Potential energy surface interpolation with neural networks for instanton rate calculations

April M. Cooper, Philipp P. Hallmen, Johannes Kästner

Artificial neural networks are used to fit a potential energy surface. We demonstrate the benefits of using not only energies, but also their first and second derivatives as traini…