Machine learning in scanning transmission electron microscopy

SV Kalinin, C Ophus, PM Voyles, R Erni… - Nature Reviews …, 2022 - nature.com
Scanning transmission electron microscopy (STEM) has emerged as a uniquely powerful
tool for structural and functional imaging of materials on the atomic level. Driven by …

Atomic‐Level Design of Active Site on Two‐Dimensional MoS2 toward Efficient Hydrogen Evolution: Experiment, Theory, and Artificial Intelligence Modelling

C Sun, L Wang, W Zhao, L Xie, J Wang… - Advanced Functional …, 2022 - Wiley Online Library
Atom‐economic catalysts open a new era of computationally driven atomistic design of
catalysts. Rationally manipulating the structures of the catalyst with atomic‐level precision …

Epitaxial growth of hybrid nanostructures

C Tan, J Chen, XJ Wu, H Zhang - Nature Reviews Materials, 2018 - nature.com
Hybrid nanostructures are a class of materials that are typically composed of two or more
different components, in which each component has at least one dimension on the …

Direct methane activation by atomically thin platinum nanolayers on two-dimensional metal carbides

Z Li, Y Xiao, PR Chowdhury, Z Wu, T Ma, JZ Chen… - Nature Catalysis, 2021 - nature.com
Efficient and direct conversion of methane to value-added products has been a long-term
challenge in shale gas applications. Here, we show that atomically thin nanolayers of Pt with …

Atomic structure of defects and dopants in 2D layered transition metal dichalcogenides

S Wang, A Robertson, JH Warner - Chemical Society Reviews, 2018 - pubs.rsc.org
Layered transition metal dichalcogenides (TMDs) offer monolayer 2D systems with diverse
properties that extend beyond what graphene alone can achieve. The properties of TMDs …

Probing functional structures, defects, and interfaces of 2D transition metal dichalcogenides by electron microscopy

R Luo, M Gao, C Wang, J Zhu… - Advanced Functional …, 2024 - Wiley Online Library
Abstract 2D transition metal dichalcogenides (TMDs) exhibit remarkable properties that are
strongly influenced by their atomic structures, as well as by various types of defects and …

Atomic‐Scale Insights into the 2D Materials from Aberration‐Corrected Scanning Transmission Electron Microscopy: Progress and Future

W Sohn, M Kim, HW Jang - Small Science, 2024 - Wiley Online Library
2D crystals are attractive due to their unique atomic, electronic structures, and
physiochemical properties, which strongly rely on the synthesis conditions. The atomic …

MoS2 Liquid Cell Electron Microscopy Through Clean and Fast Polymer-Free MoS2 Transfer

J Yang, MK Choi, Y Sheng, J Jung, K Bustillo… - Nano …, 2019 - ACS Publications
Two dimensional (2D) materials have found various applications because of their unique
physical properties. For example, graphene has been used as the electron transparent …

Ultralong 1D Vacancy Channels for Rapid Atomic Migration during 2D Void Formation in Monolayer MoS2

Q Chen, H Li, S Zhou, W Xu, J Chen, H Sawada… - ACS …, 2018 - ACS Publications
High-energy irradiation of materials can lead to void formation due to the aggregation of
vacancies, reducing the local stress in the system. Studying void formation and its interplay …

Synthesis of Surface Grown Pt Nanoparticles on Edge-Enriched MoS2 Porous Thin Films for Enhancing Electrochemical Performance

S Li, JK Lee, S Zhou, M Pasta, JH Warner - Chemistry of Materials, 2019 - ACS Publications
A hybrid catalyst, Pt nanocrystals deposited on the surface of MoS2 vertically standing
nanoplatelets, is synthesized via chemical vapor deposition and subsequent thermal …