CFD: Data Driven

Presentations

• Learning compact shock-capturing schemes from neural networks

  ORAL

  Nov. 23, 2025, 8:00 AM – Nov. 23, 2025, 8:13 AM

  Publication: A Unified Framework for Non-linear Reconstruction Schemes in a Compact Stencil. Part 2: Learning Operators from Neural Networks (submitted to Journal of Computational Physics)

  Presenters

  • Xi Deng

    Imperial College London

  Authors

  • Xi Deng

    Imperial College London

  • Minsheng Huang

    School of Mathematical Sciences, Shanghai Jiao Tong University, Shanghai, PR China

  • Omar K Matar

    Imperial College London

  • Wenjun Ying

    School of Mathematical Sciences, Shanghai Jiao Tong University, Shanghai, PR China.

  View abstract →

• Low-Resolution Vortex Simulation Enhanced by Data-Driven Fine-Scale Reconstruction

  ORAL

  Nov. 23, 2025, 8:13 AM – Nov. 23, 2025, 8:26 AM

  Presenters

  • Shengyinghao Chen

    Arizona State University

  Authors

  • Shengyinghao Chen

    Arizona State University

  • Kiran Ramesh

    Arizona State University

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• Adaptive ODE Solver Selection for Combustion Simulations Using Reinforcement Learning

  ORAL

  Nov. 23, 2025, 8:26 AM – Nov. 23, 2025, 8:39 AM

  Presenters

  • Eloghosa A Ikponmwoba

    Louisiana State University

  Authors

  • Eloghosa A Ikponmwoba

    Louisiana State University

  • Opeoluwa Owoyele

    Louisiana State University

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• General-purpose Data-driven Wall Model: Predictions

  ORAL

  Nov. 23, 2025, 8:39 AM – Nov. 23, 2025, 8:52 AM

  Presenters

  • Yuenong Ling

    Massachusetts Institute of Technology

  Authors

  • Yuenong Ling

    Massachusetts Institute of Technology

  • Imran Hayat

    Massachusetts Institute of Technology

  • Adrian Lozano-Duran

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

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• General-purpose data-driven wall model: Interpretability & Uncertainty

  ORAL

  Nov. 23, 2025, 8:52 AM – Nov. 23, 2025, 9:05 AM

  Presenters

  • Imran Hayat

    Massachusetts Institute of Technology

  Authors

  • Imran Hayat

    Massachusetts Institute of Technology

  • Yuenong Ling

    Massachusetts Institute of Technology

  • Adrian Lozano-Duran

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

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• AI/ML and Graph-assisted Robust Shock Detection and Processing in Numerical Simulations including Hypersonic Flows

  ORAL

  Nov. 23, 2025, 9:05 AM – Nov. 23, 2025, 9:18 AM

  Publication: https://doi.org/10.2514/6.2025-0699 and https://doi.org/10.2514/6.2025-0916

  Presenters

  • Onkar Sahni

    Rensselaer Polytechnic Institute

  Authors

  • Onkar Sahni

    Rensselaer Polytechnic Institute

  • Aiden Woodruff

    Rensselaer Polytechnic Institute

  • Eamonn Glynn

    Rensselaer Polytechnic Institute

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