High-veracity functional imaging in scanning probe microscopy via Graph-Bootstrapping
Abstract
The key objective of scanning probe microscopy (SPM) techniques is the optimal representation of the nanoscale surface structure and functionality inferred from the dynamics of the cantilever. This is particularly pertinent today, as the SPM community has seen a rapidly growing trend towards simultaneous capture of multiple imaging channels and complex modes of operation involving high-dimensional information-rich datasets, bringing forward the challenges of visualization and analysis, particularly for cases where the underlying dynamic model is poorly understood. To meet this challenge, we present a data-driven approach, Graph-Bootstrapping, based on low-dimensional manifold learning of the full SPM spectra and demonstrate its successes for high-veracity mechanical mapping on a mixed polymer thin film and resolving irregular hydration structure of calcite at atomic resolution. Using the proposed methodology, we can efficiently reveal and hierarchically represent salient material features with rich local details, further enabling denoising, classification, and high-resolution functional imaging.
- Authors:
-
[2];
[2];
[2]
- Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States). Inst. for Functional Imaging of Materials; Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States). Center for Nanophase Materials Science (CNMS); Florida State Univ., Tallahassee, FL (United States). Dept. of Industrial and Manufacturing Engineering; Florida State Univ., Tallahassee, FL (United States). Dept. of Statistics
- Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States). Inst. for Functional Imaging of Materials; Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States). Center for Nanophase Materials Science (CNMS)
- Kanazawa Univ. (Japan). Division of Electric Engineering and Computer Science
- Kanazawa Univ. (Japan). Nano Life Science Inst. (WPI-NanoLSI)
- Publication Date:
- Research Org.:
- Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC), Basic Energy Sciences (BES)
- OSTI Identifier:
- 1491309
- Grant/Contract Number:
- AC05-00OR22725
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Nature Communications
- Additional Journal Information:
- Journal Volume: 9; Journal Issue: 1; Journal ID: ISSN 2041-1723
- Publisher:
- Nature Publishing Group
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 36 MATERIALS SCIENCE; 97 MATHEMATICS AND COMPUTING
Citation Formats
Li, Xin, Collins, Liam F., Miyazawa, Keisuke, Fukuma, Takeshi, Jesse, Stephen, and Kalinin, Sergei V. High-veracity functional imaging in scanning probe microscopy via Graph-Bootstrapping. United States: N. p., 2018.
Web. doi:10.1038/s41467-018-04887-1.
Li, Xin, Collins, Liam F., Miyazawa, Keisuke, Fukuma, Takeshi, Jesse, Stephen, & Kalinin, Sergei V. High-veracity functional imaging in scanning probe microscopy via Graph-Bootstrapping. United States. https://doi.org/10.1038/s41467-018-04887-1
Li, Xin, Collins, Liam F., Miyazawa, Keisuke, Fukuma, Takeshi, Jesse, Stephen, and Kalinin, Sergei V. Thu .
"High-veracity functional imaging in scanning probe microscopy via Graph-Bootstrapping". United States. https://doi.org/10.1038/s41467-018-04887-1. https://www.osti.gov/servlets/purl/1491309.
@article{osti_1491309,
title = {High-veracity functional imaging in scanning probe microscopy via Graph-Bootstrapping},
author = {Li, Xin and Collins, Liam F. and Miyazawa, Keisuke and Fukuma, Takeshi and Jesse, Stephen and Kalinin, Sergei V.},
abstractNote = {The key objective of scanning probe microscopy (SPM) techniques is the optimal representation of the nanoscale surface structure and functionality inferred from the dynamics of the cantilever. This is particularly pertinent today, as the SPM community has seen a rapidly growing trend towards simultaneous capture of multiple imaging channels and complex modes of operation involving high-dimensional information-rich datasets, bringing forward the challenges of visualization and analysis, particularly for cases where the underlying dynamic model is poorly understood. To meet this challenge, we present a data-driven approach, Graph-Bootstrapping, based on low-dimensional manifold learning of the full SPM spectra and demonstrate its successes for high-veracity mechanical mapping on a mixed polymer thin film and resolving irregular hydration structure of calcite at atomic resolution. Using the proposed methodology, we can efficiently reveal and hierarchically represent salient material features with rich local details, further enabling denoising, classification, and high-resolution functional imaging.},
doi = {10.1038/s41467-018-04887-1},
journal = {Nature Communications},
number = 1,
volume = 9,
place = {United States},
year = {Thu Jun 21 00:00:00 EDT 2018},
month = {Thu Jun 21 00:00:00 EDT 2018}
}
Free Publicly Available Full Text
Publisher's Version of Record
Other availability
Search WorldCat to find libraries that may hold this journal
Cited by: 11 works
Citation information provided by
Web of Science
Web of Science
Figures / Tables:
Figure 1: Concept of manifold-physics inference. The properties of the surface that define the scanning probe microscopy (SPM) signal form a lowdimensional parameter space, for example, defined by the Young and Poisson moduli and the work of adhesion. These properties are translated onto a (very high dimensional) response space bymore »
All figures and tables
(6 total)
Save to My Library
You must Sign In or Create an Account in order to save documents to your library.
Works referenced in this record:
Kelvin probe force microscopy for characterization of semiconductor devices and processes
journal, March 1996
- Tanimoto, Masafumi
- Journal of Vacuum Science & Technology B: Microelectronics and Nanometer Structures, Vol. 14, Issue 2
Intermodulation atomic force microscopy
journal, April 2008
- Platz, Daniel; Tholén, Erik A.; Pesen, Devrim
- Applied Physics Letters, Vol. 92, Issue 15
Scanning near-field acoustic study of ferroelectric BaTiO 3 ceramics
journal, December 2001
- Liu, X. X.; Heiderhoff, R.; Abicht, H. P.
- Journal of Physics D: Applied Physics, Vol. 35, Issue 1
Dynamic atomic force microscopy methods
journal, September 2002
- García, R.
- Surface Science Reports, Vol. 47, Issue 6-8
Community structure in social and biological networks
journal, June 2002
- Girvan, M.; Newman, M. E. J.
- Proceedings of the National Academy of Sciences, Vol. 99, Issue 12
Single Molecule Force Spectroscopy on Polysaccharides by Atomic Force Microscopy
journal, February 1997
- Rief, M.
- Science, Vol. 275, Issue 5304
Principal component and spatial correlation analysis of spectroscopic-imaging data in scanning probe microscopy
journal, February 2009
- Jesse, Stephen; Kalinin, Sergei V.
- Nanotechnology, Vol. 20, Issue 8
Acoustic microscopy by atomic force microscopy
journal, March 1994
- Rabe, U.; Arnold, W.
- Applied Physics Letters, Vol. 64, Issue 12
Magnetic imaging by ‘‘force microscopy’’ with 1000 Å resolution
journal, May 1987
- Martin, Y.; Wickramasinghe, H. K.
- Applied Physics Letters, Vol. 50, Issue 20
A Global Geometric Framework for Nonlinear Dimensionality Reduction
journal, December 2000
- Tenenbaum, J. B.
- Science, Vol. 290, Issue 5500
Efficient k-nearest neighbor graph construction for generic similarity measures
conference, January 2011
- Dong, Wei; Moses, Charikar; Li, Kai
- Proceedings of the 20th international conference on World wide web - WWW '11
Mapping nanoscale elasticity and dissipation using dual frequency contact resonance AFM
journal, August 2011
- Gannepalli, A.; Yablon, D. G.; Tsou, A. H.
- Nanotechnology, Vol. 22, Issue 35
Local bias-induced phase transitions
journal, November 2008
- Kalinin, Sergei V.; Rodriguez, Brian J.; Jesse, Stephen
- Materials Today, Vol. 11, Issue 11
Quantitative 3D-KPFM imaging with simultaneous electrostatic force and force gradient detection
journal, April 2015
- Collins, L.; Okatan, M. B.; Li, Q.
- Nanotechnology, Vol. 26, Issue 17
Electrostatic forces acting on the tip in atomic force microscopy: Modelization and comparison with analytic expressions
journal, February 1997
- Belaidi, S.; Girard, P.; Leveque, G.
- Journal of Applied Physics, Vol. 81, Issue 3
Visualizing Large-scale and High-dimensional Data
conference, January 2016
- Tang, Jian; Liu, Jingzhou; Zhang, Ming
- Proceedings of the 25th International Conference on World Wide Web - WWW '16
Triple-frequency intermittent contact atomic force microscopy characterization: Simultaneous topographical, phase, and frequency shift contrast in ambient air
journal, September 2010
- Solares, Santiago D.; Chawla, Gaurav
- Journal of Applied Physics, Vol. 108, Issue 5
Local thermomechanical characterization of phase transitions using band excitation atomic force acoustic microscopy with heated probe
journal, August 2008
- Jesse, S.; Nikiforov, M. P.; Germinario, L. T.
- Applied Physics Letters, Vol. 93, Issue 7
Measuring oxygen reduction/evolution reactions on the nanoscale
journal, August 2011
- Kumar, Amit; Ciucci, Francesco; Morozovska, Anna N.
- Nature Chemistry, Vol. 3, Issue 9
Dual-frequency resonance-tracking atomic force microscopy
journal, October 2007
- Rodriguez, Brian J.; Callahan, Clint; Kalinin, Sergei V.
- Nanotechnology, Vol. 18, Issue 47, Article No. 475504
Detection and localization of single molecular recognition events using atomic force microscopy
journal, April 2006
- Hinterdorfer, Peter; Dufrêne, Yves F.
- Nature Methods, Vol. 3, Issue 5
Kelvin probe force microscopy
journal, June 1991
- Nonnenmacher, M.; O’Boyle, M. P.; Wickramasinghe, H. K.
- Applied Physics Letters, Vol. 58, Issue 25
Mapping of conservative and dissipative interactions in bimodal atomic force microscopy using open-loop and phase-locked-loop control of the higher eigenmode
journal, August 2011
- Chawla, Gaurav; Solares, Santiago D.
- Applied Physics Letters, Vol. 99, Issue 7
Mechanism of atomic force microscopy imaging of three-dimensional hydration structures at a solid-liquid interface
journal, October 2015
- Fukuma, Takeshi; Reischl, Bernhard; Kobayashi, Naritaka
- Physical Review B, Vol. 92, Issue 15
Environmental context explains Lévy and Brownian movement patterns of marine predators
journal, June 2010
- Humphries, Nicolas E.; Queiroz, Nuno; Dyer, Jennifer R. M.
- Nature, Vol. 465, Issue 7301
The log-dynamic brain: how skewed distributions affect network operations
journal, February 2014
- Buzsáki, György; Mizuseki, Kenji
- Nature Reviews Neuroscience, Vol. 15, Issue 4
Generalized Hertz model for bimodal nanomechanical mapping
journal, January 2016
- Labuda, Aleksander; Kocuń, Marta; Meinhold, Waiman
- Beilstein Journal of Nanotechnology, Vol. 7
Single-molecule recognition imaging microscopy
journal, August 2004
- Stroh, C.; Wang, H.; Bash, R.
- Proceedings of the National Academy of Sciences, Vol. 101, Issue 34
Random projection trees and low dimensional manifolds
conference, January 2008
- Dasgupta, Sanjoy; Freund, Yoav
- the 40th annual ACM symposium, Proceedings of the fourtieth annual ACM symposium on Theory of computing - STOC 08
Hierarchical Organization of Modularity in Metabolic Networks
journal, August 2002
- Ravasz, E.
- Science, Vol. 297, Issue 5586
Imaging nanoparticles in cells by nanomechanical holography
journal, June 2008
- Tetard, Laurene; Passian, Ali; Venmar, Katherine T.
- Nature Nanotechnology, Vol. 3, Issue 8
Open-loop band excitation Kelvin probe force microscopy
journal, March 2012
- Guo, Senli; Kalinin, Sergei V.; Jesse, Stephen
- Nanotechnology, Vol. 23, Issue 12
The band excitation method in scanning probe microscopy for rapid mapping of energy dissipation on the nanoscale
journal, September 2007
- Jesse, Stephen; Kalinin, Sergei V.; Proksch, Roger
- Nanotechnology, Vol. 18, Issue 43
Fast, High Resolution, and Wide Modulus Range Nanomechanical Mapping with Bimodal Tapping Mode
journal, October 2017
- Kocun, Marta; Labuda, Aleksander; Meinhold, Waiman
- ACS Nano, Vol. 11, Issue 10
Submicrosecond Time Resolution Atomic Force Microscopy for Probing Nanoscale Dynamics
journal, January 2012
- Giridharagopal, Rajiv; Rayermann, Glennis E.; Shao, Guozheng
- Nano Letters, Vol. 12, Issue 2
Breaking the Time Barrier in Kelvin Probe Force Microscopy: Fast Free Force Reconstruction Using the G-Mode Platform
journal, August 2017
- Collins, Liam; Ahmadi, Mahshid; Wu, Ting
- ACS Nano, Vol. 11, Issue 9
Band excitation in scanning probe microscopy: sines of change
journal, November 2011
- Jesse, Stephen; Kalinin, Sergei V.
- Journal of Physics D: Applied Physics, Vol. 44, Issue 46
How the doors to the nanoworld were opened
journal, October 2006
- Gerber, Christoph; Lang, Hans Peter
- Nature Nanotechnology, Vol. 1, Issue 1
Electrostatic force microscopy on ferroelectric crystals in inert gas atmosphere
journal, January 1997
- Bluhm, H.; Wadas, A.; Wiesendanger, R.
- Physical Review B, Vol. 55, Issue 1
Hierarchical Density Estimates for Data Clustering, Visualization, and Outlier Detection
journal, July 2015
- Campello, Ricardo J. G. B.; Moulavi, Davoud; Zimek, Arthur
- ACM Transactions on Knowledge Discovery from Data, Vol. 10, Issue 1
Real-space mapping of dynamic phenomena during hysteresis loop measurements: Dynamic switching spectroscopy piezoresponse force microscopy
journal, May 2011
- Kumar, A.; Ovchinnikov, O. S.; Funakubo, H.
- Applied Physics Letters, Vol. 98, Issue 20
Diameter of the World-Wide Web
journal, September 1999
- Albert, Réka; Jeong, Hawoong; Barabási, Albert-László
- Nature, Vol. 401, Issue 6749
Half-harmonic Kelvin probe force microscopy with transfer function correction
journal, February 2012
- Guo, Senli; Kalinin, Sergei V.; Jesse, Stephen
- Applied Physics Letters, Vol. 100, Issue 6
Extracting the hierarchical organization of complex systems
journal, September 2007
- Sales-Pardo, M.; Guimera, R.; Moreira, A. A.
- Proceedings of the National Academy of Sciences, Vol. 104, Issue 39
Thermodynamic behaviour of supercritical matter
journal, August 2013
- Bolmatov, Dima; Brazhkin, V. V.; Trachenko, K.
- Nature Communications, Vol. 4, Issue 1
Full Information Acquisition in Scanning Probe Microscopy
journal, July 2017
- Jesse, S.; Somnath, S.; Collins, L.
- Microscopy Today, Vol. 25, Issue 4
Dynamic behaviour in piezoresponse force microscopy
journal, February 2006
- Jesse, Stephen; Baddorf, Arthur P.; Kalinin, Sergei V.
- Nanotechnology, Vol. 17, Issue 6
powerlaw: A Python Package for Analysis of Heavy-Tailed Distributions
journal, January 2014
- Alstott, Jeff; Bullmore, Ed; Plenz, Dietmar
- PLoS ONE, Vol. 9, Issue 1
Power laws, Pareto distributions and Zipf's law
journal, September 2005
- Newman, Mej
- Contemporary Physics, Vol. 46, Issue 5
Communities, modules and large-scale structure in networks
journal, December 2011
- Newman, M. E. J.
- Nature Physics, Vol. 8, Issue 1
Atomic Force Microscope
journal, March 1986
- Binnig, G.; Quate, C. F.; Gerber, Ch.
- Physical Review Letters, Vol. 56, Issue 9
Kelvin probe force microscopy for potential distribution measurement of semiconductor devices
journal, March 1995
- Vatel, Olivier; Tanimoto, Masafumi
- Journal of Applied Physics, Vol. 77, Issue 6
A General Model for the Origin of Allometric Scaling Laws in Biology
journal, April 1997
- West, G. B.
- Science, Vol. 276, Issue 5309
Band Excitation in Scanning Probe Microscopy: Recognition and Functional Imaging
journal, April 2014
- Jesse, S.; Vasudevan, R. K.; Collins, L.
- Annual Review of Physical Chemistry, Vol. 65, Issue 1
hdbscan: Hierarchical density based clustering
journal, March 2017
- McInnes, Leland; Healy, John; Astels, Steve
- The Journal of Open Source Software, Vol. 2, Issue 11
Viscoelastic Property Mapping with Contact Resonance Force Microscopy
journal, December 2011
- Killgore, J. P.; Yablon, D. G.; Tsou, A. H.
- Langmuir, Vol. 27, Issue 23
Electromechanical Imaging and Spectroscopy of Ferroelectric and Piezoelectric Materials: State of the Art and Prospects for the Future
journal, August 2009
- Balke, Nina; Bdikin, Igor; Kalinin, Sergei V.
- Journal of the American Ceramic Society, Vol. 92, Issue 8
Scanning Force Microscopy Studies of Domain Structure in B a T i O 3 Single Crystals
journal, April 1997
- Gruverman, Alexei L.; Hatano, Jun; Tokumoto, Hiroshi
- Japanese Journal of Applied Physics, Vol. 36, Issue Part 1, No. 4A
Electromechanics on the Nanometer Scale: Emerging Phenomena, Devices, and Applications
journal, September 2009
- Kalinin, Sergei V.; Setter, Nava; Kholkin, Andrei L.
- MRS Bulletin, Vol. 34, Issue 9
Inverting dynamic force microscopy: From signals to time-resolved interaction forces
journal, June 2002
- Stark, M.; Stark, R. W.; Heckl, W. M.
- Proceedings of the National Academy of Sciences, Vol. 99, Issue 13, p. 8473-8478
The partially reversible formation of Li-metal particles on a solid Li electrolyte: applications toward nanobatteries
journal, July 2012
- Arruda, Thomas M.; Kumar, Amit; Kalinin, Sergei V.
- Nanotechnology, Vol. 23, Issue 32
Contact-resonance atomic force microscopy for viscoelasticity
journal, January 2008
- Yuya, P. A.; Hurley, D. C.; Turner, J. A.
- Journal of Applied Physics, Vol. 104, Issue 7
Hierarchical structure and the prediction of missing links in networks
journal, May 2008
- Clauset, Aaron; Moore, Cristopher; Newman, M. E. J.
- Nature, Vol. 453, Issue 7191
Complete information acquisition in dynamic force microscopy
journal, March 2015
- Belianinov, Alexei; Kalinin, Sergei V.; Jesse, Stephen
- Nature Communications, Vol. 6, Issue 1
Full data acquisition in Kelvin Probe Force Microscopy: Mapping dynamic electric phenomena in real space
journal, August 2016
- Collins, Liam; Belianinov, Alex; Somnath, Suhas
- Scientific Reports, Vol. 6, Issue 1
Reducing surgical site infections after colectomy: bundle item compliance, process, and outlier identification
journal, May 2022
- Antonacci, Anthony C.; Antonacci, Christopher L.; Dechario, Samuel P.
- Surgical Endoscopy, Vol. 36, Issue 8
Force spectroscopy with single bio-molecules
journal, October 2000
- Clausen-Schaumann, Hauke; Seitz, Markus; Krautbauer, Rupert
- Current Opinion in Chemical Biology, Vol. 4, Issue 5
Breaking the Time Barrier in Kelvin Probe Force Microscopy: Fast Free Force Reconstruction Using the G-Mode Platform
journal, August 2017
- Collins, Liam; Ahmadi, Mahshid; Wu, Ting
- ACS Nano, Vol. 11, Issue 9
Viscoelastic Property Mapping with Contact Resonance Force Microscopy
journal, December 2011
- Killgore, J. P.; Yablon, D. G.; Tsou, A. H.
- Langmuir, Vol. 27, Issue 23
Environmental context explains Lévy and Brownian movement patterns of marine predators
journal, June 2010
- Humphries, Nicolas E.; Queiroz, Nuno; Dyer, Jennifer R. M.
- Nature, Vol. 465, Issue 7301
Detection and localization of single molecular recognition events using atomic force microscopy
journal, April 2006
- Hinterdorfer, Peter; Dufrêne, Yves F.
- Nature Methods, Vol. 3, Issue 5
How the doors to the nanoworld were opened
journal, October 2006
- Gerber, Christoph; Lang, Hans Peter
- Nature Nanotechnology, Vol. 1, Issue 1
Imaging nanoparticles in cells by nanomechanical holography
journal, June 2008
- Tetard, Laurene; Passian, Ali; Venmar, Katherine T.
- Nature Nanotechnology, Vol. 3, Issue 8
Communities, modules and large-scale structure in networks
journal, December 2011
- Newman, M. E. J.
- Nature Physics, Vol. 8, Issue 1
Acoustic microscopy by atomic force microscopy
journal, March 1994
- Rabe, U.; Arnold, W.
- Applied Physics Letters, Vol. 64, Issue 12
Intermodulation atomic force microscopy
journal, April 2008
- Platz, Daniel; Tholén, Erik A.; Pesen, Devrim
- Applied Physics Letters, Vol. 92, Issue 15
Local thermomechanical characterization of phase transitions using band excitation atomic force acoustic microscopy with heated probe
journal, August 2008
- Jesse, S.; Nikiforov, M. P.; Germinario, L. T.
- Applied Physics Letters, Vol. 93, Issue 7
Contact-resonance atomic force microscopy for viscoelasticity
journal, January 2008
- Yuya, P. A.; Hurley, D. C.; Turner, J. A.
- Journal of Applied Physics, Vol. 104, Issue 7
Kelvin probe force microscopy for potential distribution measurement of semiconductor devices
journal, March 1995
- Vatel, Olivier; Tanimoto, Masafumi
- Journal of Applied Physics, Vol. 77, Issue 6
Mapping of conservative and dissipative interactions in bimodal atomic force microscopy using open-loop and phase-locked-loop control of the higher eigenmode
journal, August 2011
- Chawla, Gaurav; Solares, Santiago D.
- Applied Physics Letters, Vol. 99, Issue 7
Electrostatic forces acting on the tip in atomic force microscopy: Modelization and comparison with analytic expressions
journal, February 1997
- Belaidi, S.; Girard, P.; Leveque, G.
- Journal of Applied Physics, Vol. 81, Issue 3
Half-harmonic Kelvin probe force microscopy with transfer function correction
journal, February 2012
- Guo, Senli; Kalinin, Sergei V.; Jesse, Stephen
- Applied Physics Letters, Vol. 100, Issue 6
Magnetic imaging by ‘‘force microscopy’’ with 1000 Å resolution
journal, May 1987
- Martin, Y.; Wickramasinghe, H. K.
- Applied Physics Letters, Vol. 50, Issue 20
Single-molecule recognition imaging microscopy
journal, August 2004
- Stroh, C.; Wang, H.; Bash, R.
- Proceedings of the National Academy of Sciences, Vol. 101, Issue 34
Inverting dynamic force microscopy: From signals to time-resolved interaction forces
journal, June 2002
- Stark, M.; Stark, R. W.; Heckl, W. M.
- Proceedings of the National Academy of Sciences, Vol. 99, Issue 13, p. 8473-8478
Scanning near-field acoustic study of ferroelectric BaTiO 3 ceramics
journal, December 2001
- Liu, X. X.; Heiderhoff, R.; Abicht, H. P.
- Journal of Physics D: Applied Physics, Vol. 35, Issue 1
Band excitation in scanning probe microscopy: sines of change
journal, November 2011
- Jesse, Stephen; Kalinin, Sergei V.
- Journal of Physics D: Applied Physics, Vol. 44, Issue 46
Dynamic behaviour in piezoresponse force microscopy
journal, February 2006
- Jesse, Stephen; Baddorf, Arthur P.; Kalinin, Sergei V.
- Nanotechnology, Vol. 17, Issue 6
Dual-frequency resonance-tracking atomic force microscopy
journal, October 2007
- Rodriguez, Brian J.; Callahan, Clint; Kalinin, Sergei V.
- Nanotechnology, Vol. 18, Issue 47, Article No. 475504
Principal component and spatial correlation analysis of spectroscopic-imaging data in scanning probe microscopy
journal, February 2009
- Jesse, Stephen; Kalinin, Sergei V.
- Nanotechnology, Vol. 20, Issue 8
Open-loop band excitation Kelvin probe force microscopy
journal, March 2012
- Guo, Senli; Kalinin, Sergei V.; Jesse, Stephen
- Nanotechnology, Vol. 23, Issue 12
The partially reversible formation of Li-metal particles on a solid Li electrolyte: applications toward nanobatteries
journal, July 2012
- Arruda, Thomas M.; Kumar, Amit; Kalinin, Sergei V.
- Nanotechnology, Vol. 23, Issue 32
Quantitative 3D-KPFM imaging with simultaneous electrostatic force and force gradient detection
journal, April 2015
- Collins, L.; Okatan, M. B.; Li, Q.
- Nanotechnology, Vol. 26, Issue 17
Scanning force microscopy of domain structure in ferroelectric thin films: imaging and control
journal, September 1997
- Gruverman, A.; Auciello, O.; Ramesh, R.
- Nanotechnology, Vol. 8, Issue 3A
Determination of shear stiffness based on thermal noise analysis in atomic force microscopy: Passive overtone microscopy
journal, June 2001
- Drobek, Tanja; Stark, Robert W.; Heckl, Wolfgang M.
- Physical Review B, Vol. 64, Issue 4
Atomic-Scale Distribution of Water Molecules at the Mica-Water Interface Visualized by Three-Dimensional Scanning Force Microscopy
journal, January 2010
- Fukuma, Takeshi; Ueda, Yasumasa; Yoshioka, Shunsuke
- Physical Review Letters, Vol. 104, Issue 1
Reconstructing Nonlinearities with Intermodulation Spectroscopy
journal, February 2010
- Hutter, Carsten; Platz, Daniel; Tholén, E. A.
- Physical Review Letters, Vol. 104, Issue 5
Resolving Point Defects in the Hydration Structure of Calcite (10.4) with Three-Dimensional Atomic Force Microscopy
journal, March 2018
- Söngen, Hagen; Reischl, Bernhard; Miyata, Kazuki
- Physical Review Letters, Vol. 120, Issue 11
Electromechanical Imaging and Spectroscopy of Ferroelectric and Piezoelectric Materials: State of the Art and Prospects for the Future
journal, August 2009
- Balke, Nina; Bdikin, Igor; Kalinin, Sergei V.
- Journal of the American Ceramic Society, Vol. 92, Issue 8
Kelvin probe force microscopy for characterization of semiconductor devices and processes
journal, March 1996
- Tanimoto, Masafumi
- Journal of Vacuum Science & Technology B: Microelectronics and Nanometer Structures, Vol. 14, Issue 2
Single Molecule Force Spectroscopy on Polysaccharides by Atomic Force Microscopy
journal, February 1997
- Rief, M.
- Science, Vol. 275, Issue 5304
A General Model for the Origin of Allometric Scaling Laws in Biology
journal, April 1997
- West, G. B.
- Science, Vol. 276, Issue 5309
Electromechanics on the Nanometer Scale: Emerging Phenomena, Devices, and Applications
journal, September 2009
- Kalinin, Sergei V.; Setter, Nava; Kholkin, Andrei L.
- MRS Bulletin, Vol. 34, Issue 9
hdbscan: Hierarchical density based clustering
journal, March 2017
- McInnes, Leland; Healy, John; Astels, Steve
- The Journal of Open Source Software, Vol. 2, Issue 11
Generalized Hertz model for bimodal nanomechanical mapping
journal, January 2016
- Labuda, Aleksander; Kocuń, Marta; Meinhold, Waiman
- Beilstein Journal of Nanotechnology, Vol. 7
Hierarchical structure and the prediction of missing links in networks
text, January 2008
- Clauset, Aaron; Moore, Cristopher; Newman, M. E. J.
- arXiv
Thermodynamic behavior of supercritical matter
text, January 2013
- Bolmatov, Dima; Brazhkin, V. V.; Trachenko, K.
- arXiv
Powerlaw: a Python package for analysis of heavy-tailed distributions
text, January 2013
- Alstott, Jeff; Bullmore, Ed; Plenz, Dietmar
- arXiv
Fast, High Resolution and Wide Modulus Range Nanomechanical Mapping with Bimodal Tapping Mode
preprint, January 2017
- Kocun, Marta; Labuda, Aleksander; Meinhold, Waiman
- arXiv
Increasing the Capability of Neural Networks for Surface Reconstruction from Noisy Point Clouds
preprint, January 2018
- White, Adam R.; Bai, Li
- arXiv
Community structure in social and biological networks
text, January 2001
- Girvan, Michelle; Newman, M. E. J.
- arXiv
Hierarchical organization of modularity in metabolic networks
text, January 2002
- Ravasz, E.; Somera, A. L.; Mongru, D. A.
- arXiv
The diameter of the world wide web
text, January 1999
- Albert, Reka; Jeong, Hawoong; Barabasi, Albert-Laszlo
- arXiv
Works referencing / citing this record:
A machine perspective of atomic defects in scanning transmission electron microscopy
journal, August 2019
- Dan, Jiadong; Zhao, Xiaoxu; Pennycook, Stephen J.
- InfoMat, Vol. 1, Issue 3
Manifold learning of four-dimensional scanning transmission electron microscopy
journal, January 2019
- Li, Xin; Dyck, Ondrej E.; Oxley, Mark P.
- npj Computational Materials, Vol. 5, Issue 1
Figures / Tables found in this record:
Figures/Tables have been extracted from DOE-funded journal article accepted manuscripts.