Fully automated analysis approach for in situ electron diffraction

Despite the rapid development of the state-of-the-art in-situ/operando transmission electron microscopy technologies capable of generating a substantial volume of diffraction pattern images in a compressed time frame, the associated image interpretation apparatus remains incompletely automated. Sinc...

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Veröffentlicht in:Current applied physics 2024, 64(0), , pp.68-73
Hauptverfasser: Lim, Sooyeon, Park, Soohyung, Kim, Hong-Kyu, Choi, In-Chan
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Sprache:eng
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Zusammenfassung:Despite the rapid development of the state-of-the-art in-situ/operando transmission electron microscopy technologies capable of generating a substantial volume of diffraction pattern images in a compressed time frame, the associated image interpretation apparatus remains incompletely automated. Since the analysis of the acquired data is predominantly focused on a subset of this extensive data set, there is the potential for critical information to be inadvertently omitted. Using a set of computer vision algorithms, we have developed a fully automated computational tool specifically tailored for the systematic analysis of electron diffraction patterns. Our research results demonstrate that the proposed methodology represents a viable and effective approach for the automated analysis of the substantial corpus of data collected during in-situ experimental investigations. [Display omitted] •Develops of automated computer vision tool for TEM data analysis.•Enables exhaustive analysis of extensive real-time TEM data.•Utilizes RANSAC to precisely detect SADP images.•Rapidly processes and analyzes millions of SADP images.
ISSN:1567-1739
1878-1675
1567-1739
DOI:10.1016/j.cap.2024.05.014