Force field development from first principles for materials design

ORAL

Abstract

The ability to perform accurate calculations efficiently is crucial for computational materials design. In this talk, we will discuss a stream-lined approach to force field development using first principles density functional theory training data and machine learning algorithms. We will also discuss the validation of this approach on precious metal nanoparticles.

Authors

  • Maria Chan

    Argonne National Laboratory

  • Alper Kinaci

    Argonne National Laboratory

  • Badri Narayanan

    Argonne National Laboratory

  • Fatih Sen

    Argonne National Laboratory

  • Stephen Gray

    Argonne Natl Lab, Argonne National Laboratory

  • Michael Davis

    Argonne National Laboratory

  • Subramanian Sankaranaryanan

    Argonne National Laboratory