以量子为基础的材料力学模拟:DFTB+MBD 框架

IF 5.7 1区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY
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引用次数: 0

摘要

材料的宏观行为是由在多个长度和时间尺度上发生的相互作用决定的。根据不同的应用,描述、预测和理解这些行为可能需要依赖原子和电子尺度的洞察力的模型。在这种情况下,这些尺度上的经典简化近似是不够的,需要基于量子的建模。在本文中,我们将研究量子效应如何改变材料工程相关系统的机械特性。我们的研究基于一个高保真建模框架,该框架结合了两个根植于量子第一性原理的高效计算模型:密度功能紧密结合(DFTB)和多体色散(MBD)。MBD 模型用于精确描述非共价范德华相互作用。通过各种基准应用,我们展示了这一框架的能力以及简化建模的局限性。我们提供了一个开源资源库,其中包含本研究中介绍的所有代码、数据集和示例。该资源库是一个实用的工具包,我们希望它能支持未来在量子力学保真度下进行有效的大规模和多尺度建模研究的发展。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Quantum-informed simulations for mechanics of materials: DFTB+MBD framework

The macroscopic behaviors of materials are determined by interactions that occur at multiple lengths and time scales. Depending on the application, describing, predicting, and understanding these behaviors may require models that rely on insights from atomic and electronic scales. In such cases, classical simplified approximations at those scales are insufficient, and quantum-based modeling is required. In this paper, we study how quantum effects can modify the mechanical properties of systems relevant to materials engineering. We base our study on a high-fidelity modeling framework that combines two computationally efficient models rooted in quantum first principles: Density Functional Tight Binding (DFTB) and many-body dispersion (MBD). The MBD model is applied to accurately describe non-covalent van der Waals interactions. Through various benchmark applications, we demonstrate the capabilities of this framework and the limitations of simplified modeling. We provide an open-source repository containing all codes, datasets, and examples presented in this work. This repository serves as a practical toolkit that we hope will support the development of future research in effective large-scale and multiscale modeling with quantum-mechanical fidelity.

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来源期刊
International Journal of Engineering Science
International Journal of Engineering Science 工程技术-工程:综合
CiteScore
11.80
自引率
16.70%
发文量
86
审稿时长
45 days
期刊介绍: The International Journal of Engineering Science is not limited to a specific aspect of science and engineering but is instead devoted to a wide range of subfields in the engineering sciences. While it encourages a broad spectrum of contribution in the engineering sciences, its core interest lies in issues concerning material modeling and response. Articles of interdisciplinary nature are particularly welcome. The primary goal of the new editors is to maintain high quality of publications. There will be a commitment to expediting the time taken for the publication of the papers. The articles that are sent for reviews will have names of the authors deleted with a view towards enhancing the objectivity and fairness of the review process. Articles that are devoted to the purely mathematical aspects without a discussion of the physical implications of the results or the consideration of specific examples are discouraged. Articles concerning material science should not be limited merely to a description and recording of observations but should contain theoretical or quantitative discussion of the results.
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