Long-range machine-learning potentials with environment-dependent charges enable predicting LO-TO splitting and dielectric constants

Dmitry Korogod, Alexander V. Shapeev, Ivan S. Novikov

We present two models with explicit long-range electrostatics in the form of Coulomb interactions. Both models include point charges depending on their local atomic environments, a…