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Melting temperature prediction using a graph neural network model: From ancient minerals to new materials

The melting point is a fundamental property that is time-consuming to measure or compute, thus hindering high-throughput analyses of melting relations and phase diagrams over large sets of candidate compounds. To address this, we build a machine learning model, trained on a database of ∼10,000 compo...

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Detalles Bibliográficos
Autores principales: Hong, Qi-Jun, Ushakov, Sergey V., van de Walle, Axel, Navrotsky, Alexandra
Formato: Online Artículo Texto
Lenguaje:English
Publicado: National Academy of Sciences 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9457469/
https://www.ncbi.nlm.nih.gov/pubmed/36044552
http://dx.doi.org/10.1073/pnas.2209630119