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Title: Nanomaterial datasets to advance tomography in scanning transmission electron microscopy

Abstract

Electron tomography in materials science has flourished with the demand to characterize nanoscale materials in three dimensions (3D). Access to experimental data is vital for developing and validating reconstruction methods that improve resolution and reduce radiation dose requirements. This work presents five high-quality scanning transmission electron microscope (STEM) tomography datasets in order to address the critical need for open access data in this field. The datasets represent the current limits of experimental technique, are of high quality, and contain materials with structural complexity. Included are tomographic series of a hyperbranched Co 2 P nanocrystal, platinum nanoparticles on a carbon nanofibre imaged over the complete 180° tilt range, a platinum nanoparticle and a tungsten needle both imaged at atomic resolution by equal slope tomography, and a through-focal tilt series of PtCu nanoparticles. A volumetric reconstruction from every dataset is provided for comparison and development of post-processing and visualization techniques. Researchers interested in creating novel data processing and reconstruction algorithms will now have access to state of the art experimental test data.

Authors:
 [1];  [1];  [2];  [3];  [4];  [5];  [6];  [4];  [7];  [8];  [8];  [9];  [10];  [10];  [8]; ORCiD logo [7];  [11];  [4]; ORCiD logo [11];  [1]
  1. Cornell Univ., Ithaca, NY (United States). School of Applied and Engineering Physics
  2. Univ. of California, Los Angeles, CA (United States). Dept. of Physics and Astronomy, California NanoSystems Inst.; National Sun Yat-SEn Univ., Kaohsiung (Taiwan). Dept. of Physics
  3. Univ. of California, Los Angeles, CA (United States). Dept. of Physics and Astronomy, California NanoSystems Inst.; Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States). National Center for Electron Microscopy
  4. Univ. of California, Los Angeles, CA (United States). Dept. of Physics and Astronomy, California NanoSystems Inst.
  5. Univ. of Birmingham (United Kingdom). Nanoscale Physics Research Lab.
  6. Cornell Univ., Ithaca, NY (United States). Dept. of Physics
  7. Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States). National Center for Electron Microscopy
  8. Cornell Univ., Ithaca, NY (United States). Dept. of Materials Science and Engineering
  9. Cornell Univ., Ithaca, NY (United States). Dept. of Chemistry and Chemical Biology; Huazhong Univ. of Science and Technology, Wuhan (China). School of Chemistry and Chemical Engineering
  10. Cornell Univ., Ithaca, NY (United States). Dept. of Chemistry and Chemical Biology
  11. Cornell Univ., Ithaca, NY (United States). School of Applied and Engineering Physics, Kavli Inst. for Nanoscale Science
Publication Date:
Research Org.:
Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
Sponsoring Org.:
USDOE Office of Science (SC)
OSTI Identifier:
1379388
Grant/Contract Number:  
AC02-05CH11231
Resource Type:
Accepted Manuscript
Journal Name:
Scientific Data
Additional Journal Information:
Journal Volume: 3; Journal ID: ISSN 2052-4463
Publisher:
Nature Publishing Group
Country of Publication:
United States
Language:
English
Subject:
36 MATERIALS SCIENCE; fuel cells; nanoparticles; transmission electron microscopy

Citation Formats

Levin, Barnaby D. A., Padgett, Elliot, Chen, Chien-Chun, Scott, M. C., Xu, Rui, Theis, Wolfgang, Jiang, Yi, Yang, Yongsoo, Ophus, Colin, Zhang, Haitao, Ha, Don-Hyung, Wang, Deli, Yu, Yingchao, Abruña, Hector D., Robinson, Richard D., Ercius, Peter, Kourkoutis, Lena F., Miao, Jianwei, Muller, David A., and Hovden, Robert. Nanomaterial datasets to advance tomography in scanning transmission electron microscopy. United States: N. p., 2016. Web. doi:10.1038/sdata.2016.41.
Levin, Barnaby D. A., Padgett, Elliot, Chen, Chien-Chun, Scott, M. C., Xu, Rui, Theis, Wolfgang, Jiang, Yi, Yang, Yongsoo, Ophus, Colin, Zhang, Haitao, Ha, Don-Hyung, Wang, Deli, Yu, Yingchao, Abruña, Hector D., Robinson, Richard D., Ercius, Peter, Kourkoutis, Lena F., Miao, Jianwei, Muller, David A., & Hovden, Robert. Nanomaterial datasets to advance tomography in scanning transmission electron microscopy. United States. https://doi.org/10.1038/sdata.2016.41
Levin, Barnaby D. A., Padgett, Elliot, Chen, Chien-Chun, Scott, M. C., Xu, Rui, Theis, Wolfgang, Jiang, Yi, Yang, Yongsoo, Ophus, Colin, Zhang, Haitao, Ha, Don-Hyung, Wang, Deli, Yu, Yingchao, Abruña, Hector D., Robinson, Richard D., Ercius, Peter, Kourkoutis, Lena F., Miao, Jianwei, Muller, David A., and Hovden, Robert. Tue . "Nanomaterial datasets to advance tomography in scanning transmission electron microscopy". United States. https://doi.org/10.1038/sdata.2016.41. https://www.osti.gov/servlets/purl/1379388.
@article{osti_1379388,
title = {Nanomaterial datasets to advance tomography in scanning transmission electron microscopy},
author = {Levin, Barnaby D. A. and Padgett, Elliot and Chen, Chien-Chun and Scott, M. C. and Xu, Rui and Theis, Wolfgang and Jiang, Yi and Yang, Yongsoo and Ophus, Colin and Zhang, Haitao and Ha, Don-Hyung and Wang, Deli and Yu, Yingchao and Abruña, Hector D. and Robinson, Richard D. and Ercius, Peter and Kourkoutis, Lena F. and Miao, Jianwei and Muller, David A. and Hovden, Robert},
abstractNote = {Electron tomography in materials science has flourished with the demand to characterize nanoscale materials in three dimensions (3D). Access to experimental data is vital for developing and validating reconstruction methods that improve resolution and reduce radiation dose requirements. This work presents five high-quality scanning transmission electron microscope (STEM) tomography datasets in order to address the critical need for open access data in this field. The datasets represent the current limits of experimental technique, are of high quality, and contain materials with structural complexity. Included are tomographic series of a hyperbranched Co 2 P nanocrystal, platinum nanoparticles on a carbon nanofibre imaged over the complete 180° tilt range, a platinum nanoparticle and a tungsten needle both imaged at atomic resolution by equal slope tomography, and a through-focal tilt series of PtCu nanoparticles. A volumetric reconstruction from every dataset is provided for comparison and development of post-processing and visualization techniques. Researchers interested in creating novel data processing and reconstruction algorithms will now have access to state of the art experimental test data.},
doi = {10.1038/sdata.2016.41},
journal = {Scientific Data},
number = ,
volume = 3,
place = {United States},
year = {Tue Jun 07 00:00:00 EDT 2016},
month = {Tue Jun 07 00:00:00 EDT 2016}
}

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Cited by: 33 works
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Figures / Tables:

Figure 1 Figure 1: Illustration of electron tomography data acquisition and reconstruction process. Series of 2D images acquired of object of unknown 3D structure at different viewing angles. Images shown are from tiltser_Co2P.tif. 2D images combined into image stack ordered by viewing angle i.e., a tilt series. Tilt series is aligned, andmore » reconstruction algorithm is applied to produce 3D reconstruction of object. A 3D isosurface visualization of recon_Co2P.tif is shown as an example rendered using tomviz.« less

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Works referenced in this record:

Three-dimensional coordinates of individual atoms in materials revealed by electron tomography
journal, September 2015

  • Xu, Rui; Chen, Chien-Chun; Wu, Li
  • Nature Materials, Vol. 14, Issue 11
  • DOI: 10.1038/nmat4426

Electron tomography at 2.4-ångström resolution
journal, March 2012

  • Scott, M. C.; Chen, Chien-Chun; Mecklenburg, Matthew
  • Nature, Vol. 483, Issue 7390
  • DOI: 10.1038/nature10934

Electron tomography and holography in materials science
journal, April 2009

  • Midgley, Paul A.; Dunin-Borkowski, Rafal E.
  • Nature Materials, Vol. 8, Issue 4
  • DOI: 10.1038/nmat2406

A method for monitoring the collapse of plastic sections as a function of electron dose
journal, January 1988


Conical tomography of freeze-fracture replicas: a method for the study of integral membrane proteins inserted in phospholipid bilayers
journal, January 2005

  • Lanzavecchia, S.; Cantele, F.; Bellon, P. L.
  • Journal of Structural Biology, Vol. 149, Issue 1
  • DOI: 10.1016/j.jsb.2004.09.004

Electron Tomography: A Three-Dimensional Analytic Tool for Hard and Soft Materials Research
journal, June 2015

  • Ercius, Peter; Alaidi, Osama; Rames, Matthew J.
  • Advanced Materials, Vol. 27, Issue 38
  • DOI: 10.1002/adma.201501015

Reconstruction of Three Dimensional Structures from Electron Micrographs
journal, January 1968


Fast Fourier method for the accurate rotation of sampled images
journal, June 1997


Controlled Synthesis of Uniform Cobalt Phosphide Hyperbranched Nanocrystals Using Tri- n -octylphosphine Oxide as a Phosphorus Source
journal, January 2011

  • Zhang, Haitao; Ha, Don-Hyung; Hovden, Robert
  • Nano Letters, Vol. 11, Issue 1
  • DOI: 10.1021/nl103400a

Three-dimensional imaging of dislocations in a nanoparticle at atomic resolution
journal, March 2013

  • Chen, Chien-Chun; Zhu, Chun; White, Edward R.
  • Nature, Vol. 496, Issue 7443
  • DOI: 10.1038/nature12009

Three-Dimensional Morphology of Iron Oxide Nanoparticles with Reactive Concave Surfaces. A Compressed Sensing-Electron Tomography (CS-ET) Approach
journal, November 2011

  • Saghi, Zineb; Holland, Daniel J.; Leary, Rowan
  • Nano Letters, Vol. 11, Issue 11
  • DOI: 10.1021/nl202253a

Phase evolution for conversion reaction electrodes in lithium-ion batteries
journal, February 2014

  • Lin, Feng; Nordlund, Dennis; Weng, Tsu-Chien
  • Nature Communications, Vol. 5, Issue 1
  • DOI: 10.1038/ncomms4358

Visibility of Single Atoms
journal, June 1970


Combined Scanning Transmission Electron Microscopy Tilt- and Focal Series
journal, February 2014

  • Dahmen, Tim; Baudoin, Jean-Pierre; Lupini, Andrew R.
  • Microscopy and Microanalysis, Vol. 20, Issue 2
  • DOI: 10.1017/S1431927614000075

Characterization of multi-scale microstructural features in Opalinus Clay
journal, April 2013


Transmission electron microtomography without the “missing wedge” for quantitative structural analysis
journal, January 2007


Data Processing for Atomic Resolution Electron Energy Loss Spectroscopy
journal, June 2012


Formation Mechanism of LiFePO4 Sticks Grown by a Microwave-Assisted Liquid-Phase Process
journal, April 2012


The Reconstruction of a Three-Dimensional Structure from Projections and its Application to Electron Microscopy
journal, June 1970

  • Crowther, R. A.; DeRosier, D. J.; Klug, A.
  • Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences, Vol. 317, Issue 1530
  • DOI: 10.1098/rspa.1970.0119

Three-dimensional STEM for observing nanostructures
journal, May 2001


Tuning Oxygen Reduction Reaction Activity via Controllable Dealloying A Model Study of Ordered Cu3Pt/C Intermetallic Nanocatalysts
journal, September 2012

  • Wang, Deli; Yu, Yingchao; Xin, Huolin L.
  • Nano Letters, Vol. 12, Issue 10, p. 5230-5238
  • DOI: 10.1021/nl302404g

Electron tomography of embedded semiconductor quantum dot
journal, January 2008

  • Inoue, Tomoya; Kita, Takashi; Wada, Osamu
  • Applied Physics Letters, Vol. 92, Issue 3
  • DOI: 10.1063/1.2837453

Nanomaterial datasets to advance tomography in scanning transmission electron microscopy [Supplemental Data]
dataset, June 2016

  • Abruña, Héctor; Muller, David; Xu, Rui
  • figshare-Supplementary information for journal article at DOI: 10.1038/sdata.2016.41, 12 files
  • DOI: 10.6084/m9.figshare.c.2185342

3D electron microscopy in the physical sciences: the development of Z-contrast and EFTEM tomography
journal, September 2003


Periodic Artifact Reduction in Fourier Transforms of Full Field Atomic Resolution Images
journal, January 2015


Extended Depth of Field for High-Resolution Scanning Transmission Electron Microscopy
journal, December 2010

  • Hovden, Robert; Xin, Huolin L.; Muller, David A.
  • Microscopy and Microanalysis, Vol. 17, Issue 1
  • DOI: 10.1017/S1431927610094171

Double-tilt electron tomography
journal, October 1995


Visualizing the 3D Internal Structure of Calcite Single Crystals Grown in Agarose Hydrogels
journal, November 2009


Interplay of Three-Dimensional Morphologies and Photocarrier Dynamics of Polymer/TiO 2 Bulk Heterojunction Solar Cells
journal, August 2011

  • Li, Shao-Sian; Chang, Ching-Pin; Lin, Chih-Cheng
  • Journal of the American Chemical Society, Vol. 133, Issue 30
  • DOI: 10.1021/ja203151z

Multicomponent Nanomaterials with Complex Networked Architectures from Orthogonal Degradation and Binary Metal Backfilling in ABC Triblock Terpolymers
journal, April 2015

  • Cowman, Christina D.; Padgett, Elliot; Tan, Kwan Wee
  • Journal of the American Chemical Society, Vol. 137, Issue 18
  • DOI: 10.1021/jacs.5b01915

Electron Tomography of Nanoparticle Catalysts on Porous Supports:  A New Technique Based on Rutherford Scattering
journal, August 2001

  • Weyland, Matthew; Midgley, Paul A.; Thomas, John Meurig
  • The Journal of Physical Chemistry B, Vol. 105, Issue 33
  • DOI: 10.1021/jp011566s

Three-dimensional atomic imaging of crystalline nanoparticles
journal, February 2011

  • Van Aert, Sandra; Batenburg, Kees J.; Rossell, Marta D.
  • Nature, Vol. 470, Issue 7334
  • DOI: 10.1038/nature09741

Repeatable and Transferable Processing for Electron Tomography: An Open Platform for Visualization and Reconstruction of 3D Materials
journal, August 2015

  • Hovden, Robert; Hanwell, Marcus D.; Ayachit, Utkarsh
  • Microscopy and Microanalysis, Vol. 21, Issue S3
  • DOI: 10.1017/S1431927615012817

Equally sloped tomography with oversampling reconstruction
journal, August 2005


Three-dimensional metrology and fractal analysis of dendritic nanostructures
journal, November 2008


Nanomaterial datasets to advance tomography in scanning transmission electron microscopy [Supplemental Data]
collection, June 2016

  • Abruña, Héctor; Muller, David A.; Xu, Rui
  • figshare-Supplementary information for journal article at DOI: 10.1038/sdata.2016.41, 12 files
  • DOI: 10.6084/m9.figshare.c.2185342.v1

Electron Tomography: Electron Tomography: A Three-Dimensional Analytic Tool for Hard and Soft Materials Research (Adv. Mater. 38/2015)
journal, October 2015

  • Ercius, Peter; Alaidi, Osama; Rames, Matthew J.
  • Advanced Materials, Vol. 27, Issue 38
  • DOI: 10.1002/adma.201570253

Resolution and optimum conditions for dark-field STEM and CTEM imaging
journal, February 1993


Multicomponent Nanomaterials with Complex Networked Architectures from Orthogonal Degradation and Binary Metal Backfilling in ABC Triblock Terpolymers
journal, April 2015

  • Cowman, Christina D.; Padgett, Elliot; Tan, Kwan Wee
  • Journal of the American Chemical Society, Vol. 137, Issue 18
  • DOI: 10.1021/jacs.5b01915

Works referencing / citing this record:

Approaches to Exploring Spatio-Temporal Surface Dynamics in Nanoparticles with In Situ Transmission Electron Microscopy
journal, December 2019

  • Lawrence, Ethan L.; Levin, Barnaby D. A.; Miller, Benjamin K.
  • Microscopy and Microanalysis, Vol. 26, Issue 1
  • DOI: 10.1017/s1431927619015228

Tutorial on the Visualization of Volumetric Data Using tomviz
journal, January 2018


Quantitative characterization of high temperature oxidation using electron tomography and energy-dispersive X-ray spectroscopy
journal, July 2018


Towards a classification strategy for complex nanostructures
journal, January 2017

  • Castagnola, V.; Cookman, J.; de Araújo, J. M.
  • Nanoscale Horizons, Vol. 2, Issue 4
  • DOI: 10.1039/c6nh00219f

A quantitative methodology for the study of particle–electrode impacts
journal, January 2018

  • Little, Christopher A.; Xie, Ruochen; Batchelor-McAuley, Christopher
  • Physical Chemistry Chemical Physics, Vol. 20, Issue 19
  • DOI: 10.1039/c8cp01561a

Exploring the Capability of HAADF-STEM Techniques to Characterize Graphene Distribution in Nanocomposites by Simulations
journal, December 2018

  • Baladés, N.; Sales, D. L.; Herrera, M.
  • Journal of Nanomaterials, Vol. 2018
  • DOI: 10.1155/2018/4906746

Multiscale higher-order TV operators for L1 regularization
journal, October 2018


Electron tomography for functional nanomaterials
journal, April 2020


Controlled Synthesis of Uniform Cobalt Phosphide Hyperbranched Nanocrystals Using Tri- n -octylphosphine Oxide as a Phosphorus Source
journal, January 2011

  • Zhang, Haitao; Ha, Don-Hyung; Hovden, Robert
  • Nano Letters, Vol. 11, Issue 1
  • DOI: 10.1021/nl103400a

Multimodal x-ray and electron microscopy of the Allende meteorite
journal, September 2019


Multiscale higher-order TV operators for L1 regularization
journal, October 2018


Figures/Tables have been extracted from DOE-funded journal article accepted manuscripts.