430 citations · 657 across the 16 of their papers we have counts for
7 papers · 2 filters
Tracking atomic structure evolution during directed electron beam induced Si-atom motion in graphene via deep machine learning
Maxim Ziatdinov, Stephen Jesse, Bobby G. Sumpter +2
Using electron beam manipulation, we enable deterministic motion of individual Si atoms in graphene along predefined trajectories. Structural evolution during the dopant motion was…
Building and exploring libraries of atomic defects in graphene: scanning transmission electron and scanning tunneling microscopy study
Maxim Ziatdinov, Ondrej Dyck, Bobby G. Sumpter +3
Population and distribution of defects is one of the primary parameters controlling materials functionality, are often non-ergodic and strongly dependent on synthesis history, and…
Single atom force measurements: mapping potential energy landscapes via electron beam induced single atom dynamics
Ondrej Dyck, Feng Bao, Maxim Ziatdinov +8
In the last decade, the atomically focused beam of a scanning transmission electron microscope (STEM) was shown to induce a broad set of transformations of material structure, open…
Deep Learning Analysis of Defect and Phase Evolution During Electron Beam Induced Transformations in WS2
Artem Maksov, Ondrej Dyck, Kai Wang +7
Understanding elementary mechanisms behind solid-state phase transformations and reactions is the key to optimizing desired functional properties of many technologically relevant m…
Mapping mesoscopic phase evolution during e-beam induced transformations via deep learning of atomically resolved images
Rama K. Vasudevan, Nouamane Laanait, Erik M. Ferragut +7
Understanding transformations under electron beam irradiation requires mapping the structural phases and their evolution in real time. To date, this has mostly been a manual endeav…
Deep Learning of Atomically Resolved Scanning Transmission Electron Microscopy Images: Chemical Identification and Tracking Local Transformations
Maxim Ziatdinov, Ondrej Dyck, Artem Maksov +7
Recent advances in scanning transmission electron and scanning probe microscopies have opened exciting opportunities in probing the materials structural parameters and various func…