Machine Learning: Direct Prediction of Phonon Density of States With Euclidean Neural Networks (Adv. Sci. 12/2021)

Phonon density‐of‐states is a key property that governs materials thermal properties but is nontrivial to compute or measure. A neural network that carries full crystal symmetry allows a prediction of phonon density‐of‐states using a small volume of training data, approaching ab initio accuracy but...

Disgrifiad llawn

Wedi'i Gadw mewn:
Manylion Llyfryddiaeth
Cyhoeddwyd yn:Adv Sci (Weinh)
Prif Awduron: Chen, Zhantao, Andrejevic, Nina, Smidt, Tess, Ding, Zhiwei, Xu, Qian, Chi, Yen‐Ting, Nguyen, Quynh T., Alatas, Ahmet, Kong, Jing, Li, Mingda
Fformat: Artigo
Iaith:Inglês
Cyhoeddwyd: John Wiley and Sons Inc. 2021
Pynciau:
Frontispiece
Mynediad Ar-lein:https://ncbi.nlm.nih.gov/pmc/articles/PMC8224407/
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1002/advs.202170068
Tagiau: Ychwanegu Tag
Dim Tagiau, Byddwch y cyntaf i dagio'r cofnod hwn!

Eitemau Tebyg