Machine learning for scattering data: strategies, perspectives and applications to surface scattering

por Hinderhofer, Alexander, Greco, Alessandro, Starostin, Vladimir, Munteanu, Valentin, Pithan, Linus, Gerlach, Alexander, Schreiber, Frank
Publicado 2023

Fast fitting of reflectivity data of growing thin films using neural networks

por Greco, Alessandro, Starostin, Vladimir, Karapanagiotis, Christos, Hinderhofer, Alexander, Gerlach, Alexander, Pithan, Linus, Liehr, Sascha, Schreiber, Frank, Kowarik, Stefan
Publicado 2019

Neural network analysis of neutron and X-ray reflectivity data: automated analysis using mlreflect, experimental errors and feature engineering

por Greco, Alessandro, Starostin, Vladimir, Edel, Evelyn, Munteanu, Valentin, Rußegger, Nadine, Dax, Ingrid, Shen, Chen, Bertram, Florian, Hinderhofer, Alexander, Gerlach, Alexander, Schreiber, Frank
Publicado 2022

Reverse-engineering method for XPCS studies of non-equilibrium dynamics

por Ragulskaya, Anastasia, Starostin, Vladimir, Begam, Nafisa, Girelli, Anita, Rahmann, Hendrik, Reiser, Mario, Westermeier, Fabian, Sprung, Michael, Zhang, Fajun, Gutt, Christian, Schreiber, Frank
Publicado 2022

Closing the loop: autonomous experiments enabled by machine-learning-based online data analysis in synchrotron beamline environments

por Pithan, Linus, Starostin, Vladimir, Mareček, David, Petersdorf, Lukas, Völter, Constantin, Munteanu, Valentin, Jankowski, Maciej, Konovalov, Oleg, Gerlach, Alexander, Hinderhofer, Alexander, Murphy, Bridget, Kowarik, Stefan, Schreiber, Frank
Publicado 2023

Automated matching of two-time X-ray photon correlation maps from phase-separating proteins with Cahn–Hilliard-type simulations using auto-encoder networks

por Timmermann, Sonja, Starostin, Vladimir, Girelli, Anita, Ragulskaya, Anastasia, Rahmann, Hendrik, Reiser, Mario, Begam, Nafisa, Randolph, Lisa, Sprung, Michael, Westermeier, Fabian, Zhang, Fajun, Schreiber, Frank, Gutt, Christian
Publicado 2022

Advice on describing Bayesian analysis of neutron and X-ray reflectometry

por McCluskey, Andrew R., Caruana, Andrew J., Kinane, Christy J., Armstrong, Alexander J., Arnold, Thomas, Cooper, Joshaniel F. K., Cortie, David L., Hughes, Arwel V., Moulin, Jean-Francois, Nelson, Andrew R. J., Potrzebowski, Wojciech, Starostin, Vladimir
Publicado 2023