2 papers
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-ph2019
Mastering processing-microstructure complexity through the prediction of thin film structure zone diagrams by generative machine learning models
Lars Banko, Yury Lysogorskiy, Dario Grochla +3
Thin films are ubiquitous in modern technology and highly useful in materials discovery and design. For achieving optimal extrinsic properties their microstructure needs to be cont…