{"_id":"67315","language":[{"iso":"eng"}],"user_id":"47427","author":[{"last_name":"Straat","first_name":"Michiel","full_name":"Straat, Michiel"},{"last_name":"Markmann","first_name":"Thorben","full_name":"Markmann, Thorben"},{"id":"47427","last_name":"Peitz","first_name":"Sebastian","orcid":"0000-0002-3389-793X","full_name":"Peitz, Sebastian"},{"last_name":"Hammer","first_name":"Barbara","full_name":"Hammer, Barbara"}],"year":"2025","title":"Improving the Robustness of Control of Chaotic Convective Flows with Domain-Informed Reinforcement Learning","status":"public","date_updated":"2026-10-01T12:05:47Z","date_created":"2026-10-01T12:05:32Z","department":[{"_id":"655"}],"type":"preprint","keyword":["own","own-preprint"],"citation":{"mla":"Straat, Michiel, et al. “Improving the Robustness of Control of Chaotic Convective Flows with Domain-Informed Reinforcement Learning.” ArXiv:2511.00272, 2025.","bibtex":"@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} }","ama":"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.","ieee":"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.","apa":"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.","chicago":"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.","short":"M. Straat, T. Markmann, S. Peitz, B. Hammer, ArXiv:2511.00272 (2025)."},"publication":"arXiv:2511.00272"}