冰核形成中的非马科夫动力学
Pablo Montero de Hijes1, Sebastian Falkner2, Christoph Dellago3
1Faculty of Physics, University of Vienna, A-1090 Vienna, Austria.
The Journal of chemical physics
|March 2, 2026
概括
经典核化理论假设核大小动态是马科维. 这项研究揭示了同质冰核形成的非马科夫动态,表明核大小不是足够的反应坐标.
科学领域:
- 物理化学 物理化学
- 计算物理 计算物理
- 材料科学 材料科学 材料科学
背景情况:
- 最大的晶核的大小是结晶模拟中常见的反应坐标.
- 经典的核化理论经常假设马科夫动力学对于这个坐标.
研究的目的:
- 为了调查同质冰核中核大小动态是否是马科维亚.
- 识别缓慢模式并开发改进的反应坐标.
主要方法:
- 300个独立的冰核形成轨迹的分子动力学模拟.
- 分析平均复发时间和结构描述符.
- 神经网络培训,以学习提交器功能.
- 符号回归用于开发一个近似的提交者.
主要成果:
- 核大小动态表现出历史依赖,表明非马科夫行为.
- 在早期和晚期复发之间观察到核结构的系统差异.
- 识别集体变量和一个紧的近似的承诺者.
结论:
- 仅核的大小就不足以作为同质冰核反应的反应坐标.
- 识别的集体变量和近似的承诺者为核化动态提供了改进的描述器.
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