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20132025
most citedDeep Learning of Atomically Resolved Scanning Transmission Electron Microscopy Images: Chemical Identification and Tracking Local Transformations

430 citations · 1.7k across the 114 of their papers we have counts for

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Showing 2019Show all

5 papers · 1 filter

cond-mat.mtrl-sci2019★ 9 cited

Density Functional Theory and Deep-learning to Accelerate Data Analytics in Scanning Tunneling Microscopy

Kamal Choudhary, Kevin F. Garrity, Charles Camp +4

We introduce the first systematic database of scanning tunneling microscope (STM) images obtained using density functional theory (DFT) for two-dimensional (2D) materials, calculat…

physics.comp-ph2019★ 1 cited

Imaging Mechanism for Hyperspectral Scanning Probe Microscopy via Gaussian Process Modelling

Maxim Ziatdinov, Dohyung Kim, Sabine Neumayer +5

We investigate the ability to reconstruct and derive spatial structure from sparsely sampled 3D piezoresponse force microcopy data, captured using the band-excitation (BE) techniqu…

cond-mat.mtrl-sci2019★ 1 cited

Order and randomness in dopant distributions: exploring the thermodynamics of solid solutions from atomically resolved imaging

Lukas Vlcek, Shize Yang, Yongji Gong +6

Exploration of structure-property relationships as a function of dopant concentration is commonly based on mean field theories for solid solutions. However, such theories that work…

cond-mat.supr-con2019★ 2 cited

Nanoscale Interlayer Defects in Iron Arsenides

Qiang Zheng, Miaofang Chi, Maxim Ziatdinov +5

Using a local real-space microscopy probe, we discover evidence of nanoscale interlayer defects along the c-crystallographic direction in BaFe2As2 (122) based iron-arsenide superco…

cond-mat.mtrl-sci2019★ 30 cited

Atomic mechanisms for the Si atom dynamics in graphene: chemical transformations at the edge and in the bulk

Maxim Ziatdinov, Ondrej Dyck, Stephen Jesse +1

Recent advances in scanning transmission electron microscopy (STEM) allow to observe solid-state transformations and reactions in materials induced by thermal stimulus or electron…