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. 2016 Oct 25;10(10):9068-9086.
doi: 10.1021/acsnano.6b04212. Epub 2016 Sep 27.

Big, Deep, and Smart Data in Scanning Probe Microscopy

Sergei V Kalinin, Evgheni Strelcov, Alex Belianinov, Suhas Somnath, Rama K Vasudevan, Eric J Lingerfelt, Richard K Archibald, Chaomei Chen  1 , Roger Proksch  2 , Nouamane Laanait, Stephen Jesse
Affiliations

Big, Deep, and Smart Data in Scanning Probe Microscopy

Sergei V Kalinin et al. ACS Nano. .

Abstract

Scanning probe microscopy (SPM) techniques have opened the door to nanoscience and nanotechnology by enabling imaging and manipulation of the structure and functionality of matter at nanometer and atomic scales. Here, we analyze the scientific discovery process in SPM by following the information flow from the tip-surface junction, to knowledge adoption by the wider scientific community. We further discuss the challenges and opportunities offered by merging SPM with advanced data mining, visual analytics, and knowledge discovery technologies.

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