Magnetic Moment Tensor Potentials for collinear spin-polarized materials reproduce different magnetic states of bcc Fe

Abstract We present the magnetic Moment Tensor Potentials (mMTPs), a class of machine-learning interatomic potentials, accurately reproducing both vibrational and magnetic degrees of freedom as provided, e.g., from first-principles calculations. The accuracy is achieved by a two-step minimization sc...

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Bibliographic Details
Main Authors: Ivan Novikov, Blazej Grabowski, Fritz Körmann, Alexander Shapeev
Format: Article
Language:English
Published: Nature Portfolio 2022-01-01
Series:npj Computational Materials
Online Access:https://doi.org/10.1038/s41524-022-00696-9