Machine learning in electron microscopy for advanced nanocharacterization: current developments, available tools and future outlook

M Botifoll, I Pinto-Huguet, J Arbiol - Nanoscale Horizons, 2022 - pubs.rsc.org
In the last few years, electron microscopy has experienced a new methodological paradigm
aimed to fix the bottlenecks and overcome the challenges of its analytical workflow. Machine …

Nanoparticle shape, thermodynamics and kinetics

LD Marks, L Peng - Journal of Physics: Condensed Matter, 2016 - iopscience.iop.org
Nanoparticles can be beautiful, as in stained glass windows, or they can be ugly as in wear
and corrosion debris from implants. We estimate that there will be about 70 000 papers in …

Adversarial regularizers in inverse problems

S Lunz, O Öktem, CB Schönlieb - Advances in neural …, 2018 - proceedings.neurips.cc
Inverse Problems in medical imaging and computer vision are traditionally solved using
purely model-based methods. Among those variational regularization models are one of the …

Imaging beam‐sensitive materials by electron microscopy

Q Chen, C Dwyer, G Sheng, C Zhu, X Li… - Advanced …, 2020 - Wiley Online Library
Electron microscopy allows the extraction of multidimensional spatiotemporally correlated
structural information of diverse materials down to atomic resolution, which is essential for …

Atomic electron tomography: 3D structures without crystals

J Miao, P Ercius, SJL Billinge - Science, 2016 - science.org
BACKGROUND To understand material properties and functionality at the most fundamental
level, one must know the three-dimensional (3D) positions of atoms with high precision. For …

Three-dimensional imaging of localized surface plasmon resonances of metal nanoparticles

O Nicoletti, F de La Peña, RK Leary, DJ Holland… - Nature, 2013 - nature.com
The remarkable optical properties of metal nanoparticles are governed by the excitation of
localized surface plasmon resonances (LSPRs). The sensitivity of each LSPR mode, whose …

Electron Microscopy of Solid Catalysts Transforming from a Challenge to a Toolbox

DS Su, B Zhang, R Schlögl - Chemical reviews, 2015 - ACS Publications
Nanoscience is a cross-sectional interdisciplinary field of research that can hardly be
overestimated in its enabling character for technologies in many application areas. A …

Electron tomography: a three‐dimensional analytic tool for hard and soft materials research

P Ercius, O Alaidi, MJ Rames, G Ren - Advanced materials, 2015 - Wiley Online Library
Three‐dimensional (3D) structural analysis is essential to understand the relationship
between the structure and function of an object. Many analytical techniques, such as X‐ray …

A close look at molecular self-assembly with the transmission electron microscope

A Rizvi, JT Mulvey, BP Carpenter, R Talosig… - Chemical …, 2021 - ACS Publications
Molecular self-assembly is pervasive in the formation of living and synthetic materials.
Knowledge gained from research into the principles of molecular self-assembly drives …

A method for restoring signals and revealing individual macromolecule states in cryo-ET, REST

H Zhang, Y Li, Y Liu, D Li, L Wang, K Song… - Nature …, 2023 - nature.com
Cryo-electron tomography (cryo-ET) is widely used to explore the 3D density of
biomacromolecules. However, the heavy noise and missing wedge effect prevent directly …