Data-Driven Discovery and Understanding of Ultrahigh-Modulus Crystals
Shao, Qian1; Li, Ruishan1; Yue, Zuogong2; Wang, Yanlei3,4; Gao, Enlai1
AbstractHigh-modulus materials that yield small elastic deformation under mechanical loads hold great promise for use in a wide range of engineering applications. However, the discovery and understanding of high-modulus materials remain a long-term challenge, as the traditional experimental trial-and-error approach is time-consuming. In this work, we discovered two new ultrahigh-modulus crystals (CN2 and OsN2), exhibiting a maximum Young's modulus (1555.3 and 1382.7 GPa, respectively) greater than that of diamond (1152.0 GPa in our calculations), by data mining of 13 122 crystals and first-principles verifications. More surprisingly, the density of CN2 is lower than that of diamond, which endows it with high modulus and light weight. Furthermore, we explored the mechanical behaviors of the discovered ultrahigh-modulus crystals by performing tensile tests and found that CN2 and OsN2 also boast high strength while maintaining decent ductility. The underlying mechanism for the ultrahigh modulus of these two crystals was explained by analyses of the electron density and bond order. To further broaden our understanding, a data-driven analysis was conducted to quantify the structure-modulus correlations of 10 903 crystals, and six crucial structural and compositional features that are highly correlated to the maximum Young's moduli of crystals were identified. Based on these six features, a nonlinear classifier was developed, which successfully predicted crystals possessing a maximum Young's modulus greater than 1000 GPa and separated them from the others, making this approach useful for falsifiable prediction and discovery of high-modulus crystals. Based on this understanding, suggestions were made to guide the design and synthesis of high-modulus crystals. Additionally, the formation and stabilities of CN2 and OsN2 were explored for practical applications.
Funding ProjectNational Natural Science Foundation of China[11902225] ; National Natural Science Foundation of China[11702199] ; Natural Science Foundation of Hubei Province[2019CFB174]
WOS Research AreaChemistry ; Materials Science
WOS SubjectChemistry, Physical ; Materials Science, Multidisciplinary
Funding OrganizationNational Natural Science Foundation of China ; Natural Science Foundation of Hubei Province
WOS IDWOS:000623043600019
Citation statistics
Document Type期刊论文
Corresponding AuthorGao, Enlai
Affiliation1.Wuhan Univ, Sch Civil Engn, Dept Engn Mech, Wuhan 430072, Hubei, Peoples R China
2.Univ New South Wales, Sch Elect Engn & Telecommun, Sydney, NSW 2052, Australia
3.Chinese Acad Sci, Inst Proc Engn, Beijing Key Lab Ion Liquids Clean Proc, CAS Key Lab Green Proc & Engn, Beijing 100190, Peoples R China
4.Chinese Acad Sci, Innovat Acad Green Manufacture, Beijing 100190, Peoples R China
Recommended Citation
GB/T 7714
Shao, Qian,Li, Ruishan,Yue, Zuogong,et al. Data-Driven Discovery and Understanding of Ultrahigh-Modulus Crystals[J]. CHEMISTRY OF MATERIALS,2021,33(4):1276-1284.
APA Shao, Qian,Li, Ruishan,Yue, Zuogong,Wang, Yanlei,&Gao, Enlai.(2021).Data-Driven Discovery and Understanding of Ultrahigh-Modulus Crystals.CHEMISTRY OF MATERIALS,33(4),1276-1284.
MLA Shao, Qian,et al."Data-Driven Discovery and Understanding of Ultrahigh-Modulus Crystals".CHEMISTRY OF MATERIALS 33.4(2021):1276-1284.
Files in This Item:
There are no files associated with this item.
Related Services
Recommend this item
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[Shao, Qian]'s Articles
[Li, Ruishan]'s Articles
[Yue, Zuogong]'s Articles
Baidu academic
Similar articles in Baidu academic
[Shao, Qian]'s Articles
[Li, Ruishan]'s Articles
[Yue, Zuogong]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[Shao, Qian]'s Articles
[Li, Ruishan]'s Articles
[Yue, Zuogong]'s Articles
Terms of Use
No data!
Social Bookmark/Share
All comments (0)
No comment.

Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.