Materials Properties and Design I

Presentations

• On the application of machine learning techniques to energetic materials

  ORAL · Invited

  July 13, 2022, 11:00 AM – July 13, 2022, 11:30 AM

  Presenters

  • Brian C Barnes

    • U.S. DEVCOM Army Research Laboratory, Aberdeen Proving Ground, MD
    • U.S. Army Combat Capabilities Development Command (DEVCOM) Army Research Laboratory
    • US Army Research Lab Aberdeen

  Authors

  • Brian C Barnes

    • U.S. DEVCOM Army Research Laboratory, Aberdeen Proving Ground, MD
    • U.S. Army Combat Capabilities Development Command (DEVCOM) Army Research Laboratory
    • US Army Research Lab Aberdeen

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• Establishing the structure-property-performance linkage of pressed energetic materials using physics-aware recurrent convolutional neural networks (PARC)

  ORAL

  July 13, 2022, 11:30 AM – July 13, 2022, 11:45 AM

  Presenters

  • Phong C Nguyen

    • University of Virginia

  Authors

  • Phong C Nguyen

    • University of Virginia

  • Joseph Choi

    • University of Virginia

  • Yen-Thi t Nguyen

    • The University of Iowa
    • University of Iowa

  • H.S. Udaykumar

    • The University of Iowa
    • University of Iowa
    • Department of Mechanical Engineering, The University of Iowa
    • Department of Mechanical Engineering, The University of Iowa, Iowa City, IA, United States

  • Stephen Baek

    • University of Virginia

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• Interpretable Performance Models for Energetic Materials using Parsimonious Neural Networks

  ORAL

  July 13, 2022, 11:45 AM – July 13, 2022, 12:00 PM

  Publication: Planned paper: Interpretable Performance Models for Energetic Materials using Parsimonious Neural Networks

  Presenters

  • Robert J Appleton

    • Purdue University

  Authors

  • Robert J Appleton

    • Purdue University

  • Peter Salek

    • Purdue University

  • Alex D Casey

    • Purdue University

  • Steven F Son

    • Purdue University

  • Brian C Barnes

    • U.S. DEVCOM Army Research Laboratory, Aberdeen Proving Ground, MD
    • U.S. Army Combat Capabilities Development Command (DEVCOM) Army Research Laboratory
    • US Army Research Lab Aberdeen

  • Alejandro H Strachan

    • Purdue University

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• Chemical determinants of drop-weight impact sensitivity in high explosives

  ORAL

  July 13, 2022, 12:00 PM – July 13, 2022, 12:15 PM

  Publication: F. W. Marrs, A. C. Burch, S. R. Ferreira, J. V. Davis, N. Lease, M. J. Cawkwell, and V. W. Manner. Chemical determinants of drop-weight impact sensitivity in high explosives. In preparation.
  
  Marrs, F. W., Manner, V. W., Burch, A. C., Yeager, J. D., Brown, G. W., Kay, L. M., Buckley, R. T., Anderson-Cook, C. M., and Cawkwell, M. J. (2021) "Sources of Variation in Drop-Weight Impact Sensitivity Testing of the Explosive Pentaerythritol Tetranitrate," Industrial & Chemical Engineering Research, 60, 13, 5024–5033.

  Presenters

  • Frank Marrs

    • Los Alamos National Laboratory

  Authors

  • Frank Marrs

    • Los Alamos National Laboratory

  • Alexandra Burch

    • Los Alamos National Laboratory

  • Suyana Ferreira

    • Los Alamos National Laboratory

  • Jack Davis

    • Los Alamos National Laboratory

  • Nicholas Lease

    • Lawrence Livermore National Laboratory
    • Los Alamos National Laboratory

  • Marc J Cawkwell

    • Los Alamos National Laboratory

  • Virginia W Manner

    • Los Alamos Natl Lab
    • Los Alamos National Laboratory

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• Data-driven Chemical Property Models for Energetic Materials using Transfer Learning

  ORAL

  July 13, 2022, 12:15 PM – July 13, 2022, 12:30 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. DEVCOM Army Research Laboratory, Aberdeen Proving Ground, MD
    • U.S. Army Combat Capabilities Development Command (DEVCOM) Army Research Laboratory
    • US Army Research Lab Aberdeen

  • Betsy M Rice

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

  • Klavs F Jensen

    • Massachusetts Institute of Technology

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