Predicting temperature-dependent ultimate strengths of body-centered-cubic (BCC) high-entropy alloys

Abstract This paper presents a bilinear log model, for predicting temperature-dependent ultimate strength of high-entropy alloys (HEAs) based on 21 HEA compositions. We consider the break temperature, T break, introduced in the model, an important parameter for design of materials with attractive hi...

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Autores principales: B. Steingrimsson, X. Fan, X. Yang, M. C. Gao, Y. Zhang, P. K. Liaw
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Lenguaje:EN
Publicado: Nature Portfolio 2021
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Acceso en línea:https://doaj.org/article/2de5ba1c7efe4a79ba0485d7e4826393
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spelling oai:doaj.org-article:2de5ba1c7efe4a79ba0485d7e48263932021-12-02T18:14:22ZPredicting temperature-dependent ultimate strengths of body-centered-cubic (BCC) high-entropy alloys10.1038/s41524-021-00623-42057-3960https://doaj.org/article/2de5ba1c7efe4a79ba0485d7e48263932021-09-01T00:00:00Zhttps://doi.org/10.1038/s41524-021-00623-4https://doaj.org/toc/2057-3960Abstract This paper presents a bilinear log model, for predicting temperature-dependent ultimate strength of high-entropy alloys (HEAs) based on 21 HEA compositions. We consider the break temperature, T break, introduced in the model, an important parameter for design of materials with attractive high-temperature properties, one warranting inclusion in alloy specifications. For reliable operation, the operating temperature of alloys may need to stay below T break. We introduce a technique of global optimization, one enabling concurrent optimization of model parameters over low-temperature and high-temperature regimes. Furthermore, we suggest a general framework for joint optimization of alloy properties, capable of accounting for physics-based dependencies, and show how a special case can be formulated to address the identification of HEAs offering attractive ultimate strength. We advocate for the selection of an optimization technique suitable for the problem at hand and the data available, and for properly accounting for the underlying sources of variations.B. SteingrimssonX. FanX. YangM. C. GaoY. ZhangP. K. LiawNature PortfolioarticleMaterials of engineering and construction. Mechanics of materialsTA401-492Computer softwareQA76.75-76.765ENnpj Computational Materials, Vol 7, Iss 1, Pp 1-10 (2021)
institution DOAJ
collection DOAJ
language EN
topic Materials of engineering and construction. Mechanics of materials
TA401-492
Computer software
QA76.75-76.765
spellingShingle Materials of engineering and construction. Mechanics of materials
TA401-492
Computer software
QA76.75-76.765
B. Steingrimsson
X. Fan
X. Yang
M. C. Gao
Y. Zhang
P. K. Liaw
Predicting temperature-dependent ultimate strengths of body-centered-cubic (BCC) high-entropy alloys
description Abstract This paper presents a bilinear log model, for predicting temperature-dependent ultimate strength of high-entropy alloys (HEAs) based on 21 HEA compositions. We consider the break temperature, T break, introduced in the model, an important parameter for design of materials with attractive high-temperature properties, one warranting inclusion in alloy specifications. For reliable operation, the operating temperature of alloys may need to stay below T break. We introduce a technique of global optimization, one enabling concurrent optimization of model parameters over low-temperature and high-temperature regimes. Furthermore, we suggest a general framework for joint optimization of alloy properties, capable of accounting for physics-based dependencies, and show how a special case can be formulated to address the identification of HEAs offering attractive ultimate strength. We advocate for the selection of an optimization technique suitable for the problem at hand and the data available, and for properly accounting for the underlying sources of variations.
format article
author B. Steingrimsson
X. Fan
X. Yang
M. C. Gao
Y. Zhang
P. K. Liaw
author_facet B. Steingrimsson
X. Fan
X. Yang
M. C. Gao
Y. Zhang
P. K. Liaw
author_sort B. Steingrimsson
title Predicting temperature-dependent ultimate strengths of body-centered-cubic (BCC) high-entropy alloys
title_short Predicting temperature-dependent ultimate strengths of body-centered-cubic (BCC) high-entropy alloys
title_full Predicting temperature-dependent ultimate strengths of body-centered-cubic (BCC) high-entropy alloys
title_fullStr Predicting temperature-dependent ultimate strengths of body-centered-cubic (BCC) high-entropy alloys
title_full_unstemmed Predicting temperature-dependent ultimate strengths of body-centered-cubic (BCC) high-entropy alloys
title_sort predicting temperature-dependent ultimate strengths of body-centered-cubic (bcc) high-entropy alloys
publisher Nature Portfolio
publishDate 2021
url https://doaj.org/article/2de5ba1c7efe4a79ba0485d7e4826393
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