Data-driven simulation and characterisation of gold nanoparticle melting

Abstract

Efficient theoretical methods for the structural analysis of nanoparticles are very much needed. Here the authors demonstrate the use of machine-learning force fields and of a data-driven approach to study the thermodynamical stability and elucidate the melting process of gold nanoparticles.