Low-Order Modeling and Machine Learning in Fluid Dynamics: Flow Control

Presentations

• Improving turbulence control through explainable deep learning

  ORAL

  Nov. 25, 2025, 8:00 AM – Nov. 25, 2025, 8:13 AM

  Publication: https://arxiv.org/pdf/2504.02354

  Presenters

  • Miguel Beneitez

    • University of Manchester

  Authors

  • Miguel Beneitez

    • University of Manchester

  • Andres Cremades

    • KTH Royal Institute of Technology

  • Luca Guastoni

    • Technical University Munich

  • Ricardo Vinuesa

    • KTH Royal Institute of Technology
    • University of Michigan

  View abstract →

• Machine learning-assisted flow control based on an Iterative Linear System Identification

  ORAL

  Nov. 25, 2025, 8:13 AM – Nov. 25, 2025, 8:26 AM

  Publication: Planned to submit to arXiv

  Presenters

  • Kazuma Funai

    • Keio Univ

  Authors

  • Kazuma Funai

    • Keio Univ

  • Koji Fukagata

    • Keio Univ

  View abstract →

• Data-driven closure for Koopman control of non-linear systems

  ORAL

  Nov. 25, 2025, 8:26 AM – Nov. 25, 2025, 8:39 AM

  Presenters

  • Priyam Gupta

    • Imperial College London

  Authors

  • Priyam Gupta

    • Imperial College London

  • Denis Sipp

    • DAAA, ONERA, Institut Polytechnique de Paris

  • Taraneh Sayadi

    • Conservatoire national des arts et métiers

  • Peter J Schmid

    • King Abdullah University of Science and Technology

  • Georgios Rigas

    • Imperial College London

  View abstract →

• Abstract Withdrawn

  ORAL · Withdrawn

  Nov. 25, 2025, 8:39 AM – Nov. 25, 2025, 8:52 AM

  View abstract →

• Reinforcement-Learning-Driven Active Flow Control for Airfoil Pitching Moment Trim

  ORAL

  Nov. 25, 2025, 8:52 AM – Nov. 25, 2025, 9:05 AM

  Presenters

  • Prasanna Thoguluva Rajendran

    • University of Arizona

  Authors

  • Prasanna Thoguluva Rajendran

    • University of Arizona

  • Laurent Pagnier

    • University of Arizona

  • Farzad Mashayek

    • University of Arizona

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• Impulsive control of low-frequency oscillation of subsonic flow around an airfoil

  ORAL

  Nov. 25, 2025, 9:05 AM – Nov. 25, 2025, 9:18 AM

  Presenters

  • Nobutaka Taniguchi

    • Tohoku University

  Authors

  • Nobutaka Taniguchi

    • Tohoku University

  • Yuya Ohmichi

    • Japan Aerospace Exploration Agency

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• Transformer-based reinforcement learning for aerodynamic lift regulation in gust sequences

  ORAL

  Nov. 25, 2025, 9:18 AM – Nov. 25, 2025, 9:31 AM

  Publication: Zhecheng Liu and Jeff D. Eldredge (2025). "Attention on flow control: transformer-based reinforcement learning for lift regulation in highly disturbed flows". arXiv, https://arxiv.org/abs/2506.10153.

  Presenters

  • Zhecheng Liu

    • University of California, Los Angeles

  Authors

  • Zhecheng Liu

    • University of California, Los Angeles

  • Jeff D Eldredge

    • University of California, Los Angeles

  View abstract →

• Feedback control of vortex shedding using data driven modelling with minimal sensing

  ORAL

  Nov. 25, 2025, 9:31 AM – Nov. 25, 2025, 9:44 AM

  Publication: This work is a sub-set of a larger study which is currently in preparation for submission to the Journal of Fluid Mechanics with the intention to submit in the next 2 months.

  Presenters

  • Jack Proudfoot

    • University of Oxford

  Authors

  • Jack Proudfoot

    • University of Oxford

  • Chris James Nicholls

    • University of Oxford

  • Brian M Tang

    • University of Oxford

  • Marko Bacic

    • University of Oxford

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• Deep Reinforcement Learning and Spatiotemporal Transformers for Intelligent Drug Delivery & Flow Control in Thrombosis Prevention

  ORAL

  Nov. 25, 2025, 9:44 AM – Nov. 25, 2025, 9:57 AM

  Presenters

  • Mohammad Sarabian

    • W. L. Gore & Associates

  Authors

  • Mohammad Sarabian

    • W. L. Gore & Associates

  • Sudeep Sastry

    • W. L. Gore & Associates, Inc

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• Non-intrusive model reduction for open-loop control of shock dynamics in scramjet isolators

  ORAL

  Nov. 25, 2025, 9:57 AM – Nov. 25, 2025, 10:10 AM

  Presenters

  • Cole J Errico

    • University of Illinois Urbana-Champaign

  Authors

  • Cole J Errico

    • University of Illinois Urbana-Champaign

  • Alberto Padovan

    • University of Illinois at Urbana-Champaign

  • Daniel Joseph Bodony

    • University of Illinois at Urbana-Champaign
    • University of Illinois Urbana-Champaign

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• Control of viscoelastic turbulence via wall blowing & suction optimised by reinforcement learning

  ORAL

  Nov. 25, 2025, 10:10 AM – Nov. 25, 2025, 10:23 AM

  Publication: None yet; manuscript in preparation.

  Presenters

  • Udit Sharma

    • KTH Royal Institute of Technology

  Authors

  • Udit Sharma

    • KTH Royal Institute of Technology

  • Miguel Beneitez

    • Department of Mechanical and Aerospace Engineering, The University of Manchester, UK

  • Lisa Wittberg

    • KTH Royal Institute of Technology

  • Ricardo Vinuesa

    • KTH Royal Institute of Technology
    • University of Michigan

  • Outi Tammisola

    • FLOW and SeRC (Swedish e-Science Research Centre), Department of Engineering Mechanics, KTH Royal Institute of Technology, Stockholm, Sweden

  • Seyedshahabaddin Mirjalili

    • KTH Royal Institute of Technology

  View abstract →

• Abstract Withdrawn

  ORAL · Withdrawn

  Nov. 25, 2025, 10:23 AM – Nov. 25, 2025, 10:36 AM

  View abstract →