CV
Curriculum vitae.
Contact Information
| Name | Jinseok Ryu, PhD |
| jinseuk56@gmail.com | |
| Location | Seoul, South Korea |
| GitHub | jinseuk56 |
| j-ryu | |
| ORCID | 0000-0002-9558-3469 |
Education
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2017 - 2022 Seoul, South Korea
PhD
Seoul National University
Materials Science and Engineering
- Combined MS/PhD course.
- Advisor: Prof. Miyoung Kim.
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2009 - 2015 Seoul, South Korea
BS
Seoul National University
Materials Science and Engineering
Experience
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2026 - present Seoul, South Korea
Research Associate Professor
Research Institute of Advanced Materials (RIAM), Seoul National University
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2024 - 2026 Didcot, United Kingdom
Postdoctoral Research Associate
electron Physical Science Imaging Centre (ePSIC), Diamond Light Source
Funded by the InFUSE Prosperity Partnership.
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2022 - 2024 Seoul, South Korea
Postdoctoral Research Associate
Research Institute of Advanced Materials (RIAM), Seoul National University
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2015 - 2016 Icheon-si, Gyeonggi-do, South Korea
Semiconductor Engineer
SK Hynix
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2010 - 2012 Seoul, South Korea
Military Service
Republic of Korea Air Force
Honorable discharge.
Research & Capabilities
- Blind source separation and feature extraction from high-dimensional microscopy data through dimensionality reduction and clustering.
- Physically interpretable data-driven analysis of spectrum and diffraction datasets and correlated multimodal measurements.
- 4D-STEM, STEM-EELS/EDX, electron tomography, and multimodal acquisition for local structure, chemistry, and phase analysis.
- Application to functional oxides, energy materials, amorphous systems, and plasmonic nanostructures.
- Python and DigitalMicrograph tools for reproducible analysis, including DRCA, CAETomo, SENDePSIC, GMS3 Tools, etc.
- Interactive and scriptable workflows connecting acquisition, processing, classification, and reconstruction.
Publications
† first or co-first author; * corresponding author.
2026
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An interactive, automated 4D-STEM data acquisition and analysis routine for scanning electron nanobeam diffraction and ptychography experiments
M. Danaie†, M. England, Y. Xu, R. Zhang, E. Darnbrough, J. W. de Boer, F. Allars, Z. Najeeb, A. Varambhia, J. Ryu, B. Bradnick, D. McGrouther, M. E. Schuster, C. S. Allen
arXiv preprint
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Resolving nanoscale heterogeneities in lead halide perovskites through low dose concurrent 4D-STEM-EDX mapping
J. Ryu†, A. A. Sheader, M. Danaie, D. G. Hopkinson, K. E. MacArthur, N. K. Noel*, C. S. Allen*
Advanced Materials
DOI: 10.1002/adma.74382
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Dynamics of dislocation formations and their impacts on exsolution in Ru-doped perovskite oxide
S. Choi†, Y. Lim†, P. Guha, H. Kim, J. Kim, S. Kim, R. Harder, W. Cha, H. Suh, J. Ryu, S. Yang, H. I. Ji*, D. H. Kwon*, H. Kim*
Nature Communications
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4D-STEM nanoscale phase mapping of the solid-electrolyte interphase
Y. Xu†, J. Ryu, B. Jagger, J. Zhao, M. Pasta*, C. S. Allen*
ChemRxiv preprint
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In situ transmission electron microscopy visualization of electric-field-induced phase transitions at the morphotropic phase boundary in Hf0.5Zr0.5O2
S. Lee†, S. Kim†, J. Ryu†, J. Lee, J. Hong, J. E. Kim, J.-Y. Cha, Y. Shin, D. Kwon, J. H. Yoon, M. H. Park, M. Kim*, S.-Y. Lee*
ACS Nano
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A hierarchical shell locks and stabilizes perovskite nanocrystals with near-unity quantum yield
Q. Zeng†, Y. Zhao, S. Park, H. Zhou, H.-J. Shim, T. Li, J. Ryu, M.-J. Sung, X. W. Chua, E. Yoon, B. A. I. Lewis, S.-J. Woo, M. Forzatti, M. J. Kim, E. A. Kim, L. Dai, J. Jang, Y. Tang, J. J. Kweon, T.-W. Lee*
Science
2025
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Spatio-compositional characterization of the solid electrolyte interphase in solid-state batteries via nanobeam electron diffraction microscopy
J. Ihli*, Y. Chart†, J. Ryu, Y. Liang, P. Y. Huang, H. Guo, D. G. Hopkinson, G. Hughes, Y. Xu, M. Pasta, C. S. Allen*
Research Square preprint
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Sulfur-bearing serpentine in carbonaceous chondrites
N. Topping†*, J. C. Bridges, L. J. Hicks, L. Petera, C. S. Allen, J. Ryu, D. G. Hopkinson, M. Danaie, L. Blase, F. M. Willcocks, G. Douglas, H. G. Changela, T. Noguchi, T. Matsumoto, A. Miyake
Meteoritics and Planetary Science
DOI: 10.1111/maps.70069
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Variable-range hopping conduction in amorphous, non-stoichiometric gallium oxide
P. Hein†, T. Romstadt, F. Draber, J. Ryu, T. Boeger, A. Falkenstein, M. Kim, M. Martin*
Advanced Electronic Materials
2024
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Molecular beam epitaxial In2Te3 electronic devices
I. Kim†, J. Ryu, E. Lee, S. Lee, S. Lee, W. Suh, J. Lee, M. Kim, H. S. Oh, G.-C. Yi*
NPG Asia Materials
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Direct three-dimensional observation of the plasmonic near-fields of a nanoparticle with circular dichroism
J. Jo†, J. Ryu†, J. H. Huh, H. Kim, D. H. Seo, J. Lee, M. Kwon, S. Lee*, K. T. Nam*, M. Kim*
ACS Nano
2023
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Iridium-cooperated, symmetry-broken manganese oxide nanocatalyst for water oxidation
S. Park†, T. Jang†, S. Choi†, Y. H. Lee, K. H. Cho, M. Y. Lee, H. Seo, H. K. Lim, Y. Kim, J. Ryu, S. W. Im, M. G. Kim, J. S. Park, M. Kim, K. Jin, S. H. Kim, G. S. Park, H. Kim, K. T. Nam*
Journal of the American Chemical Society
DOI: 10.1021/jacs.3c07411
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Boron-doped amorphous carbon deposited by DC sputtering for a hardmask: microstructure and dry etching properties
S. Kim†, U.-g. Kim, J. Ryu, D. Kim, M. Kim, Y.-C. Joo, S.-Y. Lee*
Applied Surface Science
2022
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Overcharge-induced phase heterogeneity and resultant twin-like layer deformation in lithium cobalt oxide cathode for lithium-ion batteries
J. Oh†, S. Y. Lee, H. Kim, J. Ryu, B. Gil, J. Lee, M. Kim*
Advanced Science
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Atomic reconstruction and oxygen evolution reaction of Mn3O4 nanoparticles
S. Yoon†, H. Seo, K. Jin, H. G. Kim, S. Y. Lee, J. Jo, K. H. Cho, J. Ryu, A. Yoon, Y. W. Kim, J. M. Zuo, Y. K. Kwon, K. T. Nam, M. Kim*
The Journal of Physical Chemistry Letters
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Correlative study between the local atomic and electronic structures of amorphous carbon materials via 4D-STEM and STEM-EELS
J. Ryu†, S. Lee†, S. Kim, Y.-C. Joo, M. Kim*
Applied Physics Letters
DOI: 10.1063/5.0100925
2021
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Dimensionality reduction and unsupervised clustering for EELS-SI
J. Ryu†, H. Kim, R. M. Kim, S. Kim, J. Jo, S. Lee, K. T. Nam, Y.-C. Joo, G.-C. Yi, J. Lee, M. Kim*
Ultramicroscopy
Presentations
† presenter or co-presenter; * corresponding author.
2025
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Concurrent acquisition of many 4D-STEM-EDX data pairs and effective data analysis workflow for beam-sensitive materials
J. Ryu†, A. Sheader, M. Danaie, D. Hopkinson, K. MacArthur, N. Noel, C. Allen*
Oral presentation · EMAG 2025, Manchester, United Kingdom
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Automation of simultaneous 4D-STEM-EDX acquisition and data analysis for beam-sensitive materials
J. Ryu†, A. Sheader, M. Danaie, D. Hopkinson, K. MacArthur, N. Noel, C. Allen*
Oral presentation · 13th Asia Pacific Microscopy Congress, Brisbane, Australia
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Mapping electrical properties using STEM-EBIC for electric field-induced resistance changes in amorphous gallium oxide
S. Lee†, J. Ryu, S. Lee, P. Hein, M. Martin, Y. Kim, M. Kim*
Oral presentation · 13th Asia Pacific Microscopy Congress, Brisbane, Australia
2024
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In-situ biasing TEM analysis of resistive switching in amorphous GaOx for next-generation memory applications
S. Lee†, J. Ryu, H. Philipp, M. Martin, M. Kim*
Oral presentation · Materials Research Society Fall Meeting, Boston, United States
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Ptychography optimization for atomic analysis of bending mode in bilayer transition metal dichalcogenide translational motion
Y. Chang†, J. Ryu, H. Yoo, H. N. Han, M. Kim*
Oral presentation · 17th European Microscopy Congress, Copenhagen, Denmark
2023
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GPU-based fast reconstruction and DL-based feature extraction for EELS tomography
J. Ryu†, J. Jo, H. Kim, K. T. Nam, M. Kim*
Oral presentation · 20th International Microscopy Congress, Busan, South Korea
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Exploring ionic migration and structural evolution in dielectric devices
J. Ryu† (on behalf of Prof. Miyoung Kim), G. Kim, S. Lee, M. Kim*
Invited talk · 20th International Microscopy Congress, Busan, South Korea
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A comprehensive nanoscale characterization of amorphous carbon films through STEM-EELS and 4D-STEM
J. Ryu†, S. Lee, S. Kim, Y.-C. Joo, M. Kim*
Oral presentation · 20th International Microscopy Congress, Busan, South Korea
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Revealing the resistive switching mechanism in transition metal oxide film using in-situ biasing TEM
S. Lee†, J. Ryu, S. Y. Kim, G. Park, S. D. Hyun, S. Y. Yang, M. Kim*
Oral presentation · 20th International Microscopy Congress, Busan, South Korea
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Unraveling surface plasmon peak splitting in silver nanoparticles decorated on ZnO nanorods via monochromated STEM EELS tomography
J. Jo†, J. Ryu, M. Kim*
Poster presentation · 20th International Microscopy Congress, Busan, South Korea
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Unsupervised learning strategies for extracting features from STEM-derived multi-dimensional data
J. Ryu†, J. Jo, S. Lee, M. Kim
Invited talk · Korea Society of Microscopy Spring Conference, Daejeon, South Korea
2022
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A machine-learning approach to characterization of amorphous materials with EELS-SI and 4D-STEM
J. Ryu†, S. Lee, S. Kim, I. Yoo, Y.-C. Joo, M. Kim*
Poster presentation · Materials Research Society Spring Meeting, Hawaii, United States
2021
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Three-dimensional characterization of nanoparticles with simultaneously acquired bright-field, dark-field, and secondary electron signals in STEM
J. Jo†, K. MacArthur, J. Ryu, H. Kim, S. Collins, K. Müller-Caspary, K. Nam, M. Kim, R. E. Dunin-Borkowski*
Poster presentation · PICO 2021, virtual conference
2020
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Feature extraction and reconstruction of electron energy loss spectroscopy by non-negative matrix factorization
J. Ryu, J. Jo, J. Lee†, M. Kim*
Oral presentation · 12th Asia Pacific Microscopy Congress, Hyderabad, India
Other Experience
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2023 TeachingMachine learning in TEM analysis: basics and applications
28th TEM Workshop, Korean Society of Microscopy
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2022 TeachingSTEM-derived multidimensional data processing in Python-integrated GMS 3
27th TEM Workshop, Korean Society of Microscopy
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2021 AwardExcellence Prize, Best Paper Award
Seoul National University and Samsung Electronics R&DB Foundation
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2020 TeachingFundamentals of Computer Science
Department of Materials Science and Engineering, Seoul National University
Teaching assistant, Sep–Dec 2020.