From the 1 of 4 linked papers with an AI index.
4 papers
Mapping recrystallization trajectories in GaAs using latent space diffraction analysis
Ellis Rae Kennedy, Kwanghwi Je, Erik Thiede
The paper presents a latent‑space method using a convolutional autoencoder and unsupervised clustering to map recrystallization pathways from in‑situ 4D‑STEM diffraction data of io…
A Transformer-based Model for Rapid Microstructure Inference from Four-Dimensional Scanning Transmission Electron Microscopy Data
Kwanghwi Je, Ellis R. Kennedy, Sungin Kim +2
Properties of crystalline materials are closely linked to microstructure arising from the spatial arrangement, orientation, and phase of nanocrystals. Rapid characterization of cry…
Cryo-EM as a Stochastic Inverse Problem
Diego Sanchez Espinosa, Erik H Thiede, Yunan Yang
Cryo-electron microscopy (Cryo-EM) enables high-resolution imaging of biomolecules, but structural heterogeneity remains a major challenge in 3D reconstruction. Traditional methods…
Error Breakdown and Sensitivity Analysis of Dynamical Quantities in Markov State Models
Yehor Tuchkov, Luke Evans, Sonya M. Hanson +1
Markov state models (MSMs) are widely employed to analyze the kinetics of complex systems. But despite their effectiveness in many applications, MSMs are prone to systematic or sta…