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Suitability of Available Interatomic Potentials for Sn to Model Its 2D Allotropes
1Institute of Fundamental Technological Research Polish Academy of Sciences, Warsaw, Poland.
This study evaluates interatomic potentials for modeling stanene (2D tin) allotropes. Machine learning potentials show promise for accurately predicting structural and mechanical properties of various stanene phases.
Area of Science:
- Materials Science
- Condensed Matter Physics
- Computational Chemistry
Background:
- Stanene, a 2D allotrope of tin, exhibits unique electronic and topological properties.
- Accurate modeling of stanene requires reliable interatomic potentials.
- Existing potentials may not adequately capture the complex structural and mechanical behaviors of stanene phases.
Purpose of the Study:
- To assess the suitability of various interatomic potentials for simulating stanene.
- To identify the most accurate potential for modeling diverse stanene allotropes.
- To provide a quantitative comparison of different potential models.
Main Methods:
- Density Functional Theory (DFT) calculations were employed to establish reference data.
- Molecular Statics (MS) simulations utilized ten different interatomic potentials.
- Potentials evaluated include Tersoff, Modified Embedded Atom Method (MEAM), and Machine Learning-based Interatomic Potentials (ML-IAP).
Main Results:
- The study systematically compared structural and mechanical properties across multiple stanene phases (F, LB, HB, FD, TD, HD, LHD).
- Performance variations were observed among Tersoff, MEAM, and ML-IAP models.
- Machine learning potentials demonstrated high accuracy in predicting key material characteristics.
Conclusions:
- Certain ML-IAP models are highly suitable for simulating stanene allotropes.
- The findings guide the selection of appropriate potentials for future stanene research.
- This work facilitates more reliable computational studies of 2D tin.
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