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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Publication Details

Journal
International Journal of Engineering Science
Published
2024-08-16
DOI
https://doi.org/10.1016/j.ijengsci.2024.104126
Citations
4
Primary Topic
Quantum and electron transport phenomena
Type
article
Field-Weighted Citation Impact
1.35

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article

Quantum-informed simulations for mechanics of materials: DFTB+MBD framework

Jakub Lengiewicz, Alexandre Tkatchenko, Stéphane Bordas, Raúl I. Sosa et al.
4 citations
International Journal of Engineering Science
Quantum and electron transport phenomena
1.35
article

Quantum-informed simulations for mechanics of materials: DFTB+MBD framework

Jakub Lengiewicz, Alexandre Tkatchenko, Stéphane Bordas, Raúl I. Sosa, Zhaoxiang Shen
article en
4 citations

Abstract

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.

International Journal of Engineering ScienceVol. 204
University of Luxembourg (LU), Luxembourg Institute of Science and Technology (LU), Institute of Fundamental Technological Research (PL), Polish Academy of Sciences (PL)
Université du Luxembourg, Fonds National de la Recherche Luxembourg
Openalex Percentile: Top 20%
Quantum and electron transport phenomena
1.35
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