AXON Synchronicity

TEM Management Software

The Synchronicity module provides TEM data automation without taking away control so you can focus on what’s most important: your sample.

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AXON SYNCHRONICITY: YOUR VIRTUAL LAB ASSISTANT

In situ TEM experiments involve managing numerous variables, and AXON Synchronicity provides automation without taking away your control. Whether you are a seasoned electron microscopist or an occasional user, Synchronicity transforms TEM data collection into a seamless process, empowering users of any skill level to efficiently acquire high-quality data.

COMING SOON

Cross Correlation with EDS Analysis

For the first time, follow both the structural and compositional changes in a material throughout an in situ experiment.

 

In this video, Fusion AX was used to heat a Ag-NiPx nanoparticle and the structural and compositional changes were recorded and aligned drift free using AXON Synchronicity.   

EXPLORE FASTER

Automations help lower the learning curve for traditional and in situ TEM experiments

PUBLISH SOONER

More detail is captured per experiment, reducing the number of experimental iterations needed

RDM/FAIR COMPLIANT

A complete and transparent experiment history is recorded and maintained

EXAMPLES USING THE AXON SOFTWARE

LIVE PHYSICAL DRIFT CORRECTION

Synchronicity’s machine vision software monitors movement and automatically corrects for it live by moving the stage, adjusting the beam, adjusting the piezo (if available), and/or doing a digital correction. With correction in the x, y, and z planes happening in the background, you can take your hands off the controls and focus on your sample. Not to mention, you will leave the lab with a fully drift corrected dataset!

In this video: While the temperature is increasing, Synchronicity’s automations keep the sample centered and in focus even during morphological and magnification changes 

LIVE PARAMETER PLOTS

Monitor in situ parameters and unique AXON parameters live for a complete dashboard view of different experimental facets alongside images.

In this video: Live plots let you select your own X-axis and up to two Y-axis parameters, ensuring you stay engaged with your experiment and quickly recognize emerging trends. 

LIVE FFT VIEW

Monitor changes in material structure simultaneous to imaging live for efficient imaging optimization as well as a better understanding of material behavior under different conditions.

In this video: the live FFT function is used to monitor changes in structure as a function of changing temperature. 

ALL EXPERIMENTAL PARAMETERS INDEXED

Over 200 experimental parameters from the TEM, the imaging system, and the Protochips in situ system are not only recorded and aligned with each image but also indexed to allow for easy filtering of images by parameter in our offline processing software AXON Studio. No need to worry about manually taking notes or aligning time stamps anymore! Enables compliance with FAIR Principles.

In this video: Selected parameters of the Atmosphere AX experiment appear as overlays on the live image, providing real-time insight into in situ conditions. These overlays can later be easily exported in the image stack or video for publication or reporting. 

INSTANT SESSION REVIEW 

Review all captured session data, completely drift corrected and aligned with all parameters, before removing the holder from the TEM. This will allow you to make critical decisions on the next steps instantly without having to spend days or weeks processing data first.

In this video: Experimental data is instantly processed and reviewed live while still at the TEM, where you can scrub back and forth to see subtly sample changes. A push of the refresh button brings in the most recent frames that were captured. 

DATA LABELING AND ORGANIZATION

Tag parts of your TEM session with labels to organize your experiment better and find sections of it more easily later. You can even filter by these labels in our processing software!

In this video, A tag called “reduce” is applied to a set of images associated with sample reduction to help easily identify this section of the experiment during processing. Once the researcher hits “review session”, that tag and the associated data are instantly seen in the post-processing software AXON Studio. 

AXON MACHINE-VISION PLATFORM LIBRARY

Published research using the AXON software solution. Use the button on the right to filter the publications.

JOURNAL ARTICLES

TitleURLCitation
Real-time observation of atomic scale rearrangement for homogenizing ruthenium single atoms on N-doped carbon for CO2 hydrogenation to formic acidhttps://linkinghub.elsevier.com/retrieve/pii/S0021951725005743Lee, Kyung Rok; Jaleel, Ahsan; Park, Kwangho; Ahn, Sunghee; Haider, Arsalan; Lee, Ung; Jung, Kwang-Deog , Real-time observation of atomic scale rearrangement for homogenizing ruthenium single atoms on N-doped carbon for CO2 hydrogenation to formic acid, 2026, Journal of Catalysis, 10.1016/j.jcat.2025.116508
Operando Heating and Cooling Electrochemical 4D-STEM Probing Nanoscale Dynamics at Solid–Liquid Interfaceshttps://doi.org/10.1021/jacs.5c05005Kim, Sungin; Briega-Martos, Valentin; Liu, Shikai; Je, Kwanghwi; Shi, Chuqiao; Stephens, Katherine Marusak; Zeltmann, Steven E.; Zhang, Zhijing; Guzman-Soriano, Rafael; Li, Wenqi; Jiang, Jiahong; Choi, Juhyung; Negash, Yafet J.; Walden, Franklin S. II; Marthe, Nelson L. Jr.; Wellborn, Patrick S.; Guo, Yaofeng; Damiano, John; Han, Yimo; Thiede, Erik H.; Yang, Yao , Operando Heating and Cooling Electrochemical 4D-STEM Probing Nanoscale Dynamics at Solid–Liquid Interfaces, 2025, Journal of the American Chemical Society, 10.1021/jacs.5c05005
Radiation Chemistry in Environmental Transmission Electron Microscopyhttps://pubs.acs.org/doi/10.1021/acsnano.4c18504Koo, Kunmo; Chellam, Nikhil S; Shim, Sangyoon; Mirkin, Chad A; Schatz, George C; Hu, Xiaobing; Dravid, Vinayak P , Radiation Chemistry in Environmental Transmission Electron Microscopy, 2025, ACS Nano, https://doi.org/10.1021/acsnano.4c18504
Ultrafine metal nanoparticles isolated on oxide nano-islands as exceptional sintering-resistant catalystshttps://www.nature.com/articles/s41563-025-02134-9Zhou, Tao; Li, Xu; Zhao, Jiankang; Luo, Lei; Wang, Yanru; Xiao, Zizhen; Hu, Sunpei; Wang, Ruyang; Zhao, Zekun; Liu, Chengyuan; Wu, Wenlong; Li, Hongliang; Zhang, Zhirong; Zhao, Long; Yan, Han; Zeng, Jie , Ultrafine metal nanoparticles isolated on oxide nano-islands as exceptional sintering-resistant catalysts, 2025, Nature Materials, 10.1038/s41563-025-02134-9
Self-Heating Conductive Ceramic Composites for High Temperature Thermal Energy Storagehttps://pubs.acs.org/doi/10.1021/acsenergylett.4c03270Yang, Lin; Peng, Peng; Weger, Nathaniel; Mills, Sean; Messeri, Clément; Menon, Akanksha K.; Zeltmann, Steven; Babbe, Finn; Zheng, Qiye; Dun, Chaochao; Zhang, Chuan; Urban, Jeffrey J.; Minor, Andrew M.; Prasher, Ravi; Breunig, Hanna; Lubner, Sean , Self-Heating Conductive Ceramic Composites for High Temperature Thermal Energy Storage, 2025, ACS Energy Letters, 10.1021/acsenergylett.4c03270
Coexisting phases of individual VO2 nanoparticles for multilevel nanoscale memoryhttps://pubs.acs.org/doi/10.1021/acsnano.4c13188Kepi?, Peter; Horák, Michal; Kabát, Ji?í; K?ápek, Vlastimil; Kone?ná, Andrea; Šikola, Tomáš; Ligmajer, Filip , Coexisting phases of individual VO2 nanoparticles for multilevel nanoscale memory, 2025, ACS Nano, https://doi.org/10.1021/acsnano.4c13188
In Situ Transmission Electron Microscopy of Electrocatalyst Materials: Proposed Workflows, Technical Advances, Challenges, and Lessons Learnedhttps://onlinelibrary.wiley.com/doi/10.1002/smtd.202400851Abdellah, Ahmed M.; Salem, Kholoud E.; DiCecco, Liza?Anastasia; Ismail, Fatma; Rakhsha, Amirhossein; Grandfield, Kathryn; Higgins, Drew , In Situ Transmission Electron Microscopy of Electrocatalyst Materials: Proposed Workflows, Technical Advances, Challenges, and Lessons Learned, 2025, Small Methods, 10.1002/smtd.202400851
In Situ Formation of Ripplocations in Hybrid Organic–Inorganic MXeneshttps://advanced.onlinelibrary.wiley.com/doi/10.1002/adma.202411669Lagunas, Francisco; Zhou, Chenkun; Wang, Di; Thakur, Anupma; Anasori, Babak; Talapin, Dmitri V.; Hood, Zachary D.; Klie, Robert F. , In Situ Formation of Ripplocations in Hybrid Organic–Inorganic MXenes, 2025, Advanced Materials, 10.1002/adma.202411669
Operando Analysis of Dynamic Structural Changes on Rh Nanoparticle Surfaces During Catalytic Reduction of No Using an Environmental High-Voltage Electron Microscope–Quadrupole Mass Spectrometerhttps://www.sciencedirect.com/science/article/pii/S1748013225000799Tang, Longshu; Tanaka, Hiromochi; Arai, Shigeo; Higuchi, Tetsuo; Muto, Shunsuke , Operando Analysis of Dynamic Structural Changes on Rh Nanoparticle Surfaces During Catalytic Reduction of No Using an Environmental High-Voltage Electron Microscope–Quadrupole Mass Spectrometer, 2025, Nano Today, 10.1016/j.nantod.2025.102707
Atomic-Scale Tracking of Beam-Induced Phase Transitions in MgCr 1.5 Mn 0.5 O 4 https://pubs.acs.org/doi/10.1021/acs.chemmater.4c02880Zangeneh, Danial; Sapkota, Bibash; Uppuluri, Ritesh; Klie, Robert F. , Atomic-Scale Tracking of Beam-Induced Phase Transitions in MgCr 1.5 Mn 0.5 O 4 , 2025, Chemistry of Materials, 10.1021/acs.chemmater.4c02880
Traversing the Periodic Table through Phase?Separating Nanoreactorshttps://advanced.onlinelibrary.wiley.com/doi/10.1002/adma.202500088Wahl, Carolin B.; Swisher, Jordan H.; Smith, Peter T.; Dravid, Vinayak P.; Mirkin, Chad A. , Traversing the Periodic Table through Phase?Separating Nanoreactors, 2025, Advanced Materials, 10.1002/adma.202500088
Triton AX: Liquid Heating and Cooling Electrochemical Cell for ?In Situ? (S)TEMhttps://doi.org/10.1093/mictod/qaaf028Stephens, Katherine M; King, Zayna T; Wellborn, Patrick S; Dukes, Madeline D; Walden, Franklin S; Marthe, Nelson L; Barnes, Jake; McConnell, Jennifer; Damiano, John , Triton AX: Liquid Heating and Cooling Electrochemical Cell for ?In Situ? (S)TEM, 2025, Microscopy Today, https://doi.org/10.1093/mictod/qaaf028
Biomineralization of semiconductor quantum dots using DNA-functionalized protein nanoreactorshttps://www.science.org/doi/10.1126/sciadv.adv6906Han, Zhenyu; Guo, Allen X; Luo, Taokun; Cai, Tong; Mirkin, Chad A , Biomineralization of semiconductor quantum dots using DNA-functionalized protein nanoreactors, 2025, Science Advances, 10.1126/sciadv.adv6906
In Situ 4D STEM of LiNiO 2 Particles Heated in an Oxygen Atmosphere: Toward Investigation of Solid?State Batteries Under Realistic Processing Conditionshttps://onlinelibrary.wiley.com/doi/10.1002/smtd.202500357Demuth, Thomas; Ahmed, Shamail; Kurzhals, Philipp; Haust, Johannes; Belz, Jürgen; Beyer, Andreas; Janek, Jürgen; Volz, Kerstin , In Situ 4D STEM of LiNiO 2 Particles Heated in an Oxygen Atmosphere: Toward Investigation of Solid?State Batteries Under Realistic Processing Conditions, 2025, Small Methods, 10.1002/smtd.202500357
Disorder-driven Sintering-free Garnet-type Solid Electrolyteshttps://www.nature.com/articles/s41467-025-58108-7#Sec13Kwon, Giyun; Gwon, Hyeokjo; Bae, Youngjoon; Jung, Changhoon; Ko, Dong-Su; Kim, Min; Yoon, Kyungho; Yoon, Gabin; Kim, Sewon; Jung, In-Sun; Lee, Sangjun; Kim, Tahee; Kim, Ju-Sik; Kim, Tae Young , Disorder-driven Sintering-free Garnet-type Solid Electrolytes, 2025, Nature Communications, 10.1038/s41467-025-58108-7
Toposelective Functionalization of Solution?Processed Transition Metal Dichalcogenides with Metal Nanoparticles via Defect Engineeringhttps://advanced.onlinelibrary.wiley.com/doi/10.1002/adma.202506605Ippolito, Stefano; Montes?García, Verónica; Kelly, Adam G.; Consolaro, Valentina Girelli; Baaziz, Walid; Cordero?Ferradás, María José; Dianat, Arezoo; Pérez?Juste, Jorge; Pastoriza?Santos, Isabel; Ersen, Ovidiu; Cuniberti, Gianaurelio; Coleman, Jonathan N.; Samorì, Paolo , Toposelective Functionalization of Solution?Processed Transition Metal Dichalcogenides with Metal Nanoparticles via Defect Engineering, 2025, Advanced Materials, 10.1002/adma.202506605
Controlling Fatigue Cracks in the Transmission Electron Microscopehttps://onlinelibrary.wiley.com/doi/10.1002/smtd.202500832Baker, Andrew; Dorman, Kyle R.; Hattar, Khalid; House, Stephen D.; Boyce, Brad L. , Controlling Fatigue Cracks in the Transmission Electron Microscope, 2025, Small Methods, 10.1002/smtd.202500832
In Situ Study of Resistive Switching in a Nitride?Based Memristive Devicehttps://advanced.onlinelibrary.wiley.com/doi/10.1002/adfm.202517173Zhang, Di; Dhall, Rohan; Schneider, Matthew M.; Li, Cun; Song, Chengyu; Kunwar, Sundar; Dou, Hongyi; Yazzie, Natanii R.; Tran, Henry; Appuing, Daniel; Ciston, Jim; Cucciniello, Nicholas G.; Roy, Pinku; Pettes, Michael T.; Watt, John; Kuo, Winson; Wang, Haiyan; Cao, Ye; McCabe, Rodney J.; Chen, Aiping , In Situ Study of Resistive Switching in a Nitride?Based Memristive Device, 2025, Advanced Functional Materials, 10.1002/adfm.202517173
Investigating Palladium Nanoparticle Morphogenesis on Zeolite for Passive NO x Adsorption via In Situ Transmission Electron Microscopy Analysis under Hydrothermal Conditionshttps://pubs.acs.org/doi/10.1021/acsanm.4c00429Pulinthanathu Sree, Sreeprasanth; Smet, Sam; Bellani, Claudio; Geerts-Claes, Hannelore; Straubinger, Rainer; Seo, Jin Won; Martens, Johan , Investigating Palladium Nanoparticle Morphogenesis on Zeolite for Passive NO x Adsorption via In Situ Transmission Electron Microscopy Analysis under Hydrothermal Conditions, 2024, ACS Applied Nano Materials, 10.1021/acsanm.4c00429
Key role of paracrystalline motifs on iridium oxide surfaces for acidic water oxidationhttps://www.nature.com/articles/s41929-024-01187-4Lu, Bingzhang; Wahl, Carolin; Dos Reis, Roberto; Edgington, Jane; Lu, Xiao Kun; Li, Ruihan; Sweers, Matthew E.; Ruggiero, Brianna; Gunasooriya, G. T. Kasun Kalhara; Dravid, Vinayak; Seitz, Linsey C. , Key role of paracrystalline motifs on iridium oxide surfaces for acidic water oxidation, 2024, Nature Catalysis, 10.1038/s41929-024-01187-4
Ingenious Architecture and Coloration Generation in Enamel of Rodent Teethhttps://pubs.acs.org/doi/10.1021/acsnano.4c00578Srot, Vesna; Houari, Sophia; Kapun, Gregor; Bussmann, Birgit; Predel, Felicitas; Pokorny, Boštjan; Bužan, Elena; Salzberger, Ute; Fenk, Bernhard; Kelsch, Marion; Van Aken, Peter A. , Ingenious Architecture and Coloration Generation in Enamel of Rodent Teeth, 2024, ACS Nano, 10.1021/acsnano.4c00578
A new paradigm in electron microscopy: Automated microstructure analysis utilizing a dynamic segmentation convolutional neutral networkhttps://linkinghub.elsevier.com/retrieve/pii/S2590049824000055Taller, Stephen; Scime, Luke; Austin, Ty , A new paradigm in electron microscopy: Automated microstructure analysis utilizing a dynamic segmentation convolutional neutral network, 2024, Materials Today Advances, 10.1016/j.mtadv.2024.100468
Liquid phase electron microscopy of bacterial ultrastructurehttps://onlinelibrary.wiley.com/doi/10.1002/smll.202402871Caffrey, Brian J.; Pedrazo-Tardajos, Adrián; Liberti, Emanuela; Gaunt, Ben; Kim, Judy S.; Kirkland, Angus I. , Liquid phase electron microscopy of bacterial ultrastructure, 2024, Small, 10.1002/smll.202402871
Formation mechanism of high-index faceted Pt-Bi alloy nanoparticles by evaporation-induced growth from metal saltshttps://www.nature.com/articles/s41467-023-39458-6Koo, Kunmo; Shen, Bo; Baik, Sung-Il; Mao, Zugang; Smeets, Paul J. M.; Cheuk, Ivan; He, Kun; Dos Reis, Roberto; Huang, Liliang; Ye, Zihao; Hu, Xiaobing; Mirkin, Chad A.; Dravid, Vinayak P. , Formation mechanism of high-index faceted Pt-Bi alloy nanoparticles by evaporation-induced growth from metal salts, 2023, Nature Communications, 10.1038/s41467-023-39458-6
Environment-Dependent Structural Evolution and Electrocatalytic Performance in N 2 Reduction of Mo-Based ZIF-8https://pubs.acs.org/doi/10.1021/acsanm.3c01669Hsiao, Kai-Yuan; Tseng, Yu-Han; Chiang, Chao-Lung; Chen, Yan-De; Lin, Yan-Gu; Lu, Ming-Yen , Environment-Dependent Structural Evolution and Electrocatalytic Performance in N 2 Reduction of Mo-Based ZIF-8, 2023, ACS Applied Nano Materials, 10.1021/acsanm.3c01669
Automated Grain Boundary Detection for Bright-Field Transmission Electron Microscopy Images via U-Nethttps://academic.oup.com/mam/advance-article/doi/10.1093/micmic/ozad115/7422794Patrick, Matthew J; Eckstein, James K; Lopez, Javier R; Toderas, Silvia; Asher, Sarah A; Whang, Sylvia I; Levine, Stacey; Rickman, Jeffrey M; Barmak, Katayun , Automated Grain Boundary Detection for Bright-Field Transmission Electron Microscopy Images via U-Net, 2023, Microscopy and Microanalysis, https://doi.org/10.1093/micmic/ozad115
Challenges of Electron Correlation Microscopy on Amorphous Silicon and Amorphous Germaniumhttps://academic.oup.com/mam/article/29/5/1579/7252196Radi?, Dražen; Peterlechner, Martin; Spangenberg, Katharina; Posselt, Matthias; Bracht, Hartmut , Challenges of Electron Correlation Microscopy on Amorphous Silicon and Amorphous Germanium, 2023, Microscopy and Microanalysis, 10.1093/micmic/ozad090
In situ TEM studies of relaxation dynamics and crystal nucleation in thin film nanoglasseshttps://doi.org/10.1080/21663831.2023.2278597Voigt, Hendrik; Rigoni, Aaron; Boltynjuk, Evgeniy; Rösner, Harald; Hahn, Horst; Wilde, Gerhard , In situ TEM studies of relaxation dynamics and crystal nucleation in thin film nanoglasses, 2023, Materials Research Letters, 10.1080/21663831.2023.2278597
Shedding Light on the Birth of Hybrid Perovskites: A Correlative Study by In Situ Electron Microscopy and Synchrotron-Based X-ray Scatteringhttps://pubs.acs.org/doi/10.1021/acs.chemmater.3c01167Sidhoum, Charles; Constantin, Doru; Ihiawakrim, Dris; Lenertz, Marc; Bizien, Thomas; Sanchez, Clément; Ersen, Ovidiu , Shedding Light on the Birth of Hybrid Perovskites: A Correlative Study by In Situ Electron Microscopy and Synchrotron-Based X-ray Scattering, 2023, Chemistry of Materials, 10.1021/acs.chemmater.3c01167
A Machine-Vision Approach to Transmission Electron Microscopy Workflows, Results Analysis and Data Managementhttps://www.jove.com/t/65446/a-machine-vision-approach-to-transmission-electron-microscopyDukes, Madeline Dressel; Krans, Nynke Albertine; Marusak, Katherine; Walden, Stamp; Eldred, Tim; Franks, Alan; Larson, Ben; Guo, Yaofeng; Nackashi, David; Damiano, John , A Machine-Vision Approach to Transmission Electron Microscopy Workflows, Results Analysis and Data Management, 2023, Journal of Visualized Experiments, 10.3791/65446
Confinement Effects on the Structure of Entropy?Induced Supercrystalshttps://onlinelibrary.wiley.com/doi/10.1002/smll.202303380Goldmann, Claire; Chaâbani, Wajdi; Hotton, Claire; Impéror?Clerc, Marianne; Moncomble, Adrien; Constantin, Doru; Alloyeau, Damien; Hamon, Cyrille , Confinement Effects on the Structure of Entropy?Induced Supercrystals, 2023, Small, 10.1002/smll.202303380
Correlating the dispersion of Li@Mn6 superstructure units with the oxygen activation in Li-rich layered cathodehttps://www.sciencedirect.com/science/article/pii/S240582972100578XLi, Yiwei; Xu, Shenyang; Zhao, Wenguang; Chen, Zhefeng; Chen, Zhaoxi; Li, Shunning; Hu, Jiangtao; Cao, Bo; Li, Jianyuan; Zheng, Shisheng; Chen, Ziwei; Zhang, Taolue; Zhang, Mingjian; Pan, Feng , Correlating the dispersion of Li@Mn6 superstructure units with the oxygen activation in Li-rich layered cathode, 2022, Energy Storage Materials, 10.1016/j.ensm.2021.12.003
AXON Dose: A Solution for Measuring and Managing Electron Dose in the TEMhttps://www.cambridge.org/core/product/identifier/S1551929522000840/type/journal_articleDamiano, John; Walden, Stamp; Franks, Alan; Marusak, Kate; Larson, Ben; Coy, Mike; Nackashi, David , AXON Dose: A Solution for Measuring and Managing Electron Dose in the TEM, 2022, Microscopy Today, 10.1017/S1551929522000840
Real-time, On-Microscope Automated Quantification of Features in Microcopy Experiments Using Machine Learning and Edge Computinghttps://www.cambridge.org/core/product/identifier/S1431927622007929/type/journal_articleField, Kevin G.; Patki, Priyam; Sharaf, Nasir; Sun, Kai; Hawkins, Laura; Lynch, Matthew; Jacobs, Ryan; Morgan, Dane D.; He, Lingfeng; Field, Christopher R. , Real-time, On-Microscope Automated Quantification of Features in Microcopy Experiments Using Machine Learning and Edge Computing, 2022, Microscopy and Microanalysis, 10.1017/S1431927622007929
Decoupled alpha and beta relaxation kinetics in a thermally cycled bulk Pd40Ni40P20 glasshttps://linkinghub.elsevier.com/retrieve/pii/S0925838822017777Stringe, Mark; Spangenberg, Katharina; da Silva Pinto, Manoel Wilker; Peterlechner, Martin; Wilde, Gerhard , Decoupled alpha and beta relaxation kinetics in a thermally cycled bulk Pd40Ni40P20 glass, 2022, Journal of Alloys and Compounds, 10.1016/j.jallcom.2022.165386
Liquid-EM goes viral – visualizing structure and dynamicshttps://linkinghub.elsevier.com/retrieve/pii/S0959440X22001051Kelly, Deborah F.; DiCecco, Liza-Anastasia; Jonaid, G.M.; Dearnaley, William J.; Spilman, Michael S.; Gray, Jennifer L.; Dressel-Dukes, Madeline J. , Liquid-EM goes viral – visualizing structure and dynamics, 2022, Current Opinion in Structural Biology, 10.1016/j.sbi.2022.102426
Directly Probing the Local Coordination, Charge State, and Stability of Single Atom Catalysts by Advanced Electron Microscopy: A Reviewhttps://onlinelibrary.wiley.com/doi/abs/10.1002/smll.202006482Tieu, Peter; Yan, Xingxu; Xu, Mingjie; Christopher, Phillip; Pan, Xiaoqing , Directly Probing the Local Coordination, Charge State, and Stability of Single Atom Catalysts by Advanced Electron Microscopy: A Review, 2021, Small, 10.1002/smll.202006482

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