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Protocol to predict mechanical properties of multi-element ceramics using machine learning

Identifying and designing high-performance multi-element ceramics based on trial-and-error approaches are ineffective and expensive. Here, we present a machine-learning-accelerated method for prediction of mechanical properties of multi-element ceramics, based on the density functional theory calcul...

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Detalles Bibliográficos
Autores principales: Tang, Yunqing, Zhang, Dong, Liu, Ruiliang, Li, Dongyang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9304642/
https://www.ncbi.nlm.nih.gov/pubmed/35852942
http://dx.doi.org/10.1016/j.xpro.2022.101552