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Constrained DFT-based magnetic machine-learning potentials for magnetic alloys: a case study of Fe–Al

Abstract We propose a machine-learning interatomic potential for multi-component magnetic materials. In this potential we consider magnetic moments as degrees of freedom (features) along with atomic positions, atomic types, and lattice vectors. We create a training set with constrained DFT (cDFT) th...

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Wedi'i Gadw mewn:
Manylion Llyfryddiaeth
Prif Awduron: Alexey S. Kotykhov, Konstantin Gubaev, Max Hodapp, Christian Tantardini, Alexander V. Shapeev, Ivan S. Novikov
Fformat: Artigo
Iaith:Inglês
Cyhoeddwyd: Nature Portfolio 2023-11-01
Cyfres:Scientific Reports
Mynediad Ar-lein:https://doi.org/10.1038/s41598-023-46951-x
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