Physics discovery in nanoplasmonic systems via autonomous experiments in scanning transmission electron microscopy

KM Roccapriore, SV Kalinin, M Ziatdinov - Advanced Science, 2022 - Wiley Online Library
Physics‐driven discovery in an autonomous experiment has emerged as a dream
application of machine learning in physical sciences. Here, this work develops and …

Stochastic differential scanning calorimetry by nonlinear optical microscopy

AM Sherman, AC Geiger, CJ Smith, LS Taylor… - Analytical …, 2019 - ACS Publications
Stochastic phase transformations within individual crystalline particles were recorded by
integration of second harmonic generation (SHG) imaging with differential scanning …

A supervised learning approach for dynamic sampling (SLADS) in raman hyperspectral imaging

S Zhang, Z Song, GMDP Godaliyadda, DH Ye… - Electronic …, 2018 - library.imaging.org
A supervised learning approach for dynamic sampling (SLADS) yielded a seven-fold
reduction in the number of pixels sampled in hyperspectral Raman microscopy of …

Hardware/Algorithm Integration for Pharmaceutical Analysis

CJ Smith - 2020 - search.proquest.com
New experimental strategies and algorithmic approaches were devised and tested to
improve the analysis of pharmaceutically relevant materials. These new methods were …