DATA: Machine Learning for Physics Simulations

Presentations

• Designing Jetting with Gradient Based Tools for Dynamic Compression Experiments

  ORAL

  June 24, 2025, 3:45 PM – June 24, 2025, 4:00 PM

  Presenters

  • Kevin Korner

    Lawrence Livermore National Laboratory

  Authors

  • Kevin Korner

    Lawrence Livermore National Laboratory

  • Jergus Strucka

    Imperial College London

  • Michael R Armstrong

    Lawrence Livermore National Laboratory

  • Dane M Sterbentz

    Lawrence Livermore National Laboratory

  • Jeffrey H Nguyen

    Lawrence Livermore National Laboratory

  • Kassim King Mughal

    Imperial College London

  • William Joseph Schill

    Lawrence Livermore National Laboratory

  • Robert N Rieben

    Lawrence Livermore National Laboratory

  • Brandon L Talamini

    Lawrence Livermore National Laboratory

  • Julian Andrej

    Lawrence Livermore National Laboratory

  • Michael Tupek

    Lawrence Livermore National Laboratory

  • Tzanio Kolev

    LLNL

  • Dylan J Kline

    Lawrence Livermore National Laboratory

  • Charles F Jekel

    Lawrence Livermore National Laboratory

  • Daniel White

    Lawrence Livermore National Laboratory

  • Simon N Bland

    Blackett Lab

  • Jonathan L Belof

    Lawrence Livermore National Laboratory

  View abstract →

• Data Fusion of Deep Learned Molecular Embeddings for Property Prediction

  ORAL

  June 24, 2025, 4:00 PM – June 24, 2025, 4:15 PM

  Presenters

  • Robert J Appleton

    Purdue University

  Authors

  • Robert J Appleton

    Purdue University

  • Brian C Barnes

    US Army Research Lab Aberdeen

  • Alejandro H Strachan

    Purdue University

  View abstract →

• The Little 4f Electron that Could:An Active Learning Approach to Model Cerium at Extreme Conditions

  ORAL

  June 24, 2025, 4:15 PM – June 24, 2025, 4:30 PM

  Presenters

  • Brenden W Hamilton

    Los Alamos National Laboratory (LANL)

  Authors

  • Brenden W Hamilton

    Los Alamos National Laboratory (LANL)

  • Ben T Nebgen

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

  • Timothy C Germann

    Los Alamos National Laboratory (LANL)

  View abstract →

• Transforming Legacy Equation of State Databases into Interatomic Potentials via Machine Learning

  ORAL

  June 24, 2025, 4:30 PM – June 24, 2025, 4:45 PM

  Presenters

  • Ember S Salas

    Sandia National Laboratories

  Authors

  • Ember S Salas

    Sandia National Laboratories

  • Stan Moore

    Sandia National Laboratories

  • James M Goff

    Sandia National Laboratories

  • Megan J McCarthy

    Sandia National Laboratories

  • Meghan K Lentz

    Sandia National Laboratories, University of New Mexico, Sandia National Laboratories

  • Normand Arthur Modine

    Sandia National Laboratories

  • Aidan P Thompson

    Sandia National Laboratories

  • Mitchell A Wood

    Sandia National Laboratory

  View abstract →