论文标题
基于DFT的材料数据库的数值质量控制
Numerical Quality Control for DFT-based Materials Databases
论文作者
论文摘要
电子结构理论是材料科学的强大支柱。社区使用许多采用不同方法的计算机代码来解决各种科学问题。尽管如此,不同包装的精度直到最近才彻底仔细检查,重点是一项特定任务,即选择流行的密度功能,并使用异常高,非常精确的数值设置来研究71个单位晶体。但是,关于在实践中通常使用的数值设置下出现的方法和特定于方法的不确定性,鲜为人知。我们通过研究总能量和相对能量的偏差作为计算参数的函数来阐明这一问题。使用典型的设置用于基集和K网格,我们比较了71个元素和63个二元固体的结果,这些元素通过三种不同的电子结构代码获得了基本不同的策略。根据观察到的趋势,我们提出了一个简单的分析模型,以估计与基集不完整相关的误差。我们使用从游牧存储库中获得的三元系统进行跨验证该模型,并讨论我们的方法如何使计算材料数据库中存在的异质数据进行比较。
Electronic-structure theory is a strong pillar of materials science. Many different computer codes that employ different approaches are used by the community to solve various scientific problems. Still, the precision of different packages has only recently been scrutinized thoroughly, focusing on a specific task, namely selecting a popular density functional, and using unusually high, extremely precise numerical settings for investigating 71 monoatomic crystals. Little is known, however, about method- and code-specific uncertainties that arise under numerical settings that are commonly used in practice. We shed light on this issue by investigating the deviations in total and relative energies as a function of computational parameters. Using typical settings for basis sets and k-grids, we compare results for 71 elemental and 63 binary solids obtained by three different electronic-structure codes that employ fundamentally different strategies. On the basis of the observed trends, we propose a simple, analytical model for the estimation of the errors associated with the basis-set incompleteness. We cross-validate this model using ternary systems obtained from the NOMAD Repository and discuss how our approach enables the comparison of the heterogeneous data present in computational materials databases.