activity
20212025
most citedDeep Learning for Automated Experimentation in Scanning Transmission Electron Microscopy

109 citations · 134 across the 7 of their papers we have counts for

collaborators

7 papers

cs.DC2025★ 2 cited

Autonomous Electrochemistry Platform with Real-Time Normality Testing of Voltammetry Measurements Using ML

Anees Al-Najjar, Nageswara S. V. Rao, Craig A. Bridges +2

Electrochemistry workflows utilize various instruments and computing systems to execute workflows consisting of electrocatalyst synthesis, testing and evaluation tasks. The heterog…

cs.ET2023

Normality of I-V Measurements Using ML

Anees Al-Najjar, Nageswara S. V. Rao, Craig A. Bridges +1

Electrochemistry ecosystems are promising for accelerating the design and discovery of electrochemical systems for energy storage and conversion, by automating significant parts of…

cs.OH2023

Cyber Framework for Steering and Measurements Collection Over Instrument-Computing Ecosystems

Anees Al-Najjar, Nageswara S. V. Rao, Ramanan Sankaran +4

We propose a framework to develop cyber solutions to support the remote steering of science instruments and measurements collection over instrument-computing ecosystems. It is base…

cond-mat.mtrl-sci2023★ 109 cited

Deep Learning for Automated Experimentation in Scanning Transmission Electron Microscopy

Sergei V. Kalinin, Debangshu Mukherjee, Kevin M. Roccapriore +9

Machine learning (ML) has become critical for post-acquisition data analysis in (scanning) transmission electron microscopy, (S)TEM, imaging and spectroscopy. An emerging trend is…

cs.DC2022★ 1 cited

Enabling Autonomous Electron Microscopy for Networked Computation and Steering

Anees Al-Najjar, Nageswara S. V. Rao, Ramanan Sankaran +6

Advanced electron microscopy workflows require an ecosystem of microscope instruments and computing systems possibly located at different sites to conduct remotely steered and auto…

cond-mat.mtrl-sci2022★ 19 cited

A roadmap for edge computing enabled automated multidimensional transmission electron microscopy

Debangshu Mukherjee, Kevin M. Roccapriore, Anees Al-Najjar +8

The advent of modern, high-speed electron detectors has made the collection of multidimensional hyperspectral transmission electron microscopy datasets, such as 4D-STEM, a routine.…

cs.NI2021★ 3 cited

VFSIE -- Development and Testing Framework for Federated Science Instruments

Anees Al-Najjar, Nageswara S. V. Rao, Neena Imam +9

Recent developments in softwarization of networked infrastructures combined with containerization of computing workflows promise unprecedented compute anywhere and everywhere capab…