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Mousavi M. SS, Pofelski A, Teimoori H, Botton GA. Alignment-invariant signal reality reconstruction in hyperspectral imaging using a deep convolutional neural network architecture. Sci Rep 2022; 12:17462. [PMID: 36261495 PMCID: PMC9581942 DOI: 10.1038/s41598-022-22264-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2022] [Accepted: 10/12/2022] [Indexed: 01/12/2023] Open
Abstract
The energy resolution in hyperspectral imaging techniques has always been an important matter in data interpretation. In many cases, spectral information is distorted by elements such as instruments' broad optical transfer function, and electronic high frequency noises. In the past decades, advances in artificial intelligence methods have provided robust tools to better study sophisticated system artifacts in spectral data and take steps towards removing these artifacts from the experimentally obtained data. This study evaluates the capability of a recently developed deep convolutional neural network script, EELSpecNet, in restoring the reality of a spectral data. The particular strength of the deep neural networks is to remove multiple instrumental artifacts such as random energy jitters of the source, signal convolution by the optical transfer function and high frequency noise at once using a single training data set. Here, EELSpecNet performance in reducing noise, and restoring the original reality of the spectra is evaluated for near zero-loss electron energy loss spectroscopy signals in Scanning Transmission Electron Microscopy. EELSpecNet demonstrates to be more efficient and more robust than the currently widely used Bayesian statistical method, even in harsh conditions (e.g. high signal broadening, intense high frequency noise).
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Affiliation(s)
- S. Shayan Mousavi M.
- grid.25073.330000 0004 1936 8227McMaster University, Materials Science and Engineering, Hamilton, L8S 4L8 Canada
| | - Alexandre Pofelski
- grid.202665.50000 0001 2188 4229Brookhaven National Laboratory, Upton, NY 11973 USA
| | - Hassan Teimoori
- grid.25073.330000 0004 1936 8227McMaster University, Walter G. Booth School of Engineering Practice and Technology, Hamilton, L8S 4M1 Canada
| | - Gianluigi A. Botton
- grid.25073.330000 0004 1936 8227McMaster University, Materials Science and Engineering, Hamilton, L8S 4L8 Canada ,grid.423571.60000 0004 0443 7584Canadian Light Source, Saskatoon, S7N 2V3 Canada
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2
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Nandi P, Hoglund ER, Howe JM. Observation of grain boundary plasmon and associated deconvolution techniques for low-loss electron energy-loss (EEL) spectra acquired from grain boundaries. Ultramicroscopy 2022; 234:113478. [PMID: 35158122 DOI: 10.1016/j.ultramic.2022.113478] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2021] [Revised: 10/23/2021] [Accepted: 01/24/2022] [Indexed: 11/21/2022]
Abstract
Spatially resolved valence electron energy-loss spectroscopy (VEELS) was used to acquire low-loss EEL spectra from Al grain boundaries (GBs) with different GB energies. The loss signal from the GB is highly delocalized and is mixed with the bulk loss, therefore requiring separation. Three different separation techniques, i.e., Fourier-log, Fourier-ratio deconvolution and direct subtraction, were employed to extract the GB response from the low-loss spectra and produced similar results. The GB response consists of a positive intensity peak from the excitation of GB plasmons (GBP) and a negative intensity begrenzungs (Bgs) peak from reduced scattering from bulk oscillations. Also, lower electron density at the GB reduces the inelastic scattering of the bulk plasmon. The intensity of GBP scattering and begrenzungs peak is found to increase toward the GBs, with maximum intensity when the electron probe is positioned on the GB, connecting the begrenzungs effect with the creation of a GBP.
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Affiliation(s)
- Proloy Nandi
- Department of Materials Science & Engineering, University of Virginia, Charlottesville, VA 22904, United States.
| | - Eric R Hoglund
- Department of Materials Science & Engineering, University of Virginia, Charlottesville, VA 22904, United States.
| | - James M Howe
- Department of Materials Science & Engineering, University of Virginia, Charlottesville, VA 22904, United States.
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3
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Pielsticker L, Nicholls R, Beeg S, Hartwig C, Klihm G, Schlögl R, Tougaard S, Greiner M. Inelastic electron scattering by the gas phase in near ambient pressure XPS measurements. SURF INTERFACE ANAL 2021. [DOI: 10.1002/sia.6947] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
- Lukas Pielsticker
- Department of Heterogeneous Reactions Max Plank Institute for Chemical Energy Conversion Mülheim an der Ruhr Germany
| | - Rachel Nicholls
- Department of Heterogeneous Reactions Max Plank Institute for Chemical Energy Conversion Mülheim an der Ruhr Germany
| | - Sebastian Beeg
- Department of Heterogeneous Reactions Max Plank Institute for Chemical Energy Conversion Mülheim an der Ruhr Germany
| | - Caroline Hartwig
- Department of Heterogeneous Reactions Max Plank Institute for Chemical Energy Conversion Mülheim an der Ruhr Germany
| | - Gudrun Klihm
- Department of Heterogeneous Reactions Max Plank Institute for Chemical Energy Conversion Mülheim an der Ruhr Germany
| | - Robert Schlögl
- Department of Heterogeneous Reactions Max Plank Institute for Chemical Energy Conversion Mülheim an der Ruhr Germany
- Department of Inorganic Chemistry Fritz‐Haber Institute of the Max‐Planck Society Berlin Germany
| | - Sven Tougaard
- Department of Physics, Chemistry and Pharmacy University of Southern Denmark Odense Denmark
| | - Mark Greiner
- Department of Heterogeneous Reactions Max Plank Institute for Chemical Energy Conversion Mülheim an der Ruhr Germany
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4
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Wei XK, Bihlmayer G, Zhou X, Feng W, Kolen'ko YV, Xiong D, Liu L, Blügel S, Dunin-Borkowski RE. Discovery of Real-Space Topological Ferroelectricity in Metallic Transition Metal Phosphides. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2020; 32:e2003479. [PMID: 33029890 DOI: 10.1002/adma.202003479] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/21/2020] [Revised: 08/21/2020] [Indexed: 06/11/2023]
Abstract
Ferroelectric metals-with coexisting ferroelectricity and structural asymmetry-challenge traditional perceptions because free electrons screen electrostatic forces between ions, the driving force of breaking the spatial inversion symmetry. Despite ferroelectric metals having been unveiled one after another, topologically switchable polar objects with metallicity have never been identified so far. Here, the discovery of real-space topological ferroelectricity in metallic and non-centrosymmetric Ni2 P is reported. Protected by the rotation-inversion symmetry operation, it is found that the balanced polarity of alternately stacked polyhedra couples intimately with elemental valence states, which are verified using quantitative electron energy-loss spectroscopy. First-principles calculations reveal that an applied in-plane compressive strain creates a tunable bilinear double-well potential and reverses the polyhedral polarity on a unit-cell scale. The dual roles of nickel cations, including polar displacement inside polyhedral cages and a 3D bonding network, facilitate the coexistence of topological polarity with metallicity. In addition, the switchable in-plane polyhedral polarity gives rise to a spin-orbit-coupling-induced spin texture with large momentum-dependent spin splitting. These findings point out a new direction for exploring valence-polarity-spin correlative interactions via topological ferroelectricity in metallic systems with structural asymmetry.
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Affiliation(s)
- Xian-Kui Wei
- Ernst Ruska-Centre for Microscopy and Spectroscopy with Electrons and Peter Grünberg Institute, Forschungszentrum Jülich GmbH, Jülich, 52425, Germany
| | - Gustav Bihlmayer
- Peter Grünberg Institute and Institute for Advanced Simulation, Forschungszentrum Jülich GmbH and JARA, Jülich, 52425, Germany
| | - Xiaodong Zhou
- Key Laboratory of Advanced Optoelectronic Quantum Architecture and Measurement, Ministry of Education, School of Physics, Beijing Institute of Technology, Beijing, 100081, China
| | - Wanxiang Feng
- Key Laboratory of Advanced Optoelectronic Quantum Architecture and Measurement, Ministry of Education, School of Physics, Beijing Institute of Technology, Beijing, 100081, China
| | - Yury V Kolen'ko
- International Iberian Nanotechnology Laboratory (INL), Braga, 4715-330, Portugal
| | - Dehua Xiong
- State Key Laboratory of Silicate Materials for Architectures, Wuhan University of Technology, Wuhan, 430070, China
| | - Lifeng Liu
- International Iberian Nanotechnology Laboratory (INL), Braga, 4715-330, Portugal
| | - Stefan Blügel
- Peter Grünberg Institute and Institute for Advanced Simulation, Forschungszentrum Jülich GmbH and JARA, Jülich, 52425, Germany
| | - Rafal E Dunin-Borkowski
- Ernst Ruska-Centre for Microscopy and Spectroscopy with Electrons and Peter Grünberg Institute, Forschungszentrum Jülich GmbH, Jülich, 52425, Germany
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Charging ain't all bad: Complex physics in DyScO 3. Ultramicroscopy 2019; 203:119-124. [PMID: 30554733 DOI: 10.1016/j.ultramic.2018.12.005] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2018] [Accepted: 12/05/2018] [Indexed: 11/20/2022]
Abstract
Although charging is ubiquitous in electron microscopy, its effects are typically avoided or ignored. However, avoiding charging is not possible in some materials, e.g. lanthanide scandates with well-ordered surfaces positively charge immensely under electron beam illumination because of their electronic structure, and ignoring charging can leave new science undiscovered. In this work, a combination of rapidly acquired electron energy loss spectra and cross-correlation were used to understand and overcome charging effects in DyScO3. A 5.4 eV band gap was extracted from the charging-corrected loss spectrum, in good agreement with previously reported band gaps, and a 3.8 eV in-gap peak was attributed to surface states via comparison with density functional theory calculations. Additionally, ultraviolet photoelectron spectroscopy measurements indicated that under some conditions well-annealed DyScO3 surfaces charge negatively causing upward band bending associated with occupied surface states in the gap. As was previously found in the case of positive charging under electron beam illumination with in-situ flexoelectric bending observations, the magnitude of negative charging under ultraviolet illumination is Zener tunneling limited in well-annealed DyScO3.
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Brodusch N, Demers H, Gellé A, Moores A, Gauvin R. Electron energy-loss spectroscopy (EELS) with a cold-field emission scanning electron microscope at low accelerating voltage in transmission mode. Ultramicroscopy 2018; 203:21-36. [PMID: 30595397 DOI: 10.1016/j.ultramic.2018.12.015] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2018] [Revised: 12/18/2018] [Accepted: 12/23/2018] [Indexed: 11/29/2022]
Abstract
A commercial electron energy-loss spectrometer (EELS) attached to a high-resolution cold-field emission scanning electron microscope in transmission mode (STEM) is evaluated and its potential for characterizing materials science thin specimens at low accelerating voltage is reviewed. Despite the increased beam radiation damage at SEM voltages on sensitive compounds, we describe some potential applications which benefit from lowering the primary electrons voltage on less-sensitive specimens. We report bandgap measurements on several dielectrics which were facilitated by the lack of Cherenkov radiation losses at 30 kV. The possibility of volume plasmon imaging to probe local composition changes in complex materials was demonstrated using energy-filtered STEM, either via spectrum imaging or elemental mapping using the "three-windows" method. As plasmonic materials are increasing used for energy, electronics or biomedical applications, the ability of reliably evaluate their properties at low accelerating voltage in a SEM is very appealing and is demonstrated. The energy resolution of the spectrometer, taken as the full width at half maximum of the zero-loss peak, was routinely measured at around 0.55 eV and it is demonstrated that t/λ ratios up to 1.5 allowed practical EEL spectroscopy at 30 kV.
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Affiliation(s)
- Nicolas Brodusch
- Department of Mining and Materials Engineering, McGill University, Montréal, Québec H3A 0C5, Canada.
| | - Hendrix Demers
- Department of Mining and Materials Engineering, McGill University, Montréal, Québec H3A 0C5, Canada
| | - Alexandra Gellé
- Department of Chemistry, McGill University, Montréal, Québec H3A 0C5, Canada
| | - Audrey Moores
- Department of Chemistry, McGill University, Montréal, Québec H3A 0C5, Canada
| | - Raynald Gauvin
- Department of Mining and Materials Engineering, McGill University, Montréal, Québec H3A 0C5, Canada.
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7
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Granerød CS, Zhan W, Prytz Ø. Automated approaches for band gap mapping in STEM-EELS. Ultramicroscopy 2018; 184:39-45. [DOI: 10.1016/j.ultramic.2017.08.006] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2017] [Revised: 07/06/2017] [Accepted: 08/15/2017] [Indexed: 11/24/2022]
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8
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Du M, Jacobsen C. Relative merits and limiting factors for x-ray and electron microscopy of thick, hydrated organic materials. Ultramicroscopy 2018; 184:293-309. [PMID: 29073575 PMCID: PMC5696083 DOI: 10.1016/j.ultramic.2017.10.003] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2017] [Accepted: 10/05/2017] [Indexed: 12/01/2022]
Abstract
Electron and x-ray microscopes allow one to image the entire, unlabeled structure of hydrated materials at a resolution well beyond what visible light microscopes can achieve. However, both approaches involve ionizing radiation, so that radiation damage must be considered as one of the limits to imaging. Drawing upon earlier work, we describe here a unified approach to estimating the image contrast (and thus the required exposure and corresponding radiation dose) in both x-ray and electron microscopy. This approach accounts for factors such as plural and inelastic scattering, and (in electron microscopy) the use of energy filters to obtain so-called "zero loss" images. As expected, it shows that electron microscopy offers lower dose for specimens thinner than about 1 µm (such as for studies of macromolecules, viruses, bacteria and archaebacteria, and thin sectioned material), while x-ray microscopy offers superior characteristics for imaging thicker specimen such as whole eukaryotic cells, thick-sectioned tissues, and organs. The required radiation dose scales strongly as a function of the desired spatial resolution, allowing one to understand the limits of live and frozen hydrated specimen imaging. Finally, we consider the factors limiting x-ray microscopy of thicker materials, suggesting that specimens as thick as a whole mouse brain can be imaged with x-ray microscopes without significant image degradation should appropriate image reconstruction methods be identified.
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Affiliation(s)
- Ming Du
- Department of Materials Science and Engineering, Northwestern University, 2145 Sheridan Road, Evanston IL 60208, USA
| | - Chris Jacobsen
- Advanced Photon Source, Argonne National Laboratory, 9700 South Cass Avenue, Argonne IL 60439, USA; Department of Physics & Astronomy, Northwestern University, 2145 Sheridan Road, Evanston IL 60208, USA; Chemistry of Life Processes Institute, Northwestern University, 2170 Campus Drive, Evanston IL 60208, USA.
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9
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Tanase M, Winterstein J, Sharma R, Aksyuk V, Holland G, Liddle JA. High-Resolution Imaging and Spectroscopy at High Pressure: A Novel Liquid Cell for the Transmission Electron Microscope. MICROSCOPY AND MICROANALYSIS : THE OFFICIAL JOURNAL OF MICROSCOPY SOCIETY OF AMERICA, MICROBEAM ANALYSIS SOCIETY, MICROSCOPICAL SOCIETY OF CANADA 2015; 21:1629-1638. [PMID: 26650072 PMCID: PMC4763102 DOI: 10.1017/s1431927615015482] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/08/2023]
Abstract
We demonstrate quantitative core-loss electron energy-loss spectroscopy of iron oxide nanoparticles and imaging resolution of Ag nanoparticles in liquid down to 0.24 nm, in both transmission and scanning transmission modes, in a novel, monolithic liquid cell developed for the transmission electron microscope (TEM). At typical SiN membrane thicknesses of 50 nm the liquid-layer thickness has a maximum change of only 30 nm for the entire TEM viewing area of 200×200 µm.
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Affiliation(s)
- Mihaela Tanase
- Center for Nanoscale Science and Technology, National Institute of Science and Technology, Gaithersburg, Maryland 20899
- Institute for Research in Electronics and Applied Physics, University of Maryland College Park, MD 20742
| | - Jonathan Winterstein
- Center for Nanoscale Science and Technology, National Institute of Science and Technology, Gaithersburg, Maryland 20899
| | - Renu Sharma
- Center for Nanoscale Science and Technology, National Institute of Science and Technology, Gaithersburg, Maryland 20899
| | - Vladimir Aksyuk
- Center for Nanoscale Science and Technology, National Institute of Science and Technology, Gaithersburg, Maryland 20899
| | - Glenn Holland
- Center for Nanoscale Science and Technology, National Institute of Science and Technology, Gaithersburg, Maryland 20899
| | - J. Alexander Liddle
- Center for Nanoscale Science and Technology, National Institute of Science and Technology, Gaithersburg, Maryland 20899
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10
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Bellido EP, Rossouw D, Botton GA. Toward 10 meV electron energy-loss spectroscopy resolution for plasmonics. MICROSCOPY AND MICROANALYSIS : THE OFFICIAL JOURNAL OF MICROSCOPY SOCIETY OF AMERICA, MICROBEAM ANALYSIS SOCIETY, MICROSCOPICAL SOCIETY OF CANADA 2014; 20:767-778. [PMID: 24690472 DOI: 10.1017/s1431927614000609] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/03/2023]
Abstract
Energy resolution is one of the most important parameters in electron energy-loss spectroscopy. This is especially true for measurement of surface plasmon resonances, where high-energy resolution is crucial for resolving individual resonance peaks, in particular close to the zero-loss peak. In this work, we improve the energy resolution of electron energy-loss spectra of surface plasmon resonances, acquired with a monochromated beam in a scanning transmission electron microscope, by the use of the Richardson-Lucy deconvolution algorithm. We test the performance of the algorithm in a simulated spectrum and then apply it to experimental energy-loss spectra of a lithographically patterned silver nanorod. By reduction of the point spread function of the spectrum, we are able to identify low-energy surface plasmon peaks in spectra, more localized features, and higher contrast in surface plasmon energy-filtered maps. Thanks to the combination of a monochromated beam and the Richardson-Lucy algorithm, we improve the effective resolution down to 30 meV, and evidence of success up to 10 meV resolution for losses below 1 eV. We also propose, implement, and test two methods to limit the number of iterations in the algorithm. The first method is based on noise measurement and analysis, while in the second we monitor the change of slope in the deconvolved spectrum.
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Affiliation(s)
- Edson P Bellido
- Department of Materials Science and Engineering,McMaster University,1280 Main Street W. Hamilton ON,Canada L8S 4L7
| | - David Rossouw
- Department of Materials Science and Engineering,McMaster University,1280 Main Street W. Hamilton ON,Canada L8S 4L7
| | - Gianluigi A Botton
- Department of Materials Science and Engineering,McMaster University,1280 Main Street W. Hamilton ON,Canada L8S 4L7
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11
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Aguiar JA, Reed BW, Ramasse QM, Erni R, Browning ND. Quantifying the low-energy limit and spectral resolution in valence electron energy loss spectroscopy. Ultramicroscopy 2012; 124:130-8. [PMID: 23154033 DOI: 10.1016/j.ultramic.2012.08.010] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2012] [Revised: 08/15/2012] [Accepted: 08/18/2012] [Indexed: 11/30/2022]
Abstract
While the development of monochromators for scanning transmission electron microscopes (STEM) has improved our ability to resolve spectral features in the 0-5 eV energy range of the electron energy loss spectrum, the overall benefits relative to unfiltered microscopes have been difficult to quantify. Simple curve fitting and reciprocal space models that extrapolate the expected behavior of the zero-loss peak are not enough to fully exploit the optimal spectral limit and can hinder the ease of interpreting the resulting spectra due to processing-induced artifacts. To address this issue, here we present a quantitative comparison of two processing methods for performing ZLP removal and for defining the low-energy spectral limit applied to three microscopes with different intrinsic emission and energy resolutions. Applying the processing techniques to spectroscopic data obtained from each instrument leads in each case to a marked improvement in the spectroscopic limit, regardless of the technique implemented or the microscope setup. The example application chosen to benchmark these processing techniques is the energy limit obtained from a silicon wedge sample as a function of thickness. Based on these results, we conclude on the possibility to resolve statistically significant spectral features to within a hundred meV of the native instrumental energy spread, opening up the future prospect of tracking phonon peaks as new and improved hardware becomes available.
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Affiliation(s)
- Jeffery A Aguiar
- Department of Chemical Engineering and Materials Science, University of California Davis, One Shields Ave, Davis, CA 95618, USA.
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12
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Zhang HR, Egerton RF, Malac M. Local thickness measurement through scattering contrast and electron energy-loss spectroscopy. Micron 2012; 43:8-15. [DOI: 10.1016/j.micron.2011.07.003] [Citation(s) in RCA: 64] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2011] [Revised: 06/13/2011] [Accepted: 07/07/2011] [Indexed: 11/26/2022]
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13
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Kaiser U, Biskupek J, Meyer JC, Leschner J, Lechner L, Rose H, Stöger-Pollach M, Khlobystov AN, Hartel P, Müller H, Haider M, Eyhusen S, Benner G. Transmission electron microscopy at 20 kV for imaging and spectroscopy. Ultramicroscopy 2011; 111:1239-46. [PMID: 21801697 DOI: 10.1016/j.ultramic.2011.03.012] [Citation(s) in RCA: 139] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2010] [Revised: 03/10/2011] [Accepted: 03/16/2011] [Indexed: 10/18/2022]
Abstract
The electron optical performance of a transmission electron microscope (TEM) is characterized for direct spatial imaging and spectroscopy using electrons with energies as low as 20 keV. The highly stable instrument is equipped with an electrostatic monochromator and a C(S)-corrector. At 20 kV it shows high image contrast even for single-layer graphene with a lattice transfer of 213 pm (tilted illumination). For 4 nm thick Si, the 200 reflections (271.5 pm) were directly transferred (axial illumination). We show at 20 kV that radiation-sensitive fullerenes (C(60)) within a carbon nanotube container withstand an about two orders of magnitude higher electron dose than at 80 kV. In spectroscopy mode, the monochromated low-energy electron beam enables the acquisition of EELS spectra up to very high energy losses with exceptionally low background noise. Using Si and Ge, we show that 20 kV TEM allows the determination of dielectric properties and narrow band gaps, which were not accessible by TEM so far. These very first results demonstrate that low kV TEM is an exciting new tool for determination of structural and electronic properties of different types of nano-materials.
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Affiliation(s)
- U Kaiser
- Central Facility of Electron Microscopy, Group of Electron Microscopy of Materials Science, Ulm University, Albert-Einstein-Allee 11, 89081 Ulm, Germany.
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