Understanding and optimization of hard magnetic compounds from first principles
First-principles calculation based on density functional theory is a powerful tool for understanding and designing magnetic materials. It enables us to quantitatively describe magnetic properties and structural stability, although further methodological developments for the treatment of strongly cor...
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Taylor & Francis Group
2021
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oai:doaj.org-article:9dc1729251804c138a46516c53fbaf7c2021-11-26T11:19:47ZUnderstanding and optimization of hard magnetic compounds from first principles1468-69961878-551410.1080/14686996.2021.1935314https://doaj.org/article/9dc1729251804c138a46516c53fbaf7c2021-12-01T00:00:00Zhttp://dx.doi.org/10.1080/14686996.2021.1935314https://doaj.org/toc/1468-6996https://doaj.org/toc/1878-5514First-principles calculation based on density functional theory is a powerful tool for understanding and designing magnetic materials. It enables us to quantitatively describe magnetic properties and structural stability, although further methodological developments for the treatment of strongly correlated 4f electrons and finite-temperature magnetism are needed. Here, we review recent developments of computational schemes for rare-earth magnet compounds, and summarize our theoretical studies on Nd2Fe14B and RFe12-type compounds. Effects of chemical substitution and interstitial dopants are clarified. We also discuss how data-driven approaches are used for studying multinary systems. Chemical composition can be optimized with fewer trials by the Bayesian optimization. We also present a data-assimilation method for predicting finite-temperature magnetization in wide composition space by integrating computational and experimental data.Takashi MiyakeYosuke HarashimaTaro FukazawaHisazumi AkaiTaylor & Francis Grouparticlepermanent magnetrare earthfirst-principles calculationmaterials informaticsMaterials of engineering and construction. Mechanics of materialsTA401-492BiotechnologyTP248.13-248.65ENScience and Technology of Advanced Materials, Vol 22, Iss 1, Pp 543-556 (2021) |
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permanent magnet rare earth first-principles calculation materials informatics Materials of engineering and construction. Mechanics of materials TA401-492 Biotechnology TP248.13-248.65 |
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permanent magnet rare earth first-principles calculation materials informatics Materials of engineering and construction. Mechanics of materials TA401-492 Biotechnology TP248.13-248.65 Takashi Miyake Yosuke Harashima Taro Fukazawa Hisazumi Akai Understanding and optimization of hard magnetic compounds from first principles |
description |
First-principles calculation based on density functional theory is a powerful tool for understanding and designing magnetic materials. It enables us to quantitatively describe magnetic properties and structural stability, although further methodological developments for the treatment of strongly correlated 4f electrons and finite-temperature magnetism are needed. Here, we review recent developments of computational schemes for rare-earth magnet compounds, and summarize our theoretical studies on Nd2Fe14B and RFe12-type compounds. Effects of chemical substitution and interstitial dopants are clarified. We also discuss how data-driven approaches are used for studying multinary systems. Chemical composition can be optimized with fewer trials by the Bayesian optimization. We also present a data-assimilation method for predicting finite-temperature magnetization in wide composition space by integrating computational and experimental data. |
format |
article |
author |
Takashi Miyake Yosuke Harashima Taro Fukazawa Hisazumi Akai |
author_facet |
Takashi Miyake Yosuke Harashima Taro Fukazawa Hisazumi Akai |
author_sort |
Takashi Miyake |
title |
Understanding and optimization of hard magnetic compounds from first principles |
title_short |
Understanding and optimization of hard magnetic compounds from first principles |
title_full |
Understanding and optimization of hard magnetic compounds from first principles |
title_fullStr |
Understanding and optimization of hard magnetic compounds from first principles |
title_full_unstemmed |
Understanding and optimization of hard magnetic compounds from first principles |
title_sort |
understanding and optimization of hard magnetic compounds from first principles |
publisher |
Taylor & Francis Group |
publishDate |
2021 |
url |
https://doaj.org/article/9dc1729251804c138a46516c53fbaf7c |
work_keys_str_mv |
AT takashimiyake understandingandoptimizationofhardmagneticcompoundsfromfirstprinciples AT yosukeharashima understandingandoptimizationofhardmagneticcompoundsfromfirstprinciples AT tarofukazawa understandingandoptimizationofhardmagneticcompoundsfromfirstprinciples AT hisazumiakai understandingandoptimizationofhardmagneticcompoundsfromfirstprinciples |
_version_ |
1718409551245475840 |