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Analyzing Melts and Fluids from Ab Initio Molecular Dynamics Simulations with the UMD Package
Published on: September 17, 2021
Using molecular dynamics for multislice TEM simulation of thermal diffuse scattering in AlGaN.
Florian F Krause1, Dennis Bredemeier2, Marco Schowalter1
1Institut für Festkörperphysik, Universität Bremen, Otto-Hahn-Allee 1, Bremen 28359, Germany.
Molecular dynamics simulations accurately model atomic displacements in AlGaN alloys for transmission electron microscopy (TEM) simulations. This method improves image accuracy by including atomic correlations, outperforming the Einstein approximation.
Area of Science:
- Materials Science
- Computational Physics
- Solid-State Chemistry
Background:
- Accurate simulation of transmission electron microscopy (TEM) images requires precise modeling of thermal diffuse scattering.
- The frozen phonon multislice algorithm necessitates realistic quantum mechanical distributions for thermal displacements.
- For alloys, the Einstein approximation is often used but neglects crucial atomic correlations.
Purpose of the Study:
- To introduce and validate molecular dynamics (MD) simulations as an alternative to the Einstein approximation for calculating atomic displacements in alloys.
- To develop and apply an empirical potential for AlGaN alloys suitable for MD simulations.
- To assess the accuracy of MD-based TEM simulations compared to density functional theory (DFT) and Einstein approximation methods.
Main Methods:
- Development of an empirical Stillinger-Weber type potential for AlGaN by fitting to DFT-derived force constants and elastic constants.
- Classical molecular dynamics simulations to approximate quantum mechanical dynamics and capture atomic correlations.
- Application of MD-based displacements in the multislice algorithm for conventional and scanning TEM image simulations.
Main Results:
- The devised empirical potential accurately reproduces phonon dispersions and atomic displacement expectations from DFT calculations for AlGaN.
- MD simulations incorporating atomic correlations show excellent agreement with DFT-based TEM image calculations.
- A significant deviation was observed between MD and Einstein approximation results, highlighting the importance of included correlations.
Conclusions:
- Molecular dynamics simulations with the developed empirical potential provide a more accurate method for TEM image simulation of AlGaN alloys.
- The MD approach inherently includes atomic correlations and static displacements, leading to improved simulation fidelity over the Einstein approximation.
- This validated potential serves as a valuable tool for precise TEM analysis of complex alloy systems.
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