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. (Author), Shapeev, A. V. (Author), Suleimanov, Yuri V. (Contributor)
Other Authors: Massachusetts Institute of Technology. Department of Chemical Engineering (Contributor)
Format: Article
Language:English
Published: Royal Society of Chemistry, 2019-02-13T20:13:09Z.
Subjects:
Online Access:Get fulltext