Cargando…

Atomic stiffness for bulk modulus prediction and high-throughput screening of ultraincompressible crystals

Determining bulk moduli is central to high-throughput screening of ultraincompressible materials. However, existing approaches are either too inaccurate or too expensive for general applications, or they are limited to narrow chemistries. Here we define a microscopic quantity to measure the atomic s...

Descripción completa

Detalles Bibliográficos
Autores principales: Jin, Ruihua, Yuan, Xiaoang, Gao, Enlai
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10352355/
https://www.ncbi.nlm.nih.gov/pubmed/37460465
http://dx.doi.org/10.1038/s41467-023-39826-2
_version_ 1785074496595558400
author Jin, Ruihua
Yuan, Xiaoang
Gao, Enlai
author_facet Jin, Ruihua
Yuan, Xiaoang
Gao, Enlai
author_sort Jin, Ruihua
collection PubMed
description Determining bulk moduli is central to high-throughput screening of ultraincompressible materials. However, existing approaches are either too inaccurate or too expensive for general applications, or they are limited to narrow chemistries. Here we define a microscopic quantity to measure the atomic stiffness for each element in the periodic table. Based on this quantity, we derive an analytic formula for bulk modulus prediction. By analyzing numerous crystals from first-principles calculations, this formula shows superior accuracy, efficiency, universality, and interpretability compared to previous empirical/semiempirical formulae and machine learning models. Directed by our formula predictions and verified by first-principles calculations, 47 ultraincompressible crystals rivaling diamond are identified from over one million material candidates, which extends the family of known ultraincompressible crystals. Finally, treasure maps of possible elemental combinations for ultraincompressible crystals are created from our theory. This theory and insights provide guidelines for designing and discovering ultraincompressible crystals of the future.
format Online
Article
Text
id pubmed-10352355
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher Nature Publishing Group UK
record_format MEDLINE/PubMed
spelling pubmed-103523552023-07-19 Atomic stiffness for bulk modulus prediction and high-throughput screening of ultraincompressible crystals Jin, Ruihua Yuan, Xiaoang Gao, Enlai Nat Commun Article Determining bulk moduli is central to high-throughput screening of ultraincompressible materials. However, existing approaches are either too inaccurate or too expensive for general applications, or they are limited to narrow chemistries. Here we define a microscopic quantity to measure the atomic stiffness for each element in the periodic table. Based on this quantity, we derive an analytic formula for bulk modulus prediction. By analyzing numerous crystals from first-principles calculations, this formula shows superior accuracy, efficiency, universality, and interpretability compared to previous empirical/semiempirical formulae and machine learning models. Directed by our formula predictions and verified by first-principles calculations, 47 ultraincompressible crystals rivaling diamond are identified from over one million material candidates, which extends the family of known ultraincompressible crystals. Finally, treasure maps of possible elemental combinations for ultraincompressible crystals are created from our theory. This theory and insights provide guidelines for designing and discovering ultraincompressible crystals of the future. Nature Publishing Group UK 2023-07-17 /pmc/articles/PMC10352355/ /pubmed/37460465 http://dx.doi.org/10.1038/s41467-023-39826-2 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Jin, Ruihua
Yuan, Xiaoang
Gao, Enlai
Atomic stiffness for bulk modulus prediction and high-throughput screening of ultraincompressible crystals
title Atomic stiffness for bulk modulus prediction and high-throughput screening of ultraincompressible crystals
title_full Atomic stiffness for bulk modulus prediction and high-throughput screening of ultraincompressible crystals
title_fullStr Atomic stiffness for bulk modulus prediction and high-throughput screening of ultraincompressible crystals
title_full_unstemmed Atomic stiffness for bulk modulus prediction and high-throughput screening of ultraincompressible crystals
title_short Atomic stiffness for bulk modulus prediction and high-throughput screening of ultraincompressible crystals
title_sort atomic stiffness for bulk modulus prediction and high-throughput screening of ultraincompressible crystals
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10352355/
https://www.ncbi.nlm.nih.gov/pubmed/37460465
http://dx.doi.org/10.1038/s41467-023-39826-2
work_keys_str_mv AT jinruihua atomicstiffnessforbulkmoduluspredictionandhighthroughputscreeningofultraincompressiblecrystals
AT yuanxiaoang atomicstiffnessforbulkmoduluspredictionandhighthroughputscreeningofultraincompressiblecrystals
AT gaoenlai atomicstiffnessforbulkmoduluspredictionandhighthroughputscreeningofultraincompressiblecrystals