---
_id: '67315'
author:
- first_name: Michiel
  full_name: Straat, Michiel
  last_name: Straat
- first_name: Thorben
  full_name: Markmann, Thorben
  last_name: Markmann
- first_name: Sebastian
  full_name: Peitz, Sebastian
  id: '47427'
  last_name: Peitz
  orcid: 0000-0002-3389-793X
- first_name: Barbara
  full_name: Hammer, Barbara
  last_name: Hammer
citation:
  ama: Straat M, Markmann T, Peitz S, Hammer B. Improving the Robustness of Control
    of Chaotic Convective Flows with Domain-Informed Reinforcement Learning. <i>arXiv:251100272</i>.
    Published online 2025.
  apa: Straat, M., Markmann, T., Peitz, S., &#38; Hammer, B. (2025). Improving the
    Robustness of Control of Chaotic Convective Flows with Domain-Informed Reinforcement
    Learning. In <i>arXiv:2511.00272</i>.
  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} }'
  chicago: Straat, Michiel, Thorben Markmann, Sebastian Peitz, and Barbara Hammer.
    “Improving the Robustness of Control of Chaotic Convective Flows with Domain-Informed
    Reinforcement Learning.” <i>ArXiv:2511.00272</i>, 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,”
    <i>arXiv:2511.00272</i>. 2025.
  mla: Straat, Michiel, et al. “Improving the Robustness of Control of Chaotic Convective
    Flows with Domain-Informed Reinforcement Learning.” <i>ArXiv:2511.00272</i>, 2025.
  short: M. Straat, T. Markmann, S. Peitz, B. Hammer, ArXiv:2511.00272 (2025).
date_created: 2026-10-01T12:05:32Z
date_updated: 2026-10-01T12:05:47Z
department:
- _id: '655'
keyword:
- own
- own-preprint
language:
- iso: eng
publication: arXiv:2511.00272
status: public
title: Improving the Robustness of Control of Chaotic Convective Flows with Domain-Informed
  Reinforcement Learning
type: preprint
user_id: '47427'
year: '2025'
...