Statistical mechanical modeling of glass-forming systems: A practical review considering an example calcium silicate system

IF 12.2 2区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY
Collin J. Wilkinson , Cory L. Trivelpiece , John C. Mauro
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引用次数: 1

Abstract

The Glass Genome has only started to be explored. To advance the next generation design of glasses, both physics-informed and data-driven models must be widely available and understood. The most common difficulty in materials modeling is determining which are the simplest approaches appropriate for understanding and predicting key properties. The structure and properties of any material, including its thermodynamics and kinetics, originate from its underlying statistical mechanics. In this work, we present a tutorial view of statistical mechanical modeling of glass, covering structural predictions, structure-property relationships, and the complex kinetics of the glass-forming systems. While the approach presented herein is general and can be applied to any liquid or glassy system, we select calcium silicates as a specific example for this step-by-step review. We hope that this tutorial will be especially beneficial to those who are new to the modeling of glass-forming materials. A list of open questions related to the modeling techniques is also discussed.

玻璃成型系统的统计力学建模:以硅酸钙系统为例的实际回顾
玻璃基因组的探索才刚刚开始。为了推进下一代眼镜的设计,物理学和数据驱动的模型都必须被广泛使用和理解。材料建模中最常见的困难是确定哪些是最简单的方法,适合于理解和预测关键特性。任何材料的结构和性质,包括其热力学和动力学,都源于其基础的统计力学。在这项工作中,我们提出了玻璃统计力学建模的教程观点,涵盖结构预测,结构-性能关系,以及玻璃形成系统的复杂动力学。虽然这里提出的方法是一般的,可以应用于任何液体或玻璃系统,我们选择硅酸钙作为这个逐步审查的具体例子。我们希望本教程将特别有利于那些谁是新的玻璃成型材料的建模。还讨论了与建模技术相关的一系列未决问题。
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来源期刊
Current Opinion in Solid State & Materials Science
Current Opinion in Solid State & Materials Science 工程技术-材料科学:综合
CiteScore
21.10
自引率
3.60%
发文量
41
审稿时长
47 days
期刊介绍: Title: Current Opinion in Solid State & Materials Science Journal Overview: Aims to provide a snapshot of the latest research and advances in materials science Publishes six issues per year, each containing reviews covering exciting and developing areas of materials science Each issue comprises 2-3 sections of reviews commissioned by international researchers who are experts in their fields Provides materials scientists with the opportunity to stay informed about current developments in their own and related areas of research Promotes cross-fertilization of ideas across an increasingly interdisciplinary field
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