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Fast predictions of liquid-phase acid-catalyzed reaction rates using molecular dynamics simulations and convolutional neural networks

The rates of liquid-phase, acid-catalyzed reactions relevant to the upgrading of biomass into high-value chemicals are highly sensitive to solvent composition and identifying suitable solvent mixtures is theoretically and experimentally challenging. We show that the complex atomistic configurations...

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Detalles Bibliográficos
Autores principales: Chew, Alex K., Jiang, Shengli, Zhang, Weiqi, Zavala, Victor M., Van Lehn, Reid C.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society of Chemistry 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8163029/
https://www.ncbi.nlm.nih.gov/pubmed/34094451
http://dx.doi.org/10.1039/d0sc03261a