Fast Neural Network Approach for Direct Covariant Forces Prediction in Complex Multi-Element Extended Systems

Jonathan P. Mailoa, Mordechai Kornbluth, Simon L. Batzner +5

Neural network force field (NNFF) is a method for performing regression on atomic structure-force relationships, bypassing expensive quantum mechanics calculation which prevents th…