Towards data-driven next-generation transmission electron microscopy

Steven R. Spurgeon; Colin Ophus; Lewys Jones; Amanda Petford-Long; Sergei V. Kalinin; Matthew J. Olszta; Rafal E. Dunin-Borkowski; Norman Salmon; Khalid Hattar; Wei Chang D. Yang; Renu Sharma; Yingge Du; Ann Chiaramonti; Haimei Zheng; Edgar C. Buck; Libor Kovarik; R. Lee Penn; Dongsheng Li; Xin Zhang; Mitsuhiro Murayama; Mitra L. Taheri

doi:10.1038/s41563-020-00833-z

Towards data-driven next-generation transmission electron microscopy

Steven R. Spurgeon^*, Colin Ophus, Lewys Jones, Amanda Petford-Long, Sergei V. Kalinin, Matthew J. Olszta, Rafal E. Dunin-Borkowski, Norman Salmon, Khalid Hattar, Wei Chang D. Yang, Renu Sharma, Yingge Du, Ann Chiaramonti, Haimei Zheng, Edgar C. Buck, Libor Kovarik, R. Lee Penn, Dongsheng Li, Xin Zhang, Mitsuhiro MurayamaMitra L. Taheri

^*Corresponding author for this work

Materials Science and Engineering

Research output: Contribution to journal › Comment/debate › peer-review

109 Scopus citations

Original language	English (US)
Pages (from-to)	274-279
Number of pages	6
Journal	Nature materials
Volume	20
Issue number	3
DOIs	https://doi.org/10.1038/s41563-020-00833-z
State	Published - Mar 2021

ASJC Scopus subject areas

Condensed Matter Physics
Mechanics of Materials
Mechanical Engineering
Chemistry(all)
Materials Science(all)

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10.1038/s41563-020-00833-z

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Spurgeon, S. R., Ophus, C., Jones, L., Petford-Long, A., Kalinin, S. V., Olszta, M. J., Dunin-Borkowski, R. E., Salmon, N., Hattar, K., Yang, W. C. D., Sharma, R., Du, Y., Chiaramonti, A., Zheng, H., Buck, E. C., Kovarik, L., Penn, R. L., Li, D., Zhang, X., ... Taheri, M. L. (2021). Towards data-driven next-generation transmission electron microscopy. Nature materials, 20(3), 274-279. https://doi.org/10.1038/s41563-020-00833-z

@article{7e889ba992c64f5ea10b5358c646b2ee,

title = "Towards data-driven next-generation transmission electron microscopy",

author = "Spurgeon, {Steven R.} and Colin Ophus and Lewys Jones and Amanda Petford-Long and Kalinin, {Sergei V.} and Olszta, {Matthew J.} and Dunin-Borkowski, {Rafal E.} and Norman Salmon and Khalid Hattar and Yang, {Wei Chang D.} and Renu Sharma and Yingge Du and Ann Chiaramonti and Haimei Zheng and Buck, {Edgar C.} and Libor Kovarik and Penn, {R. Lee} and Dongsheng Li and Xin Zhang and Mitsuhiro Murayama and Taheri, {Mitra L.}",

note = "Funding Information: thanks A. Lang, B. Matthews and J. Hart for reviewing the manuscript. This work was supported by the Laboratory Directed Research and Development (LDRD) Nuclear Processing Science Initiative (NPSI) at Pacific Northwest National Laboratory (PNNL). PNNL is a multi-programme national laboratory operated for the US Department of Energy (DOE) by Battelle Memorial Institute under contract no. DE-AC05-76RL0-1830. This work was supported in part by the Office of Science, Office of Basic Energy Sciences, of the US DOE under contracts no. DE-AC02-05CH11231 (C.O.), no. 10122 (S.R.S. and Y.D.), no. KC0201010 ERKCS89 (S.V.K.), no. KC0203020:67037 (D.L.) and no. DE-AC02-05-CH11231 within the KC22ZH programme (H.Z.). This work was supported in part by the US DOE, Office of Science, Basic Energy Sciences, Materials Sciences and Engineering Division (A.P.-L.). M.M. acknowledges the Virginia Tech National Center for Earth and Environmental Nanotechnology Infrastructure (NanoEarth), a member of the National Nanotechnology Coordinated Infrastructure (NNCI), supported by NSF (ECCS 1542100). This project has received funding from the European Research Council under the Horizon 2020 Research and Innovation Programme (grant no. 856538, project 3D MAGiC; and grant no. 823717, project ESTEEM3 (R.E.D.-B.)). X.Z. acknowledges support from the DOE BES Geosciences Program at PNNL (FWP 56674). The work was partly performed at the Center for Nanophase Materials Sciences (S.V.K.) and the Center for Integrated Nanotechnologies (K.H.), which are Office of Science User Facilities operated for the US DOE. Work at the Molecular Foundry was supported by the Office of Science, Office of Basic Energy Sciences, of the US DOE under contract no. DE-AC02-05CH11231. A portion of the microscopy shown was performed at the Environmental Molecular Sciences Laboratory (EMSL), a national scientific user facility sponsored by the DOE{\textquoteright}s Office of Biological and Environmental Research and located at PNNL. L.J. acknowledges SFI grants AMBER2-12/RC/2278-P2 and URF/RI/191637. Sandia National Laboratories is a multi-mission laboratory managed and operated by National Technology and Engineering Solutions of Sandia, LLC, a wholly owned subsidiary of Honeywell International, Inc., for the US DOE{\textquoteright}s National Nuclear Security Administration under contract DE-NA-0003525. The views expressed in the article do not necessarily represent the views of the US DOE or the US government.",

year = "2021",

month = mar,

doi = "10.1038/s41563-020-00833-z",

language = "English (US)",

volume = "20",

pages = "274--279",

journal = "Nature materials",

issn = "1476-1122",

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number = "3",

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Spurgeon, SR, Ophus, C, Jones, L, Petford-Long, A, Kalinin, SV, Olszta, MJ, Dunin-Borkowski, RE, Salmon, N, Hattar, K, Yang, WCD, Sharma, R, Du, Y, Chiaramonti, A, Zheng, H, Buck, EC, Kovarik, L, Penn, RL, Li, D, Zhang, X, Murayama, M & Taheri, ML 2021, 'Towards data-driven next-generation transmission electron microscopy', Nature materials, vol. 20, no. 3, pp. 274-279. https://doi.org/10.1038/s41563-020-00833-z

TY - JOUR

T1 - Towards data-driven next-generation transmission electron microscopy

AU - Spurgeon, Steven R.

AU - Ophus, Colin

AU - Jones, Lewys

AU - Petford-Long, Amanda

AU - Kalinin, Sergei V.

AU - Olszta, Matthew J.

AU - Dunin-Borkowski, Rafal E.

AU - Salmon, Norman

AU - Hattar, Khalid

AU - Yang, Wei Chang D.

AU - Sharma, Renu

AU - Du, Yingge

AU - Chiaramonti, Ann

AU - Zheng, Haimei

AU - Buck, Edgar C.

AU - Kovarik, Libor

AU - Penn, R. Lee

AU - Li, Dongsheng

AU - Zhang, Xin

AU - Murayama, Mitsuhiro

AU - Taheri, Mitra L.

N1 - Funding Information: thanks A. Lang, B. Matthews and J. Hart for reviewing the manuscript. This work was supported by the Laboratory Directed Research and Development (LDRD) Nuclear Processing Science Initiative (NPSI) at Pacific Northwest National Laboratory (PNNL). PNNL is a multi-programme national laboratory operated for the US Department of Energy (DOE) by Battelle Memorial Institute under contract no. DE-AC05-76RL0-1830. This work was supported in part by the Office of Science, Office of Basic Energy Sciences, of the US DOE under contracts no. DE-AC02-05CH11231 (C.O.), no. 10122 (S.R.S. and Y.D.), no. KC0201010 ERKCS89 (S.V.K.), no. KC0203020:67037 (D.L.) and no. DE-AC02-05-CH11231 within the KC22ZH programme (H.Z.). This work was supported in part by the US DOE, Office of Science, Basic Energy Sciences, Materials Sciences and Engineering Division (A.P.-L.). M.M. acknowledges the Virginia Tech National Center for Earth and Environmental Nanotechnology Infrastructure (NanoEarth), a member of the National Nanotechnology Coordinated Infrastructure (NNCI), supported by NSF (ECCS 1542100). This project has received funding from the European Research Council under the Horizon 2020 Research and Innovation Programme (grant no. 856538, project 3D MAGiC; and grant no. 823717, project ESTEEM3 (R.E.D.-B.)). X.Z. acknowledges support from the DOE BES Geosciences Program at PNNL (FWP 56674). The work was partly performed at the Center for Nanophase Materials Sciences (S.V.K.) and the Center for Integrated Nanotechnologies (K.H.), which are Office of Science User Facilities operated for the US DOE. Work at the Molecular Foundry was supported by the Office of Science, Office of Basic Energy Sciences, of the US DOE under contract no. DE-AC02-05CH11231. A portion of the microscopy shown was performed at the Environmental Molecular Sciences Laboratory (EMSL), a national scientific user facility sponsored by the DOE’s Office of Biological and Environmental Research and located at PNNL. L.J. acknowledges SFI grants AMBER2-12/RC/2278-P2 and URF/RI/191637. Sandia National Laboratories is a multi-mission laboratory managed and operated by National Technology and Engineering Solutions of Sandia, LLC, a wholly owned subsidiary of Honeywell International, Inc., for the US DOE’s National Nuclear Security Administration under contract DE-NA-0003525. The views expressed in the article do not necessarily represent the views of the US DOE or the US government.

PY - 2021/3

Y1 - 2021/3

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U2 - 10.1038/s41563-020-00833-z

DO - 10.1038/s41563-020-00833-z

M3 - Comment/debate

C2 - 33106651

AN - SCOPUS:85093919209

SN - 1476-1122

VL - 20

SP - 274

EP - 279

JO - Nature materials

JF - Nature materials

IS - 3

ER -

Towards data-driven next-generation transmission electron microscopy

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