Element selection for crystalline inorganic solid discovery guided by unsupervised machine learning of experimentally explored chemistry

The selection of the elements to combine delimits the possible outcomes of synthetic chemistry because it determines the range of compositions and structures, and thus properties, that can arise. For example, in the solid state, the elemental components of a phase field will determine the likelihood...

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Detalles Bibliográficos
Autores principales: Vasylenko, Andrij, Gamon, Jacinthe, Duff, Benjamin B., Gusev, Vladimir V., Daniels, Luke M., Zanella, Marco, Shin, J. Felix, Sharp, Paul M., Morscher, Alexandra, Chen, Ruiyong, Neale, Alex R., Hardwick, Laurence J., Claridge, John B., Blanc, Frédéric, Gaultois, Michael W., Dyer, Matthew S., Rosseinsky, Matthew J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8455628/
https://www.ncbi.nlm.nih.gov/pubmed/34548485
http://dx.doi.org/10.1038/s41467-021-25343-7

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