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Efficient prediction of temperature-dependent elastic and mechanical properties of 2D materials
by
Kastuar, S. M.
, Ekuma, C. E.
, Liu, Z. -L.
in
639/301
/ 639/301/1023
/ 639/301/1034
/ 639/301/357
/ 639/705
/ 639/766
/ 639/766/119
/ 639/766/119/1002
/ Humanities and Social Sciences
/ Machine learning
/ Mechanical properties
/ multidisciplinary
/ Science
/ Science (multidisciplinary)
2022
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Efficient prediction of temperature-dependent elastic and mechanical properties of 2D materials
by
Kastuar, S. M.
, Ekuma, C. E.
, Liu, Z. -L.
in
639/301
/ 639/301/1023
/ 639/301/1034
/ 639/301/357
/ 639/705
/ 639/766
/ 639/766/119
/ 639/766/119/1002
/ Humanities and Social Sciences
/ Machine learning
/ Mechanical properties
/ multidisciplinary
/ Science
/ Science (multidisciplinary)
2022
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Do you wish to request the book?
Efficient prediction of temperature-dependent elastic and mechanical properties of 2D materials
by
Kastuar, S. M.
, Ekuma, C. E.
, Liu, Z. -L.
in
639/301
/ 639/301/1023
/ 639/301/1034
/ 639/301/357
/ 639/705
/ 639/766
/ 639/766/119
/ 639/766/119/1002
/ Humanities and Social Sciences
/ Machine learning
/ Mechanical properties
/ multidisciplinary
/ Science
/ Science (multidisciplinary)
2022
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Efficient prediction of temperature-dependent elastic and mechanical properties of 2D materials
Journal Article
Efficient prediction of temperature-dependent elastic and mechanical properties of 2D materials
2022
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Overview
An efficient automated toolkit for predicting the mechanical properties of materials can accelerate new materials design and discovery; this process often involves screening large configurational space in high-throughput calculations. Herein, we present the ElasTool toolkit for these applications. In particular, we use the ElasTool to study diversity of 2D materials and heterostructures including their temperature-dependent mechanical properties, and developed a machine learning algorithm for exploring predicted properties.
Publisher
Nature Publishing Group UK,Nature Publishing Group,Nature Portfolio
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