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arXiv 2405.03332cond-mat.mtrl-sci
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锆中中子诱发碰撞级联的分子动力学模拟——辐照损伤的统计建模及潜在应用

Molecular dynamics simulations of neutron induced collision cascades in Zr - statistical modelling of irradiation damage and potential applications

Bartosz Barzdajn, Christopher P Race

AI总结:

本文通过大规模分子动力学模拟研究锆中中子诱发碰撞级联,开发了分层随机生成式模型,用于生成初级辐照缺陷的代表性分布,为更高尺度模型提供合成输入和快速近似。

摘要:

理解辐照损伤的本质通常需要多尺度、多物理场方法,即需要来自实验、模拟和唯象模型的大量信息。本文聚焦于辐照损伤的初始阶段,即锆中中子诱发的位移级联,因为核级锆合金广泛用于燃料组件。我们基于现有原子间势函数和双温度模型(用于纳入电子-声子耦合效应)提供了大规模分子动力学(MD)模拟结果。我们的数据可直接用于更高尺度的方法。此外,我们分析了与缺陷产生相关的汇总统计量,如产生的缺陷数量、其分布以及团簇尺寸。据此,我们开发了一个碰撞级联的生成式模型。该模型是分层的,也是随机的,即它包含了所考虑特征的方差。这一开发有三个主要目标:建立级联的充分描述符,开发对高保真模拟所得数据的插值器,并证明数据的统计模型能够生成具有代表性的初级辐照缺陷分布。这些结果可用于为更长长度尺度和时间尺度的模型生成合成输入,也可用于构建关联剂量、损伤和辐照条件的快速近似。

英文摘要:

Understanding the nature of irradiation damage often requires a multi-scale and multi-physics approach, i.e. it requires a significant amount of information from experiments, simulations and phenomenological models. This paper focuses on the initial stages of irradiation damage, namely neutron-induced displacement cascades in zirconium, as nuclear-grade zirconium alloys are widely used in fuel assemblies. We provide results of large-scale molecular dynamics (MD) simulations based on existing inter-atomic potentials and the two-temperature model to include the effect of electron-phonon coupling. Our data can be used directly in higher scale methods. Furthermore, we analysed summary statistics associated with defect production, such as the number of defects produced, their distribution and the size of clusters. As a result, we have developed a generative model of collision cascades. The model is hierarchical, as well as stochastic, i.e. it includes the variance of the considered features. This development had three main objectives: to establish a sufficient descriptor of a cascade, to develop an interpolator of data obtained from high-fidelity simulations, and to demonstrate that the statistical model of the data can generate representative distributions of primary irradiation defects. The results can be used to generate synthetic inputs for longer length- and time-scale models, as well as to build fast approximations relating dose, damage and irradiation conditions.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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