伦纳德-斯晶核的bcc涂层随着局部结构检测算法的改变而消失
Willem Gispen1, Alberto Pérez de Alba Ortíz2, Marjolein Dijkstra1
1Soft Condensed Matter & Biophysics, Debye Institute for Nanomaterials Science, Utrecht University, Princetonplein 1, 3584 CC Utrecht, The Netherlands.
晶核研究表明,局部结构检测算法可以显著改变结果. 仔细的接口分析和异常点检测提高了晶核特征的可靠性.
科学领域:
- 凝聚物质物理学 凝聚物质物理学
- 计算化学计算化学
- 材料科学 材料科学 材料科学
背景情况:
- 列纳德-斯流体中的晶核形成是理解元稳定秩序的关键模型.
- 之前的研究依赖于各种局部结构检测算法来分析关键核.
研究的目的:
- 评估七种常见的局部结构检测算法的性能,用于表征晶核.
- 评估不同算法的对核的确定多态组成的影响.
- 研究方法,以提高靠近接口的局部结构分析的可靠性.
主要方法:
- 过渡路径采样模拟用于生成晶核.
- 应用了七种不同的局部结构检测算法来分析原子核.
- 开发并测试了一种包含异常值检测的机器学习方法.
主要成果:
- 根据使用的算法,观察到多态构成的显著变化.
- 靠近固体-流体和固体-固体接口的粒子表现出独特的局部结构.
- 异常值的检测提高了结构分类的可靠性和准确性.
- 一种具有异常值检测的机器学习方法显著减少了明显的bcc (体中心立方体) 表面结构.
结论:
- 在接口附近描述局部结构需要仔细考虑检测方法.
- 异常值检测是局部结构分析的宝贵补充,以提高可靠性.
- 算法的选择极大地影响了对晶核结构和组成的理解.
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