Publication | Open Access
Big, Deep, and Smart Data in Scanning Probe Microscopy
126
Citations
147
References
2016
Year
EngineeringMicroscopyData ScienceMicroscopy MethodNanometrologySmart DataLight MicroscopyBiophysicsMaterials ScienceProbe MicroscopyNanotechnologyMicroanalysisAdvanced Data MiningTip-surface JunctionDeep LearningMicroscope Image ProcessingNanomaterialsScanning Probe MicroscopySurface ScienceBiomedical ImagingApplied PhysicsScanning Force MicroscopyMedicine
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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