activity
20172022
most citedLearning with Delayed Rewards -- A case study on inverse defect design in 2D materials

28 citations · 79 across the 11 of their papers we have counts for

collaborators

13 papers

cs.LG20224 cited

Deep learning at the edge enables real-time streaming ptychographic imaging

Anakha V Babu, Tao Zhou, Saugat Kandel +15

Coherent microscopy techniques provide an unparalleled multi-scale view of materials across scientific and technological fields, from structural materials to quantum devices, from…

eess.IV20222 cited

Real-time X-ray Phase-contrast Imaging Using SPINNet -- A Speckle-based Phase-contrast Imaging Neural Network

Zhi Qiao, Xianbo Shi, Yudong Yao +4

X-ray phase-contrast imaging has become indispensable for visualizing samples with low absorption contrast. In this regard, speckle-based techniques have shown significant advantag…

cond-mat.mtrl-sci202113 cited

Proton distribution visualization in perovskite nickelate devices utilizing nanofocused X-rays

Ivan A. Zaluzhnyy, Peter O. Sprau, Richard Tran +17

We use a 30-nm x-ray beam to study the spatially resolved properties of a SmNiO-based nanodevice that is doped with protons. The x-ray absorption spectra supported by density-f…

cond-mat.mtrl-sci202128 cited

Learning with Delayed Rewards -- A case study on inverse defect design in 2D materials

Suvo Banik, Troy D Loeffler, Rohit Batra +3

Defect dynamics in materials are of central importance to a broad range of technologies from catalysis to energy storage systems to microelectronics. Material functionality depends…

cond-mat.mtrl-sci2020

High resolution functional imaging through Lorentz transmission electron microscopy and differentiable programming

Tao Zhou, Mathew Cherukara, Charudatta Phatak

Lorentz transmission electron microscopy is a unique characterization technique that enables the simultaneous imaging of both the microstructure and functional properties of materi…

eess.IV20201 cited

Real-time sparse-sampled Ptychographic imaging through deep neural networks

Mathew J. Cherukara, Tao Zhou, Youssef Nashed +4

Ptychography has rapidly grown in the fields of X-ray and electron imaging for its unprecedented ability to achieve nano or atomic scale resolution while simultaneously retrieving…