Improving the Robustness of Control of Chaotic Convective Flows with Domain-Informed Reinforcement Learning

preprint Improving the Robustness of Control of Chaotic Convective Flows with Domain-Informed Reinforcement Learning Michiel Straat author Thorben Markmann author Sebastian Peitz author 474270000-0002-3389-793X Barbara Hammer author 655 department 2025 eng ownown-preprint arXiv:2511.00272 Straat, M., Markmann, T., Peitz, S., & Hammer, B. (2025). Improving the Robustness of Control of Chaotic Convective Flows with Domain-Informed Reinforcement Learning. In arXiv:2511.00272. M. Straat, T. Markmann, S. Peitz, and B. Hammer, “Improving the Robustness of Control of Chaotic Convective Flows with Domain-Informed Reinforcement Learning,” arXiv:2511.00272. 2025. M. Straat, T. Markmann, S. Peitz, B. Hammer, ArXiv:2511.00272 (2025). Straat, Michiel, Thorben Markmann, Sebastian Peitz, and Barbara Hammer. “Improving the Robustness of Control of Chaotic Convective Flows with Domain-Informed Reinforcement Learning.” ArXiv:2511.00272, 2025. Straat, Michiel, et al. “Improving the Robustness of Control of Chaotic Convective Flows with Domain-Informed Reinforcement Learning.” ArXiv:2511.00272, 2025. Straat M, Markmann T, Peitz S, Hammer B. Improving the Robustness of Control of Chaotic Convective Flows with Domain-Informed Reinforcement Learning. arXiv:251100272. Published online 2025. @article{Straat_Markmann_Peitz_Hammer_2025, title={Improving the Robustness of Control of Chaotic Convective Flows with Domain-Informed Reinforcement Learning}, journal={arXiv:2511.00272}, author={Straat, Michiel and Markmann, Thorben and Peitz, Sebastian and Hammer, Barbara}, year={2025} } 673152026-10-01T12:05:32Z2026-10-01T12:05:47Z