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Robust recognition and exploratory analysis of crystal structures via Bayesian deep learning

Due to their ability to recognize complex patterns, neural networks can drive a paradigm shift in the analysis of materials science data. Here, we introduce ARISE, a crystal-structure identification method based on Bayesian deep learning. As a major step forward, ARISE is robust to structural noise...

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Detalles Bibliográficos
Autores principales: Leitherer, Andreas, Ziletti, Angelo, Ghiringhelli, Luca M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8556392/
https://www.ncbi.nlm.nih.gov/pubmed/34716341
http://dx.doi.org/10.1038/s41467-021-26511-5