Ab-initio based models for temperature-dependent magneto-chemical interplay in bcc Fe-Mn alloys
Abstract
Body-centered cubic (bcc) Fe-Mn systems are known to exhibit a complex and atypical magnetic
behaviour from both experiments and 0 K electronic-structure calculations, which is due to the
half-filled 3d-band of Mn. We propose effective interaction models for these alloys, which contain
both atomic spin and chemical variables. They were parameterized on a set of key density functional
theory (DFT) data, with the inclusion of non-collinear magnetic configurations being indispensable.
Two distinct approaches, namely a knowledge-driven and a machine-learning approach have been
employed for the fitting. Employing these models in atomic Monte Carlo simulations enables the
prediction of magnetic and thermodynamic properties of the Fe-Mn alloys, and their coupling, as
functions of temperature. This includes the decrease of Curie temperature with increasing Mn
concentration, the temperature evolution of the mixing enthalpy and its correlation with the alloy
magnetization. Also, going beyond the defect-free systems, we determined the binding free energy
between a vacancy and a Mn atom, which is a key parameter controlling the atomic transport in
Fe-Mn alloys.
Domains
Physics [physics]
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