Automated calculation of thermal rate coefficients using ring polymer molecular dynamics and machine-learning interatomic potentials with active learning

We propose a methodology for the fully automated calculation of thermal rate coefficients of gas phase chemical reactions, which is based on combining ring polymer molecular dynamics (RPMD) and machine-learning interatomic potentials actively learning on-the-fly. Based on the original computational...

Full description

Bibliographic Details
Main Authors: Novikov, I. S., Shapeev, A. V., Suleimanov, Yuri V.
Other Authors: Massachusetts Institute of Technology. Department of Chemical Engineering
Format: Article
Language:en_US
Published: Royal Society of Chemistry 2019
Online Access:http://hdl.handle.net/1721.1/120360