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.
机构:
Univ Paris Est, Ecole Ponts ParisTech, Lab Navier, IFSTTAR,CNRS, F-77455 Marne La Vallee 2, FranceUniv Paris Est, Ecole Ponts ParisTech, Lab Navier, IFSTTAR,CNRS, F-77455 Marne La Vallee 2, France
机构:
Yanshan Univ, State Key Lab Metastable Mat Sci & Technol, Ctr High Pressure Sci, Qinhuangdao 066004, Hebei, Peoples R ChinaYanshan Univ, State Key Lab Metastable Mat Sci & Technol, Ctr High Pressure Sci, Qinhuangdao 066004, Hebei, Peoples R China
Liu, Hailiang
Tong, Ke
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Yanshan Univ, State Key Lab Metastable Mat Sci & Technol, Ctr High Pressure Sci, Qinhuangdao 066004, Hebei, Peoples R ChinaYanshan Univ, State Key Lab Metastable Mat Sci & Technol, Ctr High Pressure Sci, Qinhuangdao 066004, Hebei, Peoples R China
Tong, Ke
Feng, Xing
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Yanshan Univ, State Key Lab Metastable Mat Sci & Technol, Ctr High Pressure Sci, Qinhuangdao 066004, Hebei, Peoples R ChinaYanshan Univ, State Key Lab Metastable Mat Sci & Technol, Ctr High Pressure Sci, Qinhuangdao 066004, Hebei, Peoples R China
Feng, Xing
Wen, Bin
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Yanshan Univ, State Key Lab Metastable Mat Sci & Technol, Ctr High Pressure Sci, Qinhuangdao 066004, Hebei, Peoples R ChinaYanshan Univ, State Key Lab Metastable Mat Sci & Technol, Ctr High Pressure Sci, Qinhuangdao 066004, Hebei, Peoples R China
机构:
Shenzhen Univ, Coll Math & Stat, Shenzhen 518060, Peoples R ChinaShenzhen Univ, Coll Math & Stat, Shenzhen 518060, Peoples R China
Dong, Bo-Qing
Li, Chaoying
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Beijing Normal Univ, Sch Math Sci, Lab Math & Complex Syst, Minist Educ, Beijing 100875, Peoples R ChinaShenzhen Univ, Coll Math & Stat, Shenzhen 518060, Peoples R China
Li, Chaoying
Xu, Xiaojing
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Beijing Normal Univ, Sch Math Sci, Lab Math & Complex Syst, Minist Educ, Beijing 100875, Peoples R ChinaShenzhen Univ, Coll Math & Stat, Shenzhen 518060, Peoples R China
Xu, Xiaojing
Ye, Zhuan
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Jiangsu Normal Univ, Dept Math & Stat, 101 Shanghai Rd, Xuzhou 221116, Jiangsu, Peoples R ChinaShenzhen Univ, Coll Math & Stat, Shenzhen 518060, Peoples R China