paper

On the Atomic Cluster Expansion: interatomic potentials and beyond

arXiv:2308.06462 · doi:10.25950/c7f24234

Abstract

The Atomic Cluster Expansion (ACE) [R. Drautz, Phys. Rev. B, 99:014104 (2019)] provides a systematically improvable, universal descriptor for the environment of an atom that is invariant to permutation, translation and rotation. ACE is being used extensively in newly emerging interatomic potentials based on machine learning. This commentary discusses the ACE framework and its potential impact.

5 pages

On the Atomic Cluster Expansion: interatomic potentials and beyond · wovepaper