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