{"title":"Statistical variability in mechanical properties of amorphous silica predicted by molecular dynamics","authors":"Ephraim Bryski, Kedar Kirane","doi":"10.1016/j.jnoncrysol.2025.123444","DOIUrl":null,"url":null,"abstract":"<div><div>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.</div></div>","PeriodicalId":16461,"journal":{"name":"Journal of Non-crystalline Solids","volume":"655 ","pages":"Article 123444"},"PeriodicalIF":3.2000,"publicationDate":"2025-02-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Non-crystalline Solids","FirstCategoryId":"88","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0022309325000602","RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"MATERIALS SCIENCE, CERAMICS","Score":null,"Total":0}
引用次数: 0
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.
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.