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1 article(s) from Barker, Dylan Stewart

Automated collection and categorisation of STM images and STS spectra with and without machine learning

Dylan Stewart Barker and
Adam Sweetman

Beilstein J. Nanotechnol. 2025, 16, 1367–1379, doi:10.3762/bjnano.16.99

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Figure 1: (a) Structure of tin phthalocyanine (SnPc). Side-on view of SnPc, illustrating its non-planar natur...

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Figure 2: Schematic for the automated data gathering script. The script starts by taking an initial I(z) spec...

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Figure 3: Samples of 50 normalised spectra (grey lines) taken over the clean Au(111) surface, mean (blue line...

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Figure 4: Samples of 50 normalised spectra (grey lines) taken over the clean Au(111) surface, mean (blue line...

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Figure 5: (a) and (b) show the categorisation window on a “good” and “bad” spectra, respectively. The red cro...

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Figure 6: Stacked histogram made from labelled spectra, calculating the RMS error between each processed spec...

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Figure 7: Gray curves show 49 normalised STS measurements taken over the centre of SnDown molecules taken wit...

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Figure 8: Gray curves show 71 normalised STS measurements taken over the centre of SnDown molecules taken wit...

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Figure 9: Example flow of an automated spectroscopy experiment taken over various SnPc molecules on the Au(11...

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Published 18 Aug 2025

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