分析玻璃中的机械和热重排的局部结构与原子集群扩张的分析
Jörg Rottler1, Christoph Ortner2
1Department of Physics and Astronomy and Stewart Blusson Quantum Matter Institute, University of British Columbia, Vancouver, British Columbia V6T 1Z1, Canada.
The journal of physical chemistry. B
|November 8, 2024
概括
本研究使用原子集群膨胀 (ACE) 确定无形材料中的关键结构模式. 它显示,对于二元混合物来说,简单的两体相关性是足够的,而聚合物需要更复杂的相关性来进行准确的预测.
科学领域:
- 凝聚物质物理学 凝聚物质物理学
- 材料科学 材料科学 材料科学
- 计算化学的计算化学
背景情况:
- 玻璃等无形材料表现出复杂的结构动态.
- 了解原子层次的结构变化对于预测材料特性至关重要.
- 现有的方法往往难以捕捉原子环境的复杂细节.
研究的目的:
- 识别无形材料中粒子活动的普遍结构特征.
- 开发用于区分活性和非活性粒子的预测模型.
- 调查原子相关性在结构放松中的作用.
主要方法:
- 使用原子集群扩张 (ACE) 作为原子环境的描述符.
- 构建的身体排序的线性分类器.
- 分析了经过热激活和剪切的三种不同的模型玻璃制造器.
主要成果:
- 在二进制混合物中实现了高预测准确度,最小的两体相关性.
- 证明了对聚合物玻璃的两体和三体相关性的必要性.
- 在不同的激活机制 (热和剪切) 中观察到一致的趋势.
结论:
- 无形材料中的结构特征的复杂性因构成而有所不同.
- ACE为分析原子环境和预测粒子活动提供了有效的框架.
- 这些发现提供了对玻璃玻璃结构松的基本机制的见解.
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