材料科学
水准点(测量)
合金
航程(航空)
集合(抽象数据类型)
钛
钛合金
相(物质)
实验数据
还原(数学)
度量(数据仓库)
采样(信号处理)
热力学
液相
数据集
压力(语言学)
参考数据
统计物理学
计算机科学
杂质
材料性能
缩放比例
订单(交换)
数据挖掘
作者
Connor S. Allen,Albert P. Bartók
出处
期刊:Scientific Data
[Nature Portfolio]
日期:2025-12-05
卷期号:12 (1): 1925-1925
被引量:6
标识
DOI:10.1038/s41597-025-05302-3
摘要
Titanium and its alloys are technologically important materials that display a rich phase behaviour. In order to enable large-scale, realistic modelling of Ti and its alloys on the atomistic scale, MLIPs are crucial, but rely on databases of atomic configurations. We report databases of such configurations that represent the α, β, ω and liquid phases of Ti and the Ti-6Al-4V alloy, where we provide total energy, force and stress values evaluated by DFT using the PBE functional. We have also utilised a data reduction strategy, via non-diagonal supercells, for the vibrational properties of Ti and sampling of atomic species for Ti-6Al-4V. These configurations may be used to fit models that can accurately model the phase behaviour of Ti and Ti-6Al-4V across a broad range of thermodynamic conditions. To validate models, we assembled a set of benchmark protocols, which can be used to rapidly develop and evaluate MLIP models. We demonstrated the utility of our databases and validation tools by fitting models using the GAP and ACE frameworks.
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