From AC-STEM Image to 3D Structure: A Systematic Analysis of Au55 nanocluster
Kusse S. Bersha, Alejandro Pe\~na-Torres, Hannes J\'onsson

TL;DR
This paper presents a systematic method to extract 3D atomic structures of nanoclusters from AC-STEM images, combining image analysis with atomic interaction modeling and DFT refinement, demonstrated on Au55.
Contribution
The novel approach integrates 2D AC-STEM image analysis with atomic interaction models and DFT to reconstruct and analyze 3D nanocluster structures.
Findings
Au55 cluster has mixed icosahedral and crystal-like structures.
Low energy barriers allow conformational changes at room temperature.
Multiple cluster configurations fit the experimental image nearly equally well.
Abstract
Aberration-corrected scanning electron microscopy (AC-STEM) can provide valuable information on the atomic structure of nanoclusters, an essential input for gaining an understanding of their physical and chemical properties. A systematic method is presented here for the extraction of atom coordinates from an AC-STEM image in a way that is general enough to be applicable to irregular structures. The two-dimensional information from the image is complemented with an approximate description of the atomic interactions so as to construct a three-dimensional structure and, at a final stage, the structure is refined using electron density functional theory (DFT) calculations. The method is applied to an AC-STEM image of Au55. Analysis of the local structure shows that the cluster is a combination of a part with icosahedral structure elements and a part with local atomic arrangement…
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Taxonomy
TopicsNanocluster Synthesis and Applications · X-ray Diffraction in Crystallography · Machine Learning in Materials Science
