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

Presentations

• Dimensional dependence of synchronisation in turbulence: insights from data assimilation and Lyapunov analysis

  ORAL

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

  Publication: Dimensional dependence of synchronisation in turbulence: insights from data assimilation and Lyapunov analysis by M. Inubushi and C. P. Caulfield

  Presenters

  • Masanobu Inubushi

    Tokyo University of Science

  Authors

  • Masanobu Inubushi

    Tokyo University of Science

  • Colm-Cille P Caulfield

    Univ of Cambridge

  View abstract →

• Nonlinear extensions to operator-based causality analysis

  ORAL

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

  Presenters

  • Victor Jimenez

    Illinois Institute of Technology

  Authors

  • Victor Jimenez

    Illinois Institute of Technology

  • Ankit Srivastava

    Illinois Institute of Technology

  • Louis Nicholas Cattafesta

    Illinois Institute of Technology

  • Scott T. M. Dawson

    Illinois Institute of Technology

  View abstract →

• A fast, versatile tool for turbulent flow with complex surface behaviors: an immersed boundary-enriched resolvent framework

  ORAL

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

  Presenters

  • Elyse Jones

    University of Illinois at Urbana Champaign

  Authors

  • Elyse Jones

    University of Illinois at Urbana Champaign

  • Zoey Flynn

    University of Illinois at Urbana-Champaign

  • H. Jane Bae

    California Institute of Technology, Caltech

  • Andres Goza

    University of Illinois at Urbana-Champaign

  View abstract →

• Wall Pressure–Velocity Correlations in Turbulent Boundary Layers with Varying Pressure Gradients via a Data-Driven Analysis.

  ORAL

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

  Presenters

  • Yi Liu

    Cornell University, University of Notre Dame

  Authors

  • Yi Liu

    Cornell University, University of Notre Dame

  • Xiantao Fan

    Cornell University

  • Meng Wang

    University of Notre Dame

  • Jian-Xun Wang

    Cornell University, University of Notre Dame

  View abstract →

• Towards a scalable ML-accelerated space-time multigrid solver for nonlinear equations

  ORAL

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

  Presenters

  • Saba Mansour

    Cornell University

  Authors

  • Saba Mansour

    Cornell University

  • Samuel E Otto

    Cornell University

  View abstract →

• Deep Learning for Fast Flow Field Predictions in Urban Canopies

  ORAL

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

  Presenters

  • Themistoklis Vargiemezis

    Stanford University

  Authors

  • Themistoklis Vargiemezis

    Stanford University

  • Akshay Patil

    Delft University of Technology

  • Clara García-Sánchez

    Delft University of Technology

  • Catherine Gorle

    Stanford University

  View abstract →

• Forecasting the evolution of three-dimensional turbulent recirculating flows from sparse sensor data

  ORAL

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

  Publication: Preprint https://doi.org/10.48550/arXiv.2505.05955<br>

  Presenters

  • George Papadakis

    Imperial College London

  Authors

  • George Papadakis

    Imperial College London

  • Shengqi Lu

    Dept. of Aeronautics, Imperial College London

  View abstract →

• Interpreting and Modeling Surface Roughness Effects via Drag-Augmented Manifold Learning

  ORAL

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

  Presenters

  • Heesoo Shin

    Pohang Univ of Sci & Tech

  Authors

  • Heesoo Shin

    Pohang Univ of Sci & Tech

  • Kai Fukami

    Tohoku University

  • Sangseung Lee

    Inha University

  • Donghyun You

    Pohang Univ of Sci & Tech

  • Shervin Bagheri

    KTH Royal Institute of Technology

  View abstract →

• Data-driven discovery of free energy function through functional derivatives

  ORAL

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

  Publication: The manuscript is planned to be submitted to a journal, and the preprint will be uploaded to arXiv.

  Presenters

  • Suguru Shiratori

    Dept. Mechanical Systems Engineering, Tokyo City University, Japan & Devision of Applied Mathematics, Brown University

  Authors

  • Suguru Shiratori

    Dept. Mechanical Systems Engineering, Tokyo City University, Japan & Devision of Applied Mathematics, Brown University

  • Elham Kiyani

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

  • Khemraj Shukla

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

  • George Em Karniadakis

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

  View abstract →

• Interpretable Diffusion Models for Turbulent Flows via Information-Theoretic Interventions

  ORAL

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

  Presenters

  • Jackson P R Torok

    Florida State University

  Authors

  • Jackson P R Torok

    Florida State University

  • Huixuan Wu

    Florida State University

  View abstract →

• Spatio-Temporal Causality for Turbulence via Attention Learning

  ORAL

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

  Presenters

  • Timur Uyumaz

    California Institute of Technology

  Authors

  • Timur Uyumaz

    California Institute of Technology

  • Adrian Lozano-Duran

    Massachusetts Institute of Technology; California Instituite of Technology, Massachusetts Institute of Technology

  View abstract →