晶体无机相的概率分离
Daniel Ritchie1,2, Michael W Gaultois1,2, Vladimir V Gusev1,3
1Leverhulme Research Centre for Functional Materials Design, Materials Innovation Factory, 51 Oxford Street, Liverpool L7 3NY, U.K.
晶体无机相的概率隔离 (PICIP) 自动化了未知晶体材料的隔离. 该工具通过从实验数据中准确识别未知的相组合来加速材料发现.
科学领域:
- 材料科学 材料科学 材料科学
- 晶体学 晶体学是指结晶学.
- 计算化学的计算化学
背景情况:
- 识别未知的晶体相对于材料发现至关重要.
- 目前用于隔离未知的相的方法可能是耗时和劳动密集的.
- 自动化这个过程可以显著加速新材料的探索.
研究的目的:
- 介绍结晶无机相的概率隔离 (PICIP),一种新的计算工具.
- 为了自动隔离未知晶体无机相,实验检测到.
- 为了加速材料发现的整体过程.
主要方法:
- 使用样本和已知的相组合,PICIP推断出未知的相组合.
- 一个新的算法估计了线性组成相位空间的概率密度.
- 代采样策略改进目标成分以提高准确性.
- 像电荷中立性这样的化学约束减少了相位空间的维度.
主要成果:
- 模拟显示,在四个连续样本后,未知相的中位纯度> 90%.
- PICIP对阶段量化的实验误差 (高达13%的重量) 有很强的耐受性.
- 该工具可以识别具有显著实验错误的场景.
结论:
- PICIP提供了一种自动化,高效的方法来隔离未知的晶体相.
- 概率方法提高了材料发现工作流程的准确性和稳定性.
- 该工具支持传统和高通量实验方法.
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