DATA: Models Driven by Experimental Data

Presentations

• Physics-constrained Gaussian Process Regression Equation-of-State Model for Shock Simulations

  ORAL · Invited

  June 24, 2025, 2:15 PM – June 24, 2025, 2:45 PM

  Publication: This work builds upon findings published in Sharma et al., APL Mach. Learn. 2, 016102 (2024), https://doi.org/10.1063/5.0165298

  Presenters

  • Tung Yan Liu

    Johns Hopkins University

  Authors

  • Tung Yan Liu

    Johns Hopkins University

  • Himanshu Sharma

    Johns Hopkins University

  • June Ki Wicks

    Johns Hopkins University

  • Michael D Shields

    Johns Hopkins University

  View abstract →

• Machine Learning Model based Prediction of Spall Strength of Metals and Alloys

  ORAL

  June 24, 2025, 2:45 PM – June 24, 2025, 3:00 PM

  Publication: Keara G. Frawley, Harikrishna Sahu, Naresh N. Thadhani, Rampi Ramprasad, "Machine Learning for Predictive Understanding of Spall Strength of Metals and Alloys," Submitted to Journal of Applied Physics, 2025.

  Presenters

  • N N Thadhani

    Georgia institute of technology

  Authors

  • N N Thadhani

    Georgia institute of technology

  • Keara G Frawley

    Georgia Institute of Technology

  • Harikrishna Sahu

    Georgia Institute of Technology

  • Rampi Ramprasad

    Georgia Institute of Technology

  View abstract →

• Evaluation of the methods for Conducting and Analysing 1-shot (Go/No-Go) Experiments

  ORAL

  June 24, 2025, 3:00 PM – June 24, 2025, 3:15 PM

  Presenters

  • Jack Rice

    AWE

  Authors

  • Jack Rice

    AWE

  • Rodney C Drake

    Atomic Weapons Establishment

  • Jonathan C Rougier

    AWE

  • Matthew Maisey

    AWE

  View abstract →