Automated Structure Discovery for Scanning Tunneling Microscopy
Lauri Kurki,
Niko Oinonen,
Adam S. Foster
Abstract:Scanning tunneling microscopy (STM) with a functionalized tip apex reveals the geometric and electronic structures of a sample within the same experiment. However, the complex nature of the signal makes images difficult to interpret and has so far limited most research to planar samples with a known chemical composition. Here, we present automated structure discovery for STM (ASD-STM), a machine learning tool for predicting the atomic structure directly from an STM image, by building upon successful methods fo… Show more
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