ICALEPCS 2021: 2nd Data Science and Machine Learning Workshop

Friday, 15 October 2021 - 12:00
Remote

        : Sessions
    /     : Talks
        : Breaks
15 Oct 2021
AM
PM
12:00 Workshop Introduction - Marco Lonza (Elettra Sincrotrone Trieste) Manuel Gonzalez Berges (CERN)  
12:10
Overview Session (until 13:55)
12:10 Machine learning for accelerators: a physicist approach - Pierre Schnizer (BESSY)  
12:45 AI/ML Operational challenges at SLAC's accelerators & Collaborating Facilities - Auralee Linscott Edelen  
13:20 ML and optimization algorithms for CERN accelerators - Verena Kain (CERN)  
13:55 Break  
14:10
Project Presentations (until 16:10)
14:10 LSTM model for the automatic LHC collimator alignment - Gabriella Azzopardi (CERN)  
14:35 Report on the Artificial Intelligence workshop at EuXFEL - Danilo Ferreira de Lima  
14:50 Automatic Serial Femtosecond Crystallography online analysis with Reinforcement Learning - Danilo Ferreira De Lima (Ruprecht Karls Universitaet Heidelberg (DE))  
15:10 Report on LEAPS Integrated Platform workshop - Marco Calvi (PSI)  
15:30 Machine Learning for the Tune Estimation in the LHC - Leander Grech (University of Malta (MT))  
15:50 Peek to some recent ML Activities at DESY - Raimund Kammering (DESY)  
16:00 Machine Learning for Failure Detection on RF Cavities - Antonin Sulc (DESY)  
16:10
Submitted Topics & Problems for discussion (until 16:25)
16:25 Conclusion