Daniel Olds

activity

20202026

most citedCrystallography companion agent for high-throughput materials discovery

100 citations · 135 across the 6 of their papers we have counts for

collaborators

Showing 2021Show all

2 papers · 1 filter

cond-mat.mtrl-sci2021

Deep learning for visualization and novelty detection in large X-ray diffraction datasets

Lars Banko, Phillip M. Maffettone, Dennis Naujoks +2

We apply variational autoencoders (VAE) to X-ray diffraction (XRD) data analysis on both simulated and experimental thin-film data. We show that crystal structure representations l…

physics.app-ph2021★ 32 cited

Constrained non-negative matrix factorization enabling real-time insights of $in situ$ and high-throughput experiments

Phillip M. Maffettone, Aidan C. Daly, Daniel Olds

Non-negative Matrix Factorization (NMF) methods offer an appealing unsupervised learning method for real-time analysis of streaming spectral data in time-sensitive data collection,…

Deep learning for visualization and novelty detection in large X-ray diffraction datasets

Constrained non-negative matrix factorization enabling real-time insights of in situ and high-throughput experiments

Constrained non-negative matrix factorization enabling real-time insights of $in situ$ and high-throughput experiments