Fast and accurate machine learning prediction of phonon scattering rates and lattice thermal conductivity

Abstract Lattice thermal conductivity is important for many applications, but experimental measurements or first principles calculations including three-phonon and four-phonon scattering are expensive or even unaffordable. Machine learning approaches that can achieve similar accuracy have been a lon...

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Bibliographic Details
Main Authors: Ziqi Guo, Prabudhya Roy Chowdhury, Zherui Han, Yixuan Sun, Dudong Feng, Guang Lin, Xiulin Ruan
Format: Article
Language:English
Published: Nature Portfolio 2023-06-01
Series:npj Computational Materials
Online Access:https://doi.org/10.1038/s41524-023-01020-9