Elasticity-based-exfoliability measure for high-throughput computational exfoliation of two-dimensional materials

材料科学 弹性(物理) 剥脱关节 度量(数据仓库) 拓扑(电路) 纳米技术 复合材料 石墨烯 计算机科学 数学 数据挖掘 组合数学
作者
Xiangzheng Jia,Qian Shao,Yong Xu,Ruishan Li,Kai Huang,Yan Guo,Cangyu Qu,Enlai Gao
出处
期刊:npj computational materials [Springer Nature]
卷期号:7 (1) 被引量:10
标识
DOI:10.1038/s41524-021-00677-4
摘要

Abstract Two-dimensional (2D) materials are promising candidates for uses in next-generation electronic and optoelectronic devices. However, only a few high-quality 2D materials have been mechanically exfoliated to date. One of the critical issues is that the exfoliability of 2D materials from their bulk precursors is unknown. To assess the exfoliability of potential 2D materials from their bulk counterparts, we derived an elasticity-based-exfoliability measure based on an exfoliation mechanics model. The proposed measure has a clear physical meaning and is universally applicable to all material systems. We used this measure to calculate the exfoliability of 10,812 crystals having a first-principles calculated elastic tensor. By setting the threshold values for easy and potential exfoliation based on already-exfoliated materials, we predicted 58 easily exfoliable bulk crystals and 90 potentially exfoliable bulk crystals for 2D materials. As evidence, a topology-based algorithm indicates that there is no interlayer bonding topology for 93% predicted exfoliable bulk crystals, and the analysis on packing ratios shows that 99% predicted exfoliable bulk crystals exhibit a relatively low packing ratio value. Moreover, literature survey shows that 34 predicted exfoliable bulk crystals have been experimentally exfoliated into 2D materials. In addition, the characteristics of these predicted 2D materials were discussed for practical use of such materials.
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