Statistical variability in mechanical properties of amorphous silica predicted by molecular dynamics

IF 3.5 3区 材料科学 Q1 MATERIALS SCIENCE, CERAMICS Journal of Non-crystalline Solids Pub Date : 2025-05-01 Epub Date: 2025-02-19 DOI:10.1016/j.jnoncrysol.2025.123444
Ephraim Bryski, Kedar Kirane
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Abstract

This paper examines the statistical variation in the mechanical behavior of amorphous silica using molecular dynamics (MD) simulations. The variability arises from random initial atomic arrangements in replicate samples. Reactive molecular dynamics (R-MD) with the ReaxFF–SiO force field was used to simulate 100 samples, each prepared via a melt-quench process to ensure unique atomic configurations, but identical radial distribution functions. Uniaxial tension simulations on uncracked and pre-cracked samples were carried out to predict properties such as elastic modulus, strength, strain to failure, and fracture energy. Results show that initial atomic configurations significantly influence mechanical properties, introducing statistical variation that follows a normal distribution, consistent with the central limit theorem. The normal distribution of strength suggests that amorphous silica exhibits ductile-like failure at the nanoscale, despite brittle behavior macroscopically. Identifying the mean and standard deviation of these distributions enables quantification of variability in MD predictions, enhancing the reliability and understanding of such simulations.
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分子动力学预测非晶二氧化硅力学性能的统计变异性
本文利用分子动力学(MD)模拟研究了非晶态二氧化硅力学行为的统计变化。这种可变性源于重复样品中初始原子的随机排列。采用反应分子动力学(R-MD)和ReaxFF-SiO力场模拟了100个样品,每个样品都通过熔体淬火工艺制备,以确保独特的原子构型,但相同的径向分布函数。对未开裂和预开裂试样进行了单轴拉伸模拟,以预测弹性模量、强度、破坏应变和断裂能等性能。结果表明,初始原子构型显著影响力学性能,引入服从正态分布的统计变化,符合中心极限定理。强度的正态分布表明,非晶二氧化硅在纳米尺度上表现出延性破坏,尽管宏观上表现为脆性行为。确定这些分布的平均值和标准差可以量化MD预测的可变性,从而提高对此类模拟的可靠性和理解。
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来源期刊
Journal of Non-crystalline Solids
Journal of Non-crystalline Solids 工程技术-材料科学:硅酸盐
CiteScore
6.50
自引率
11.40%
发文量
576
审稿时长
35 days
期刊介绍: The Journal of Non-Crystalline Solids publishes review articles, research papers, and Letters to the Editor on amorphous and glassy materials, including inorganic, organic, polymeric, hybrid and metallic systems. Papers on partially glassy materials, such as glass-ceramics and glass-matrix composites, and papers involving the liquid state are also included in so far as the properties of the liquid are relevant for the formation of the solid. In all cases the papers must demonstrate both novelty and importance to the field, by way of significant advances in understanding or application of non-crystalline solids; in the case of Letters, a compelling case must also be made for expedited handling.
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