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

Presentations

• Comparative Analysis of Manifold Learning Techniques for Controlled flows

  ORAL

  Nov. 25, 2024, 4:45 PM – Nov. 25, 2024, 4:58 PM

  Presenters

  • Alicia Rodríguez-Asensio

    • Universidad Carlos III De Madrid

  Authors

  • Alicia Rodríguez-Asensio

    • Universidad Carlos III De Madrid

  • Stefano Discetti

    • Department of Aerospace Engineering, Universidad Carlos III de Madrid, Avda. Universidad 30, Legan´es, 28911, Madrid, Spain.
    • Universidad Carlos III de Madrid

  • Andrea Ianiro

    • Universidad Carlos III de Madrid
    • Department of Aerospace Engineering, Universidad Carlos III de Madrid, Avda. Universidad 30, Legan´es, 28911, Madrid, Spain.

  View abstract →

• Actuation manifold from snapshot data

  ORAL

  Nov. 25, 2024, 4:58 PM – Nov. 25, 2024, 5:11 PM

  Publication: Marra L., Cornejo Maceda G.Y., Meilán-Vila A., Guerrero V., Rashwan S., Noack B. R., Discetti S., Ianiro, A. (2024). Actuation manifold from snapshot data. arXiv preprint arXiv:2403.03653.

  Presenters

  • Luigi MARRA

    • Universidad Carlos III de Madrid

  Authors

  • Luigi MARRA

    • Universidad Carlos III de Madrid

  • Guy Y. Cornejo Maceda

    • Harbin Institute of Technology, Shenzhen, P.R. China

  • Andrea Meilán-Vila

    • Universidad Carlos III de Madrid

  • Vanesa Guerrero

    • Universidad Carlos III de Madrid

  • Salma Rashwan

    • Universidad Carlos III de Madrid

  • Bernd R. Noack

    • Harbin Institute of Technology, Shenzhen, P.R. China

  • Stefano Discetti

    • Department of Aerospace Engineering, Universidad Carlos III de Madrid, Avda. Universidad 30, Legan´es, 28911, Madrid, Spain.
    • Universidad Carlos III de Madrid

  • Andrea Ianiro

    • Universidad Carlos III de Madrid
    • Department of Aerospace Engineering, Universidad Carlos III de Madrid, Avda. Universidad 30, Legan´es, 28911, Madrid, Spain.

  View abstract →

• Uncertainty quantification in low-order machine learning models of unsteady aerodynamics

  ORAL

  Nov. 25, 2024, 5:11 PM – Nov. 25, 2024, 5:24 PM

  Presenters

  • Hanieh Mousavi

    • University of California, Los Angeles

  Authors

  • Hanieh Mousavi

    • University of California, Los Angeles

  • Jeff D Eldredge

    • University of California, Los Angeles

  View abstract →

• Multi-fidelity Reinforcement Learning Control for Complex Dynamical Systems

  ORAL

  Nov. 25, 2024, 5:24 PM – Nov. 25, 2024, 5:37 PM

  Presenters

  • Luning Sun

    • Lawrence Livermore National Laboratory

  Authors

  • Luning Sun

    • Lawrence Livermore National Laboratory

  • Xinyang Liu

    • University of Notre Dame

  • Jian-Xun Wang

    • University of Notre Dame

  • Siyan Zhao

    • UCLA

  • Aditya Grover

    • UCLA

  • Jayaraman Thiagarajan

    • Lawrence Livermore National Laboratory

  View abstract →

• Efficient control of chaotic turbulent flow with reinforcement learning

  ORAL

  Nov. 25, 2024, 5:37 PM – Nov. 25, 2024, 5:50 PM

  Presenters

  • Sajeda Mokbel

    • University of Washington

  Authors

  • Sajeda Mokbel

    • University of Washington

  • Christian Lagemann

    • AI Institute in Dynamic Systems, University of Washington
    • University of Washington

  • Esther Lagemann

    • AI Institute in Dynamic Systems, University of Washington

  • Steven L Brunton

    • University of Washington

  View abstract →

• Optimal Riblet Spacing for Turbulent Flows Determined by Rank-1 Structured Input/Output Analysis

  ORAL

  Nov. 25, 2024, 5:50 PM – Nov. 25, 2024, 6:03 PM

  Presenters

  • Emma K Dufresne

    • University of Minnesota

  Authors

  • Emma K Dufresne

    • University of Minnesota

  • Diganta Bhattacharjee

    • University of Minnesota

  • Mitul Luhar

    • University of Southern California

  • Maziar S Hemati

    • University of Minnesota

  View abstract →

• Autonomous control of droplet generator for single and double droplets using Bayesian optimization

  ORAL

  Nov. 25, 2024, 6:03 PM – Nov. 25, 2024, 6:16 PM

  Presenters

  • Seongsu Cho

    • School of Mechanical Engineering, Sungkyunkwan University

  Authors

  • Seongsu Cho

    • School of Mechanical Engineering, Sungkyunkwan University

  • Haengyeong Kim

    • School of Mechanical Engineering, Sungkyunkwan University

  • Seonghun Shin

    • School of Mechanical Engineering, Sungkyunkwan University

  • Minki Lee

    • Department of Mechanical Engineering, Chosun University

  • Jinkee Lee

    • School of Mechanical Engineering, Sungkyunkwan University
    • Sungkyunkwan University

  View abstract →

• Dynamic control and optimisationof plug-flow performanceusing machine learning

  ORAL

  Nov. 25, 2024, 6:16 PM – Nov. 25, 2024, 6:29 PM

  Presenters

  • Fuyue Liang

    • Imperial College London

  Authors

  • Mosayeb Shams

    • Imperial College London

  • Fuyue Liang

    • Imperial College London

  • Nausheen Sultana Mehboob Basha

    • Imperial College London

  • Antonio Del Rio Chanona

    • Imperial College London

  • Omar K. Matar

    • Imperial College London

  View abstract →

• Flow control with latent dynamics model-based reinforcement learning

  ORAL

  Nov. 25, 2024, 6:29 PM – Nov. 25, 2024, 6:42 PM

  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 →