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7 Publications
2026 | Preprint | LibreCat-ID: 67306 | 
Stenner, Jan, et al. “Sparse Sensor Placement in Multi-Agent Reinforcement Learning Control of Rayleigh-Bénard Convection.” ArXiv:2606.30238, 2026.
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2026 | Journal Article | LibreCat-ID: 67302
Markmann, Thorben, et al. “Fourier Neural Operators as Data-Driven Surrogates for Two- and Three-Dimensional Rayleigh–Bénard Convection.” Neurocomputing, vol. 679, 2026, p. 133201, doi:10.1016/j.neucom.2026.133201.
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2026 | Conference Paper | LibreCat-ID: 67299 |
Harder, Hans, et al. “Efficient Probabilistic Surrogate Modeling Techniques for Partially-Observed Large-Scale Dynamical Systems.” Proceedings of The 8th Annual Learning for Dynamics and Control Conference, edited by Gaurav Sukhatme et al., vol. 331, PMLR, 2026, pp. 1601–1619, doi:10.48550/arXiv.2511.04641.
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2026 | Conference Paper | LibreCat-ID: 67305 |
Becktepe, Jannis, et al. “Plug-and-Play Benchmarking of Reinforcement Learning Algorithms for Large-Scale Flow Control.” International Conference on Machine Learning (ICML), 2026, doi:10.48550/arXiv.2601.15015.
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2026 | Preprint | LibreCat-ID: 67298 |
Mugisho Zagabe, Christian, and Sebastian Peitz. “Automatic Feature Identification in Least-Squares Policy Iteration Using the Koopman Operator Framework.” ArXiv:2603.26464, 2026.
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2026 | Preprint | LibreCat-ID: 67304 |
Plotzki, Tim, and Sebastian Peitz. “Koopman-Based Surrogate Modeling for Reinforcement-Learning-Control of Rayleigh-Benard Convection.” ArXiv:2603.28074, 2026.
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2025 | Preprint | LibreCat-ID: 67318
Fromme, Fynn, et al. “Surrogate Modeling of 3D Rayleigh-Bénard Convection with Equivariant Autoencoders.” ArXiv:2505.13569, 2025.
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