Machine Learning for Energetic Materials II

Presentations

• Prediction of Explosive Performance and Safety Parameters Using Derivatized SMILES Data

  ORAL

  June 20, 2023, 2:15 PM – June 20, 2023, 2:30 PM

  Presenters

  • Jack V Davis

    • Los Alamos National Laboratory

  Authors

  • Jack V Davis

    • Los Alamos National Laboratory

  • Frank Marrs

    • Los Alamos National Laboratory

  • Mike Grosskopf

    • Los Alamos National Laboratory

  • Marc J Cawkwell

    • Los Alamos National Laboratory

  • Virginia W Manner

    • Los Alamos Natl Lab
    • Los Alamos National Laboratory

  View abstract →

• Out-of-sample Transition Temperature Predictions via Physics-informed Transfer Learning

  ORAL

  June 20, 2023, 2:30 PM – June 20, 2023, 2:45 PM

  Presenters

  • Joshua Lansford

    • U.S. Army Combat Capabilities Development Command (DEVCOM) Army Research Laboratory

  Authors

  • Joshua Lansford

    • U.S. Army Combat Capabilities Development Command (DEVCOM) Army Research Laboratory

  • Brian C Barnes

    • U.S. Army Combat Capabilities Development Command (DEVCOM) Army Research Laboratory

  • Klavs F Jensen

    • Massachusetts Institute of Technology

  View abstract →

• Machine learning models for energetic materials properties using multi-task learning

  ORAL

  June 20, 2023, 2:45 PM – June 20, 2023, 3:00 PM

  Presenters

  • Robert J Appleton

    • Purdue University

  Authors

  • Robert J Appleton

    • Purdue University

  • Daniel Klinger

    • Purdue University

  • Brian H Lee

    • Purdue University

  • Alejandro H Strachan

    • Purdue University

  • Samuel Blankenship

    • Purdue University

  • Sohee Kim

    • Purdue University

  • Michael Taylor

    • New Mexico Institute of Mining and Technology

  • Brian C Barnes

    • U.S. Army Combat Capabilities Development Command (DEVCOM) Army Research Laboratory

  • Steven F Son

    • Purdue University

  View abstract →

• A Data Fusion Approach for Quantitative Property Prediction Using Natural Language Processing

  ORAL

  June 20, 2023, 3:00 PM – June 20, 2023, 3:15 PM

  Presenters

  • Allen Garcia

    • University of Maryland, College Park

  Authors

  • Allen Garcia

    • University of Maryland, College Park

  • Zois Boukouvalas

    • American University

  • Francis G VanGessel

    • Naval Surface Warfare Center
    • University of Maryland, College Park

  • Ruth Doherty

    • Energetics Technology Center

  • Peter W Chung

    • University of Maryland, College Park

  View abstract →