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 …

Quantifying transmission electron microscopy irradiation effects using two-dimensional materials

T Susi, JC Meyer, J Kotakoski - Nature Reviews Physics, 2019 - nature.com
Recent advances in transmission electron microscopy instrumentation have made it an
indispensable technique for atomic-scale materials characterization. Concurrently, the …

Single-atom vibrational spectroscopy in the scanning transmission electron microscope

FS Hage, G Radtke, DM Kepaptsoglou, M Lazzeri… - Science, 2020 - science.org
Single-atom impurities and other atomic-scale defects can notably alter the local vibrational
responses of solids and, ultimately, their macroscopic properties. Using high-resolution …

Deep learning analysis of defect and phase evolution during electron beam-induced transformations in WS2

A Maksov, O Dyck, K Wang, K Xiao… - npj Computational …, 2019 - nature.com
Recent advances in scanning transmission electron microscopy (STEM) allow the real-time
visualization of solid-state transformations in materials, including those induced by an …

Quantum defects by design

LC Bassett, A Alkauskas, AL Exarhos, KMC Fu - Nanophotonics, 2019 - degruyter.com
Optically active point defects in wide-bandgap crystals are leading building blocks for
quantum information technologies including quantum processors, repeaters, simulators, and …

Towards atomic and close-to-atomic scale manufacturing

F Fang, N Zhang, D Guo, K Ehmann… - … Journal of Extreme …, 2019 - iopscience.iop.org
Human beings have witnessed unprecedented developments since the 1760s using
precision tools and manufacturing methods that have led to ever-increasing precision, from …

Electron-beam manipulation of silicon dopants in graphene

M Tripathi, A Mittelberger, NA Pike, C Mangler… - Nano Letters, 2018 - ACS Publications
The direct manipulation of individual atoms in materials using scanning probe microscopy
has been a seminal achievement of nanotechnology. Recent advances in imaging …

Atom-by-atom fabrication with electron beams

O Dyck, M Ziatdinov, DB Lingerfelt, RR Unocic… - Nature Reviews …, 2019 - nature.com
Assembling matter atom-by-atom into functional devices is the ultimate goal of
nanotechnology. The possibility of achieving this goal is intrinsically dependent on the ability …

Building structures atom by atom via electron beam manipulation

O Dyck, S Kim, E Jimenez‐Izal, AN Alexandrova… - Small, 2018 - Wiley Online Library
Building materials from the atom up is the pinnacle of materials fabrication. Until recently the
only platform that offered single‐atom manipulation was scanning tunneling microscopy …

Implanting germanium into graphene

M Tripathi, A Markevich, R Böttger, S Facsko… - ACS …, 2018 - ACS Publications
Incorporating heteroatoms into the graphene lattice may be used to tailor its electronic,
mechanical and chemical properties, although directly observed substitutions have thus far …