Machine learning for automated experimentation in scanning transmission electron microscopy
Abstract Machine learning (ML) has become critical for post-acquisition data analysis in
(scanning) transmission electron microscopy,(S) TEM, imaging and spectroscopy. An …
(scanning) transmission electron microscopy,(S) TEM, imaging and spectroscopy. An …
Probing electron beam induced transformations on a single-defect level via automated scanning transmission electron microscopy
A robust approach for real-time analysis of the scanning transmission electron microscopy
(STEM) data streams, based on ensemble learning and iterative training (ELIT) of deep …
(STEM) data streams, based on ensemble learning and iterative training (ELIT) of deep …
Plasmon-enhanced fluorescence for biophotonics and bio-analytical applications
Fluorescence spectroscopy serves as an ultrasensitive sophisticated tool where background
noises which serve as a major impediment to the detection of the desired signals can be …
noises which serve as a major impediment to the detection of the desired signals can be …
Physics discovery in nanoplasmonic systems via autonomous experiments in scanning transmission electron microscopy
Physics‐driven discovery in an autonomous experiment has emerged as a dream
application of machine learning in physical sciences. Here, this work develops and …
application of machine learning in physical sciences. Here, this work develops and …
Probe microscopy is all you need
We pose that microscopy offers an ideal real-world experimental environment for the
development and deployment of active Bayesian and reinforcement learning methods …
development and deployment of active Bayesian and reinforcement learning methods …
A Platform for Atomic Fabrication and In Situ Synthesis in a Scanning Transmission Electron Microscope
The engineering of quantum materials requires the development of tools able to address
various synthesis and characterization challenges. These include the establishment and …
various synthesis and characterization challenges. These include the establishment and …
Building Workflows for Interactive Human in the Loop Automated Experiment (hAE) in STEM-EELS
Exploring the structural, chemical, and physical properties of matter on the nano-and atomic
scales has become possible with the recent advances in aberration-corrected electron …
scales has become possible with the recent advances in aberration-corrected electron …