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)

  • Bejamin T Nebgen

    • Los Alamos National Laboratory (LANL)
    • Los Alamos National Laboratory

  • 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

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

  • Normand Arthur Modine

    • Sandia National Laboratories

  • Aidan P Thompson

    • Sandia National Laboratories

  • Mitchell A Wood

    • Sandia National Laboratory

  View abstract →