在使用原子间电位的原子学模拟中量化不确定性
I R Best1, T J Sullivan1,2, J R Kermode1
1Warwick Centre for Predictive Modelling, School of Engineering, University of Warwick, Coventry CV4 7AL, United Kingdom.
The Journal of chemical physics
|August 14, 2024
概括
量化模拟错误是至关重要的. 这项研究使用与原子集群扩张潜力的合规预测,为特性提供校准的误差条,提高模拟可靠性.
科学领域:
- 计算材料科学科学 计算材料科学
- 原子学模拟 原子学模拟
- 预测建模预测建模
背景情况:
- 原子模拟使用原子间潜力比第一原则方法更大的规模.
- 与真正的潜在能量表面相比,参数化潜能引入了不准确性.
- 量化模拟不确定性对于结果信心和改进指标至关重要.
研究的目的:
- 开发一种方法来量化原子模拟中的不确定性.
- 为关键材料属性提供校准的误差条.
- 评估不同潜力和培训集对不确定性边界的影响.
主要方法:
- 形成原子集群扩张潜力的集合.
- 应用与ab initio训练数据的合规预测.
- 计算的散体模量,弹性常数,空隙形成能量和迁移障碍.
主要成果:
- 有意义的,校准的错误条已经成功地生成了的特性.
- 该研究评估了各种潜力和培训数据集对不确定性量化影响.
- 证明了在原子模拟中对错误估计的强有力的方法.
结论:
- 符合性预测为原子模拟中的错误量化提供了一种可靠的方法.
- 开发的方法提高了对模拟结果的信心,并指导了潜在的改进.
- 这项工作为材料模拟中的不确定性评估提供了一个框架.
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