A showcase of our machine learning-guided autonomous Scanning Transmission Electron Microscopy workflows.

Aberration Correction with Human Heuristics

Contributors: Austin Houston, Gerd Duscher, Utkarsh Pratiush

Automated Aberration Correction. Full correction up to 5th order. Automated, but with human-defined rules.

BO based Aberration Correction

Contributors: Utkarsh Pratiush, Austin Houston, Gerd Duscher

Bayesian optimization based workflow for aberration correction.

Particle-wise EDX–EELS-Diffration

Contributors: Utkarsh Pratiush, Austin Houston, Gerd Duscher

Automated EDX–EELS-Diffration on particles.

Novelty Discovery

Contributors: Utkarsh Pratiush, Kamyar Barakati, Boris Slautin

Novelty search for structure-property discovery in STEM-EDX.

Automated EDX

Contributors: Utkarsh Pratiush

Automated EDX.