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Regularized machine learning on molecular graph model explains systematic error in DFT enthalpies

A major goal of materials research is the discovery of novel and efficient heterogeneous catalysts for various chemical processes. In such studies, the candidate catalyst material is modeled using tens to thousands of chemical species and elementary reactions. Density Functional Theory (DFT) is wide...

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Detalles Bibliográficos
Autores principales: Bhattacharjee, Himaghna, Anesiadis, Nikolaos, Vlachos, Dionisios G.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8277863/
https://www.ncbi.nlm.nih.gov/pubmed/34257362
http://dx.doi.org/10.1038/s41598-021-93854-w

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