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Optimizing special quasirandom structure (SQS) models for accurate functional property prediction in disordered 2D alloys

超单元 趋同(经济学) 材料科学 集群扩展 合金 统计物理学 二进制数 相(物质) 电子结构 晶体结构 凝聚态物理 热力学 结晶学 物理 数学 化学 量子力学 冶金 算术 雷雨 气象学 经济 经济增长
作者
Zicong Marvin Wong,Teck Leong Tan,Shuo‐Wang Yang,Guo Qin Xu
出处
期刊:Journal of Physics: Condensed Matter [IOP Publishing]
卷期号:30 (48): 485402-485402 被引量:7
标识
DOI:10.1088/1361-648x/aae764
摘要

2D materials such as MXenes have garnered attention in a wide field of applications ranging from energy to environment to medical. Properties of 2D materials can be tailored via alloying and in some cases, solid-solutions (disordered alloys) are formed. To predict the disordered alloy properties via first-principles, the model structure needs to imitate the random arrangements of alloyants and yet remains computationally tractable. Using density functional theory and the cluster expansion method, we investigate the accuracy of using of special quasirandom structures (SQSs) for predicting disordered 2D alloy properties, evaluating the effect of SQS supercell size on the prediction quality of formation energies, elastic properties, and structural parameters. We illustrate the findings with 5 different disordered binary [Formula: see text] MXene alloy systems (where M = Ti and M' = Zr, Hf, V, Nb, or Ta), demonstrating that SQSs around 6-8 times the primitive cell (N = 6-8) are sufficient to attain convergence in the property predictions versus supercell size. For formation energies, SQSs with N > 4 are found to reproduce the formation energies of the fully disordered phase within ~2.5 meV. For the simulation of the experimentally-synthesized TiNbCO2, we find convergence in structural parameters and elastic tensors at N ~ 6. We traced the convergence of the predictions to the convergence in the band structure-related properties via analysis of the electronic densities-of-states and the projected crystal overlap Hamilton population. Our findings suggest that modest sized SQSs would reproduce the properties of disordered MXene alloys. The results should help guide the investigations of structure-property relationships in other disordered 2D materials as well.
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