ACS Nano · 2016 · 132 citations · 147 references
Natural SciencesData ScienceMaterials ScienceData MiningNanotechnologyVisual AnalyticsNanomaterial CharacterizationNanostructured SurfacesScanning Probe MicroscopySurface MicroscopySurface PhysicsVisual Analytics For Scientific DataAtomic-scale Surface ImagingData-driven Scientific DiscoveryDiscoveryInformation Flow ControlMicroscopy ImagingSurface Topography MappingTip - Sample InteractionsTip-sample Interactions
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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