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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Autores principales: Takashi Miyake, Yosuke Harashima, Taro Fukazawa, Hisazumi Akai
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Lenguaje:EN
Publicado: Taylor & Francis Group 2021
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Acceso en línea:https://doaj.org/article/9dc1729251804c138a46516c53fbaf7c
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spelling 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)
institution DOAJ
collection DOAJ
language EN
topic permanent magnet
rare earth
first-principles calculation
materials informatics
Materials of engineering and construction. Mechanics of materials
TA401-492
Biotechnology
TP248.13-248.65
spellingShingle 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
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