Nature Communications (Jan 2021)
A fourth-generation high-dimensional neural network potential with accurate electrostatics including non-local charge transfer
Abstract
Machine learning potentials do not account for long-range charge transfer. Here the authors introduce a fourth-generation high-dimensional neural network potential including non-local information of charge populations that is able to provide forces, charges and energies in excellent agreement with DFT data.