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Deep neural networks for accurate predictions of crystal stability

Predicting the stability of crystals is one of the central problems in materials science. Today, density functional theory (DFT) calculations remain comparatively expensive and scale poorly with system size. Here we show that deep neural networks utilizing just two descriptors—the Pauling electroneg...

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Podrobná bibliografie
Vydáno v:Nat Commun
Hlavní autoři: Ye, Weike, Chen, Chi, Wang, Zhenbin, Chu, Iek-Heng, Ong, Shyue Ping
Médium: Artigo
Jazyk:Inglês
Vydáno: Nature Publishing Group UK 2018
Témata:
On-line přístup:https://ncbi.nlm.nih.gov/pmc/articles/PMC6143552/
https://ncbi.nlm.nih.gov/pubmed/30228262
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1038/s41467-018-06322-x
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