-Yi, Levis, Carolina, Lusambili, Adelaide, Maasakkers, Joannes D., MacIntosh, Claire, Mahmood, Jemilah, Mankin, Justin S., Marchegiani, Pía, Martin, Maria, Mukherji, Aditi, Muñoz-Erickson, Tischa A., Niazi, Zeenat, Nyangon, Joseph, Pandipati, Santosh, Perera, Amarasinghage T.D., Persad, Geeta, Persson, Åsa, Redman, Aaron, Riipinen, Ilona, Rockström, Johan, Roffe, Sarah, Roy, Joyashree, Sakschewski, Boris, Samset, Bjørn H., Schlosser, Peter, Sharifi, Ayyoob, Shih, Wan-Yu, Sioen, Giles B., Sokona, Youba, Stammer, Detlef, Suk, Sunhee, Thiam, Djiby, Thompson, Vikki, Tullos, Erin, van Westen, René M., Vargas Falla, Ana Maria, Vecellio, Daniel J., Worden, John, Wu, Henry C., Xu, Chi, Yang, Yang, Zachariah, Mariam, Zhang, Zhen, Ziervogel, Gina (2025):
Ten new insights in climate science 2024
- One Earth
Kastendiek, Nina, Niehues, Jakob, Delabays, Robin, Gross, Thilo, Hellmann, Frank (2025):
Phase and gain stability for adaptive dynamical networks
- Chaos
Niehues, Jakob, Yanchuk, Serhiy, Berner, Rico, Kurths, Jürgen, Hellmann, Frank, Anvari, Mehrnaz (2024):
Resonant Solitary States in Complex Networks
- New Journal of Physics
Nauck, Christian, Gorantla, Rohan , Lindner, Michael, Schürholt, Konstantin , Mey, Antonia S. J. S. , Hellmann, Frank (2024):
Dirac-Bianconi Graph Neural Networks - Enabling Non-Diffusive Long-Range Graph Predictions
- Proceedings of Machine Learning Research
Creutzig, Felix, Schmaus, Alexander, Ayaragarnchanakul, Eva, Becker, Sophia, Falchetta, Giacomo, Hu, Jiawei, Goletz, Mirko, Guéret, Adeline, Nagel, Kai, Schild, Jonas, Schill, Wolf-Peter, Schlenther, Tilmann, Molkenthin, Nora (2024):
Shared pooled mobility: expert review from nine disciplines and implications for an emerging transdisciplinary research agenda
- Environmental Research Letters
Stürmer, Julian, Plietzsch, Anton, Vogt, Thomas, Hellmann, Frank, Kurths, Jürgen, Otto, Christian, Frieler, Katja, Anvari, Mehrnaz (2024):
Increasing the resilience of the Texas power grid against extreme storms by hardening critical lines
- Nature Energy
Büttner, Anna, Hellmann, Frank (2024):
Complex Couplings - A universal, adaptive and bilinear formulation of power grid dynamics
- Physical Review X
Lücke, Marvin, Heitzig, Jobst, Koltai, Péter, Molkenthin, Nora, Winkelmann, Stefanie (2023):
Large population limits of Markov processes on random networks
- Stochastic Processes and their Applications
Nauck, Christian, Lindner, Michael, Schürholt, Konstantin , Hellmann, Frank (2023):
Toward dynamic stability assessment of power grid topologies using graph neural networks
- Chaos
Biehl, Juliane, Missbach, Leonard, Riedel, Franziska, Stemmle, Ruben, Jüchter, Julian, Weber, Jessica, Kucknat, Johanna, Odenweller, Adrian, Nauck, Christian, Lukassen, Laura J., Zech, Matthias, Grimm, Marie (2023):
Wicked facets of the German energy transition – examples from the electricity, heating, transport, and industry sectors
- International Journal of Sustainable Energy
Büttner, Anna, Plietzsch, Anton, Anvari, Mehrnaz, Hellmann, Frank (2023):
A framework for synthetic power system dynamics
- Chaos
Güven, J. Jasmin, Molkenthin, Nora, Mühle, Steffen, Mey, Antonia S. J. S. (2023):
What geometrically constrained models can tell us about real-world protein contact maps
- Physical Biology
Hellmann, Frank, Zolotarevskaia, Ekaterina, Kurths, Jürgen, Raisch, Jörg (2023):
Probabilistic Behavioral Distance and Tuning - Reducing and aggregating complex systems
- Journal of Physics: Complexity
Pfeffer, Oskar, Molkenthin, Nora, Hellmann, Frank (2022):
Ensemble analysis of complex network properties—an MCMC approach
- New Journal of Physics
Krämer, Kai-Hauke, Hellmann, Frank, Anvari, Mehrnaz, Kurths, Jürgen, Marwan, Norbert (2022):
Spike Spectra for Recurrences
- Entropy
Plietzsch, Anton, Auer, Sabine, Kurths, Jürgen, Hellmann, Frank (2022):
Linear response theory for renewable fluctuations in power grids with transmission losses
- Chaos
Anvari, Mehrnaz, Proedrou, Elisavet, Schäfer, Benjamin, Beck, Christian, Kantz, Holger, Timme, Marc (2022):
Data-driven load profiles and the dynamics of residential electricity consumption
- Nature Communications
Kogler, Raphael, Plietzsch, Anton, Schultz, Paul, Hellmann, Frank (2022):
Normal Form for Grid-Forming Power Grid Actors
- PRX Energy
Zech, Robin M., Molkenthin, Nora, Timme, Marc, Schröder, Malte (2022):
Collective dynamics of capacity-constrained ride-pooling fleets
- Scientific Reports
Ma, Rui , Li, Jinxin , Kurths, Jürgen, Cheng, Shijie , Zhan, Meng (2022):
Generalized Swing Equation and Transient Synchronous Stability With PLL-Based VSC
- IEEE Transactions on Energy Conversion
Büttner, Anna, Würfel, Hans, Plietzsch, Anton, Lindner, Michael, Hellmann, Frank (2022):
An Open Source Software Stack for Tuning the Dynamical Behavior of Complex Power Systems
- 2022 Open Source Modelling and Simulation of Energy Systems (OSMSES)
Büttner, Anna, Kurths, Jürgen, Hellmann, Frank (2022):
Ambient forcing: sampling local perturbations in constrained phase spaces
- New Journal of Physics
Plietzsch, Anton, Kogler, Raphael, Auer, Sabine, Merino, Julia, Gil-de-Muro, Asier, Liße, Jan, Vogel, Christina, Hellmann, Frank (2022):
PowerDynamics.jl - An experimentally validated open-source package for the dynamical analysis of power grids
- SoftwareX
Ansari, Sara, Anvari, Mehrnaz, Pfeffer, Oskar, Molkenthin, Nora, Moosavi, Mohammad R., Hellmann, Frank, Heitzig, Jobst, Kurths, Jürgen (2021):
Moving the epidemic tipping point through topologically targeted social distancing
- European Physical Journal - Special Topics
