Local environment neighbor sensitivity analysis: visualization of cation effect at liquid-solid interface

Abstract

We present a method to extract the effects of environmental neighbors on local energies in heterogeneous systems from machine-learning force fields, which predict interatomic interactions with near first-principles accuracy. Applied to cation effects on hydroxyl groups on Pt in water, the method enables visualization of cation-induced stabilization.