LASSO regression on DFT data suggests a linear relation between MCA energy and orbital moment anisotropy in Fe-Rh/MgO films, but the paper's own analysis admits the prediction is poor.
Pushing the limits of magnetic anisotropy in the Sm-Co system
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abstract
Materials based on the Sm-Co system exhibit remarkable magnetic performance due to their high Curie temperature, large saturation magnetization, and strong magnetic anisotropy, which are the result of the electronic structure in Co and Sm and their arrangement in the hexagonal lattice. In this paper we show, using first-principles calculations, mean-field theory, and atomistic Monte Carlo simulations that slight modifications of the SmCo5 crystal structure, induced by strain or partial substitution of Sm by Ce, change the exchange interaction energy and increase the magnetocrystalline anisotropy energy drastically. This finding shows how small changes in local-structure environments lead to substantial changes in macroscopic properties and enables the optimization of high-performance materials at the atomic level.
fields
cond-mat.mtrl-sci 1years
2019 1verdicts
REJECT 1representative citing papers
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Prediction magnetocrystalline anisotripy Fe-Rh thin films via machine leaning
LASSO regression on DFT data suggests a linear relation between MCA energy and orbital moment anisotropy in Fe-Rh/MgO films, but the paper's own analysis admits the prediction is poor.