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Manzorro R, Xu Y, Vincent JL, Rivera R, Matteson DS, Crozier PA. Exploring Blob Detection to Determine Atomic Column Positions and Intensities in Time-Resolved TEM Images with Ultra-Low Signal-to-Noise. MICROSCOPY AND MICROANALYSIS : THE OFFICIAL JOURNAL OF MICROSCOPY SOCIETY OF AMERICA, MICROBEAM ANALYSIS SOCIETY, MICROSCOPICAL SOCIETY OF CANADA 2022; 28:1-14. [PMID: 35343415 DOI: 10.1017/s1431927622000356] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
Spatially resolved in situ transmission electron microscopy (TEM), equipped with direct electron detection systems, is a suitable technique to record information about the atom-scale dynamics with millisecond temporal resolution from materials. However, characterizing dynamics or fluxional behavior requires processing short time exposure images which usually have severely degraded signal-to-noise ratios. The poor signal-to-noise associated with high temporal resolution makes it challenging to determine the position and intensity of atomic columns in materials undergoing structural dynamics. To address this challenge, we propose a noise-robust, processing approach based on blob detection, which has been previously established for identifying objects in images in the community of computer vision. In particular, a blob detection algorithm has been tailored to deal with noisy TEM image series from nanoparticle systems. In the presence of high noise content, our blob detection approach is demonstrated to outperform the results of other algorithms, enabling the determination of atomic column position and its intensity with a higher degree of precision.
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Affiliation(s)
- Ramon Manzorro
- School for the Engineering of Matter, Transport, and Energy, Arizona State University, Engineering G Wing #301, 501 E Tyler Mall, Tempe, AZ85287, USA
| | - Yuchen Xu
- Department of Statistics and Data Science, Cornell University, Ithaca, NY, USA
| | - Joshua L Vincent
- School for the Engineering of Matter, Transport, and Energy, Arizona State University, Engineering G Wing #301, 501 E Tyler Mall, Tempe, AZ85287, USA
| | - Roberto Rivera
- Department of Mathematical Sciences, University of Puerto Rico-Mayaguez, Mayaguez, Puerto Rico
| | - David S Matteson
- Department of Statistics and Data Science, Cornell University, Ithaca, NY, USA
| | - Peter A Crozier
- School for the Engineering of Matter, Transport, and Energy, Arizona State University, Engineering G Wing #301, 501 E Tyler Mall, Tempe, AZ85287, USA
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Belz J, Beyer A, Volz K. Atomic-scale 3D reconstruction of antiphase boundaries in GaP on (001) silicon by STEM. Micron 2018; 114:32-41. [PMID: 30075415 DOI: 10.1016/j.micron.2018.07.008] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2018] [Revised: 07/19/2018] [Accepted: 07/19/2018] [Indexed: 11/29/2022]
Abstract
In order to overcome the limitations of silicon-based electronics, the integration of optically active III-V compounds is a promising approach. Nonetheless, their integration is far from trivial and control as well as understanding of corresponding growth kinetics, and in particular the occurrence and termination of antiphase defects, is of great relevance. In this work, we focus on the three-dimensional reconstruction of such boundaries in gallium phosphide from single scanning transmission electron microscopy images. In the high angle annular dark-field imaging mode, the appearance of these antiphase boundaries is strongly determined by the chemical composition of each atomic column and reflects the ratio of transmitted anti- to mainphase. Therefore it is possible to translate measured intensities to the depth location of these boundaries by utilizing simulation data. The necessary spatial resolution for these column-by-column mappings is achieved via electron optical aberration correction within the microscope. Hence, the complete 3D orientation of these defects can be measured at atomic resolution and correlated to growth parameters. Finally, we present a method to reconstruct large areas from well sampled images and retrieve information about complex embedded nanoscale structures at the atomic scale.
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Affiliation(s)
- Jürgen Belz
- Faculty of Physics and Materials Science Center, Philipps-Universität Marburg, Hans-Meerwein-Straße 6, Marburg, Hessen, 35032, Germany.
| | - Andreas Beyer
- Faculty of Physics and Materials Science Center, Philipps-Universität Marburg, Hans-Meerwein-Straße 6, Marburg, Hessen, 35032, Germany
| | - Kerstin Volz
- Faculty of Physics and Materials Science Center, Philipps-Universität Marburg, Hans-Meerwein-Straße 6, Marburg, Hessen, 35032, Germany
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Madsen J, Liu P, Kling J, Wagner JB, Hansen TW, Winther O, Schiøtz J. A Deep Learning Approach to Identify Local Structures in Atomic-Resolution Transmission Electron Microscopy Images. ADVANCED THEORY AND SIMULATIONS 2018. [DOI: 10.1002/adts.201800037] [Citation(s) in RCA: 100] [Impact Index Per Article: 16.7] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- Jacob Madsen
- Center for Atomic-Scale Materials Design; Department of Physics; Technical University of Denmark; 2800 Kgs. Lyngby Denmark
| | - Pei Liu
- Center for Electron Nanoscopy; Technical University of Denmark; 2800 Kgs. Lyngby Denmark
| | - Jens Kling
- Center for Electron Nanoscopy; Technical University of Denmark; 2800 Kgs. Lyngby Denmark
| | - Jakob Birkedal Wagner
- Center for Electron Nanoscopy; Technical University of Denmark; 2800 Kgs. Lyngby Denmark
| | - Thomas Willum Hansen
- Center for Electron Nanoscopy; Technical University of Denmark; 2800 Kgs. Lyngby Denmark
| | - Ole Winther
- Department of Applied Mathematics and Computer Science; Technical University of Denmark; 2800 Kgs. Lyngby Denmark
| | - Jakob Schiøtz
- Center for Atomic-Scale Materials Design; Department of Physics; Technical University of Denmark; 2800 Kgs. Lyngby Denmark
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