Low-Order Modeling and Machine Learning in Fluid Dynamics: Methods VIII

Presentations

• Geometry-Conditioned Graph Neural Networks for Spray Prediction

  ORAL

  Nov. 25, 2025, 12:50 PM – Nov. 25, 2025, 1:03 PM

  Presenters

  • Nausheen Basha

    • Imperial College London

  Authors

  • Nausheen Basha

    • Imperial College London

  • Friedrich Hastedt

    • Imperial College London

  • Dongda Zhang

    • University of Manchester

  • Antonio del Rio Chanona

    • Imperial College London

  • Omar K Matar

    • Imperial College London

  View abstract →

• Neural-network-based large eddy simulation of flow over a backward facing step

  ORAL

  Nov. 25, 2025, 1:03 PM – Nov. 25, 2025, 1:16 PM

  Presenters

  • Jonghwan Park

    • Seoul National University

  Authors

  • Jonghwan Park

    • Seoul National University

  • Haecheon Choi

    • Seoul National University
    • Seoul Natl Univ

  View abstract →

• Fourier-Embedded Deep Operator Networks for High-Fidelity Parametric PDE Surrogates and Inverse Optimization

  ORAL

  Nov. 25, 2025, 1:16 PM – Nov. 25, 2025, 1:29 PM

  Presenters

  • Arth Sojitra

    • University of Tennessee, Knoxville

  Authors

  • Arth Sojitra

    • University of Tennessee, Knoxville

  • Mrigank Dhingra

    • University of Tennessee Knoxville

  • Omer San

    • University of Tennessee

  View abstract →

• Exploring Continuous Data Assimilation Algorithms for Reconstructing Flow from Temperature Measurements

  ORAL

  Nov. 25, 2025, 1:29 PM – Nov. 25, 2025, 1:42 PM

  Publication: Planned paper with the same or a similar title will be forthcoming

  Presenters

  • Jacob William Murri

    • University of California, Los Angeles

  Authors

  • Jacob William Murri

    • University of California, Los Angeles

  • Sean R Breckling

    • Nevada National Security Site (NNSS)

  • Clifford Evan Watkins

    • Nevada National Security Sites

  • Matthew Koziol

    • University of California, Los Angeles

  • Hayden Schaeffer

    • University of California, Los Angeles

  View abstract →

• A Systematic Comparison of State-of-the-Art Deep Learning Models for Particle Image Velocimetry

  ORAL

  Nov. 25, 2025, 1:42 PM – Nov. 25, 2025, 1:55 PM

  Publication: This work is part of ongoing research, and at least one manuscript is planned for submission to a peer-reviewed journal within the next few months.

  Presenters

  • Ben Yu

    • University of Wisconsin - Milwaukee

  Authors

  • Ben Yu

    • University of Wisconsin - Milwaukee

  • Qian Liao

    • University of Wisconsin - Milwaukee

  View abstract →

• Flow Inference and Turbulence Closure of Flow Past a Cylinder using PINNs and Data-Driven RANS Equations

  ORAL

  Nov. 25, 2025, 1:55 PM – Nov. 25, 2025, 2:08 PM

  Presenters

  • Zhen Zhang

    • Brown University
    • Division of Applied Mathematics, Brown University

  Authors

  • Zhen Zhang

    • Brown University
    • Division of Applied Mathematics, Brown University

  • Siavash Khodakarami

    • Division of Applied Mathematics, Brown University
    • Brown University

  • Khemraj Shukla

    • Division of Applied Mathematics, Brown University
    • Division of Applied Mathematics, Brown University, Providence, RI, 02912, USA

  • Zhicheng Wang

    • Division of Applied Mathematics, Brown University
    • Brown University

  • Kareem Ahmad

    • University of Central Florida
    • Department of Mechanical and Aerospace Engineering, University of Central Florida

  • Anthony Morales

    • Department of Mechanical and Aerospace Engineering, University of Central Florida

  • Sheikh Salauddin

    • Department of Mechanical and Aerospace Engineering, University of Central Florida

  • David Barrett

    • Department of Mechanical Engineering, Massachusetts Institute of Technology

  • Theo Kaeufer

    • Department of Mechanical Engineering, Massachusetts Institute of Technology

  • Michael Triantafyllou

    • Massachusetts Institute of Technology

  • George Em Karniadakis

    • Division of Applied Mathematics and School of Engineering, Brown University, Providence, RI, 02912, USA

  View abstract →

• Abstract Withdrawn

  ORAL · Withdrawn

  Nov. 25, 2025, 2:08 PM – Nov. 25, 2025, 2:21 PM

  View abstract →

• Gradient-Enhanced Reinforcement Learning for Turbulence Control

  ORAL

  Nov. 25, 2025, 2:21 PM – Nov. 25, 2025, 2:34 PM

  Presenters

  • Sajeda Mokbel

    • University of Washington

  Authors

  • Sajeda Mokbel

    • University of Washington

  • Christian Lagemann

    • University of Washington

  • Esther Lagemann

    • AI Institute in Dynamic Systems, University of Washington

  • Steven L Brunton

    • University of Washington

  View abstract →