Machine learning assisted search for Fe–Co–C ternary compounds with high magnetic anisotropy

We employ a machine learning (ML)-guided framework to explore rare earth free magnetic materials, specifically focusing on Fe–Co–C ternary compounds for potential use in permanent magnets. Utilizing a specifically trained crystal graph convolutional neural network model, we efficiently screen a vast...

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Bibliographic Details
Main Authors: Weiyi Xia, Masahiro Sakurai, Timothy Liao, Renhai Wang, Chao Zhang, Huaijun Sun, Kai-Ming Ho, James R. Chelikowsky, Cai-Zhuang Wang
Format: Article
Language:English
Published: AIP Publishing LLC 2024-12-01
Series:APL Machine Learning
Online Access:http://dx.doi.org/10.1063/5.0208761
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