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Discovering charge density functionals and structure-property relationships with PROPhet: A general framework for coupling machine learning and first-principles methods

Modern ab initio methods have rapidly increased our understanding of solid state materials properties, chemical reactions, and the quantum interactions between atoms. However, poor scaling often renders direct ab initio calculations intractable for large or complex systems. There are two obvious ave...

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Detalles Bibliográficos
Autores principales: Kolb, Brian, Lentz, Levi C., Kolpak, Alexie M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5430634/
https://www.ncbi.nlm.nih.gov/pubmed/28446748
http://dx.doi.org/10.1038/s41598-017-01251-z