Automated tip functionalization via machine learning in scanning probe microscopy

Automated tip functionalization via machine learning in scanning probe microscopy

Description

Auto-CO-AFM is an open-source software package for scanning probe microscopes that enables the automatic functionalization of scanning probe tips with carbon monoxide molecules. This enables machine operators to specify the quality of the tip needed utilizing a pre-trained library with off-the-shelf software. From a single image, the software package can determine which molecules on a surface are carbon monoxide, perform the necessary tip functionalization procedures, interface with microscope software to control the tip position, and determines the centeredness of the tip after a successful functionalization. This is of particular interest for atomic force microscopy imaging of molecules on surfaces, where the tip functionalization is a necessary and time consuming step needed for sub-molecular resolution imaging. This package is freely available under the MIT License.
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Year of publication

2022

Authors

School common, SCI

Adam S. Foster Orcid -palvelun logo - Creator

Benjamin Alldritt Orcid -palvelun logo - Creator

Fedor Urtev Orcid -palvelun logo - Creator

Juho Kannala Orcid -palvelun logo - Creator

Markus Aapro Orcid -palvelun logo - Creator

Niko Oinonen Orcid -palvelun logo - Creator

Peter Liljeroth Orcid -palvelun logo - Creator

Mendeley Data - Publisher

Other information

Fields of science

Computer and information sciences

Open access

Open

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