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7 Publications
2026 | Preprint | LibreCat-ID: 67306 | 
Sparse Sensor Placement in Multi-Agent Reinforcement Learning Control of Rayleigh-Bénard Convection
J. Stenner, H. Harder, S. Peitz, ArXiv:2606.30238 (2026).
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J. Stenner, H. Harder, S. Peitz, ArXiv:2606.30238 (2026).
2026 | Journal Article | LibreCat-ID: 67302
Fourier neural operators as data-driven surrogates for two- and three-dimensional Rayleigh–Bénard convection
T. Markmann, M. Straat, S. Peitz, B. Hammer, Neurocomputing 679 (2026) 133201.
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| DOI
T. Markmann, M. Straat, S. Peitz, B. Hammer, Neurocomputing 679 (2026) 133201.
2026 | Conference Paper | LibreCat-ID: 67299 |
Efficient probabilistic surrogate modeling techniques for partially-observed large-scale dynamical systems
H. Harder, A. Vishwasrao, L. Guastoni, R. Vinuesa, S. Peitz, in: G. Sukhatme, L. Lindemann, S. Tu, A. Wierman, N. Atanasov (Eds.), Proceedings of The 8th Annual Learning for Dynamics and Control Conference, PMLR, 2026, pp. 1601–1619.
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H. Harder, A. Vishwasrao, L. Guastoni, R. Vinuesa, S. Peitz, in: G. Sukhatme, L. Lindemann, S. Tu, A. Wierman, N. Atanasov (Eds.), Proceedings of The 8th Annual Learning for Dynamics and Control Conference, PMLR, 2026, pp. 1601–1619.
2026 | Conference Paper | LibreCat-ID: 67305 |
Plug-and-Play Benchmarking of Reinforcement Learning Algorithms for Large-Scale Flow Control
J. Becktepe, A. Franz, N. Thuerey, S. Peitz, in: International Conference on Machine Learning (ICML), 2026.
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J. Becktepe, A. Franz, N. Thuerey, S. Peitz, in: International Conference on Machine Learning (ICML), 2026.
2026 | Preprint | LibreCat-ID: 67298 |
Automatic feature identification in least-squares policy iteration using the Koopman operator framework
C. Mugisho Zagabe, S. Peitz, ArXiv:2603.26464 (2026).
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C. Mugisho Zagabe, S. Peitz, ArXiv:2603.26464 (2026).
2026 | Preprint | LibreCat-ID: 67304 |
Koopman-based surrogate modeling for reinforcement-learning-control of Rayleigh-Benard convection
T. Plotzki, S. Peitz, ArXiv:2603.28074 (2026).
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T. Plotzki, S. Peitz, ArXiv:2603.28074 (2026).
2025 | Preprint | LibreCat-ID: 67318
Surrogate Modeling of 3D Rayleigh-Bénard Convection with Equivariant Autoencoders
F. Fromme, C. Allen-Blanchette, H. Harder, S. Peitz, ArXiv:2505.13569 (2025).
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F. Fromme, C. Allen-Blanchette, H. Harder, S. Peitz, ArXiv:2505.13569 (2025).