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Shin, Seung-Jae
THeoretical Energy Materials Modelling for Engineering & Science
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Room-temperature stacking disorder in layered covalent-organic frameworks from machine-learning force fields

Author(s)
Huang, JuShin, Seung-JaeTolborg, KasperGanose, AlexKrenzer, GabrielWalsh, Aron
Issued Date
2023-07
DOI
10.1039/d3mh00314k
URI
https://scholarworks.unist.ac.kr/handle/201301/84000
Citation
MATERIALS HORIZONS, v.10, no.8, pp.2883 - 2891
Abstract
The local structures of layered covalent-organic frameworks (COFs) deviate from the average crystal structures assigned from X-ray diffraction experiments. For two prototype COFs of Tp-Azo and DAAQ-TFP, density functional theory calculations have shown that the eclipsed structure is not an energy minimum and that the internal energy is lowered for an inclined stacking arrangement. Here we explore the structural disorder of these frameworks at 300 K through molecular dynamics (MD) simulations using an on-the-fly machine learning force field (MLFF). We find that an initially eclipsed stacking mode spontaneously distorts to form a zigzag configuration that lowers the free energy of the crystal. The simulated diffraction patterns show good agreement with experimental observations. The dynamic disorder from the MLFF MD trajectories is found to persist in mesoscale MD simulations of 155 thousand atoms, giving further confidence in our conclusions. Our simulations show that the stacking behaviour of layered COFs is more complicated than previously understood.
Publisher
ROYAL SOC CHEMISTRY
ISSN
2051-6347
Keyword (Author)
Stacking disorderMolecular dynamics simulationsMachine learning force fieldCovalent-organic frameworks
Keyword
CRYSTALLINECONSTRUCTIONPREDICTIONENERGY

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