Lab on a beam—Big data and artificial intelligence in scanning transmission electron microscopy

Learning from Imperfections: Predicting Structure and Thermodynamics from Atomic Imaging of Fluctuations

(2019) Lukas Vlcek et al.   ACS Nano

Addressing the isomer cataloguing problem for nanopores in two-dimensional materials

(2019) Ananth Govind Rajan et al.   NATURE MATERIALS

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

(2019) Artem Maksov et al.   npj Computational Materials

Autonomous Scanning Probe Microscopy in Situ Tip Conditioning through Machine Learning

(2018) Mohammad Rashidi et al.   ACS Nano

Direct atomic fabrication and dopant positioning in Si using electron beams with active real-time image-based feedback

(2018) Stephen Jesse et al.   NANOTECHNOLOGY

Temperature Measurement by a Nanoscale Electron Probe Using Energy Gain and Loss Spectroscopy

(2018) Juan Carlos Idrobo et al.   PHYSICAL REVIEW LETTERS

VAMPnets for deep learning of molecular kinetics

(2018) Andreas Mardt et al.   Nature Communications

Electron ptychography of 2D materials to deep sub-ångström resolution

(2018) Yi Jiang et al.   NATURE

Building Structures Atom by Atom via Electron Beam Manipulation

(2018) Ondrej Dyck et al.   Small

Consistent Integration of Experimental and Ab Initio Data into Effective Physical Models

(2017) Lukas Vlcek et al.   Journal of Chemical Theory and Computation

Manipulating low-dimensional materials down to the level of single atoms with electron irradiation

(2017) Toma Susi et al.   ULTRAMICROSCOPY

Quantification of flexoelectricity in PbTiO3/SrTiO3 superlattice polar vortices using machine learning and phase-field modeling

(2017) Q. Li et al.   Nature Communications

Learning surface molecular structures via machine vision

(2017) Maxim Ziatdinov et al.   npj Computational Materials

Fire up the atom forge

(2016) Sergei V. Kalinin et al.   NATURE

Nondestructive Measurement of Orbital Angular Momentum for an Electron Beam

(2016) Hugo Larocque et al.   PHYSICAL REVIEW LETTERS

Quantitative Description of Crystal Nucleation and Growth from in Situ Liquid Scanning Transmission Electron Microscopy

(2015) Anton V. Ievlev et al.   ACS Nano

Atomic-Level Sculpting of Crystalline Oxides: Toward Bulk Nanofabrication with Single Atomic Plane Precision

(2015) Stephen Jesse et al.   Small

Microscopy: Hasten high resolution

(2014) Stephen J. Pennycook et al.   NATURE

Exploring Mesoscopic Physics of Vacancy-Ordered Systems through Atomic Scale Observations of Topological Defects

(2012) A. Y. Borisevich et al.   PHYSICAL REVIEW LETTERS

Atom-by-atom structural and chemical analysis by annular dark-field electron microscopy

(2010) Ondrej L. Krivanek et al.   NATURE