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autodE: Automated Calculation of Reaction Energy Profiles- Application to Organic and Organometallic Reactions.

Tom A YoungJoseph J SilcockAlistair J SterlingFernanda Duarte
Published in: Angewandte Chemie (International ed. in English) (2020)
Calculating reaction energy profiles to aid in mechanistic elucidation has long been the domain of the expert computational chemist. Here, we introduce autodE (https://github.com/duartegroup/autodE), an open-source Python package capable of locating transition states (TSs) and minima and delivering a full reaction energy profile from 1D or 2D chemical representations. autodE is broadly applicable to study organic and organometallic reaction classes, including addition, substitution, elimination, migratory insertion, oxidative addition, and reductive elimination; it accounts for conformational sampling of both minima and TSs and is compatible with many electronic structure packages. The general applicability of autodE is demonstrated in complex multi-step reactions, including cobalt- and rhodium-catalyzed hydroformylation and an Ireland-Claisen rearrangement.
Keyphrases
  • machine learning
  • deep learning
  • electron transfer
  • high throughput
  • working memory
  • single molecule
  • water soluble
  • molecular dynamics simulations
  • room temperature