Big, Deep, and Smart Data in Scanning Probe Microscopy

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

doi:10.1021/acsnano.6b04212

Title: Big, Deep, and Smart Data in Scanning Probe Microscopy

Journal Article · Tue Sep 27 00:00:00 EDT 2016 · ACS Nano

DOI:https://doi.org/10.1021/acsnano.6b04212· OSTI ID:1327600

Kalinin, Sergei V. ^[1]; Strelcov, Evgheni ^[1]; Belianinov, Alex ^[1]; Somnath, Suhas ^[1]; Vasudevan, Rama K. ^[1]; Lingerfelt, Eric J. ^[2]; Archibald, Richard K. ^[2]; Chen, Chaomei ^[3]; Proksch, Roger ^[4]; Laanait, Nouamane ^[1]; Jesse, Stephen ^[1]

Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States). Inst. for Functional Imaging of Materials and the Center for Nanophase Materials Science
Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States). Inst. for Functional Imaging of Materials and Computer Science and Mathematics Division
Drexel Univ., Philadelphia, PA (United States). College of Computing and Informatics
Asylum Reserch and Oxford Instruments Company, Santa Barbara, CA (United States)

Scanning probe microscopy techniques open the door to nanoscience and nanotechnology by enabling imaging and manipulation of structure and functionality of matter on nanometer and atomic scales. We analyze the discovery process by SPM in terms of information flow from tip-surface junction to the knowledge adoption by scientific community. Furthermore, we discuss the challenges and opportunities offered by merging of SPM and advanced data mining, visual analytics, and knowledge discovery technologies.

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Research Organization:: Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States). Oak Ridge Leadership Computing Facility (OLCF); Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States). Center for Nanophase Materials Sciences (CNMS)

Sponsoring Organization:: USDOE Office of Science (SC)

Grant/Contract Number:: AC05-00OR22725

OSTI ID:: 1327600

Journal Information:: ACS Nano, Journal Name: ACS Nano; ISSN 1936-0851

Publisher:: American Chemical SocietyCopyright Statement

Country of Publication:: United States

Language:: English

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Cited by: 83 works

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