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

Presentations

• A priori Assessment of Tensor Networks Encoding for Reduced Order Modeling of Isotropic Turbulence

  ORAL

  Nov. 23, 2025, 5:25 PM – Nov. 23, 2025, 5:38 PM

  Presenters

  • Massen Esmaeili

    University of Pittsburgh

  Authors

  • Massen Esmaeili

    University of Pittsburgh

  • Hirad Alipanah

    University of Pittsburgh

  • Robert Pinkston

    University of Pittsburgh

  • Peyman Givi

    University of Pittsburgh

  • Daniel Livescu

    Los Alamos National Laboratory (LANL)

  • Dieter Jaksch

    University of Hamburg

  • Juan José Mendoza Arenas

    University of Pittsburgh

  View abstract →

• A Machine Learning Augmented RANS Approach for Rapid and Accurate Simulations of Periodic Unsteady Flows

  ORAL

  Nov. 23, 2025, 5:38 PM – Nov. 23, 2025, 5:51 PM

  Presenters

  • Lean Fang

    Iowa State University

  Authors

  • Lean Fang

    Iowa State University

  • Ping He

    Iowa State University

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• Transition prediction in high-speed boundary layers using Bayesian neural operators

  ORAL

  Nov. 23, 2025, 5:51 PM – Nov. 23, 2025, 6:04 PM

  Presenters

  • Yue Hao

    Johns Hopkins University

  Authors

  • Yue Hao

    Johns Hopkins University

  • Charles Meneveau

    Johns Hopkins University

  • Tamer A Zaki

    Johns Hopkins University

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• Low-Dimensional Latent Space Representation of the Parametric Dependence of Transient Instability Growth

  ORAL

  Nov. 23, 2025, 6:04 PM – Nov. 23, 2025, 6:17 PM

  Presenters

  • Balu Nadiga

    Los Alamos National Laboratory, Los Alamos National Laboratory (LANL)

  Authors

  • Daniel Messenger

    LANL

  • Balu Nadiga

    Los Alamos National Laboratory, Los Alamos National Laboratory (LANL)

  • Marc Klasky

    LANL, Los Alamos National Laboratory

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• Chemical Kinetics Reduction Using a Self-Evolving Neural Network Framework

  ORAL

  Nov. 23, 2025, 6:17 PM – Nov. 23, 2025, 6:30 PM

  Presenters

  • Sheharyar Nasir

    University of Kansas

  Authors

  • Sheharyar Nasir

    University of Kansas

  • Cheng Huang

    University of Kansas

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• Invertible Neural Autoencoder for Low-Order Modeling of Homogeneous Flow Structures

  ORAL

  Nov. 23, 2025, 6:30 PM – Nov. 23, 2025, 6:43 PM

  Publication: https://arxiv.org/abs/2505.15329

  Presenters

  • Anqiao Ouyang

    Mount Boucherie Secondary School

  Authors

  • Anqiao Ouyang

    Mount Boucherie Secondary School

  • Hongyi Ke

    San Diego State University

  • Qi Wang

    San Diego State University

  View abstract →