2nd ICFA Workshop on Machine Learning for Charged Particle Accelerators

Europe/Zurich
OSGA/EG06 (Villigen PSI)

OSGA/EG06

Villigen PSI

East Area
Andreas ADELMANN
Description

    We are pleased to announce the second ICFA Workshop on Machine Learning (ML)

 

The goal of this workshop series is to build a world-wide community of researchers interested in applying machine learning techniques to paritcle accelerators. Machine Learning for acccelerator science will include both accelerator physicists and computer scientists. This workshop has the following goals:

  • collect and unify the community's understanding of the relevant state-of-the-art ML techniques
  • provide simple tutorials covering machine learning for accelerator physicists and engineers
  • seed collaborations between laboratories, academia and industry
Given the early state of machine learning at accelerator facilities, we will place a heavy emphasis on discussions, collaboration planning and poster sessions, with only a few general presentations.

Venue and Accommodation

    • 8:00 AM 9:00 AM
      Registration OSGA/EG06

      OSGA/EG06

      Villigen PSI

      East Area

      Welcome desk open, registration, name badges

    • 9:00 AM 10:45 AM
      Tutorial OSGA/EG06

      OSGA/EG06

      Villigen PSI

      East Area
      • 9:00 AM
        Introduction to the Computing Environment 15m
        Speakers: Jon Edelen (Radiasoft), Robert Nagler (Radiasoft)
      • 9:15 AM
        Data Analysis and Regression 1h 30m
        Speaker: Jochem Snuverink (PSI)
    • 10:45 AM 11:00 AM
      Coffee Break OSGA/EG06

      OSGA/EG06

      Villigen PSI

      East Area
    • 11:00 AM 12:30 PM
      Tutorial OSGA/EG06

      OSGA/EG06

      Villigen PSI

      East Area
    • 12:30 PM 1:30 PM
      Lunch OASE Restaurant

      OASE Restaurant

      Villigen PSI

      East Area
    • 1:30 PM 3:30 PM
      Tutorial OSGA/EG06

      OSGA/EG06

      Villigen PSI

      East Area
    • 3:30 PM 4:00 PM
      Coffee Break OSGA Lobby

      OSGA Lobby

      Villigen PSI

      East Area
    • 4:00 PM 5:30 PM
      Tutorial OSGA/EG06

      OSGA/EG06

      Villigen PSI

      East Area
    • 6:00 PM 7:30 PM
      Social Event: Winery visit and wine tasting Hotel Restaurant Zum Sternen

      Hotel Restaurant Zum Sternen

      Würenlingen
    • 9:00 AM 9:30 AM
      Machine Learning - Optimizing beam lifetimes in the LHC 30m OSGA/EG06

      OSGA/EG06

      Villigen PSI

      East Area
      Speaker: Loic Thomas Davies Coyle (CERN)
    • 9:30 AM 10:00 AM
      Machine Learning Based Surrogate Models for Beam Dynamics 30m OSGA/EG06

      OSGA/EG06

      Villigen PSI

      East Area
      Speaker: Auralee Edelen (SLAC National Accelerator Laboratory)
    • 10:00 AM 10:30 AM
      Methods for data-cleaning 30m OSGA/EG06

      OSGA/EG06

      Villigen PSI

      East Area
      Speaker: Jonathan Edelen (RadiaSoft)
    • 10:30 AM 11:00 AM
      Coffee Break OSGA Lobby

      OSGA Lobby

      Villigen PSI

      East Area
    • 11:00 AM 12:00 PM
      Towards Safe Reinforcement Learning 1h OSGA/EG06

      OSGA/EG06

      Villigen PSI

      East Area
      Speaker: Prof. Andreas Krause (ETHZ)
    • 12:00 PM 12:30 PM
      Discussion 30m OSGA/EG06

      OSGA/EG06

      Villigen PSI

      East Area
    • 12:30 PM 2:00 PM
      Lunch OASA Restaurant

      OASA Restaurant

      Villigen PSI

      East Area
    • 2:00 PM 2:30 PM
      Analysis of SPEAR3 injection history data with neural network 30m OSGA/EG06

      OSGA/EG06

      Villigen PSI

      East Area
      Speaker: Xiaobiao Huang (SLAC)
    • 2:30 PM 3:00 PM
      Application of machine learning in lattice design and correction 30m OSGA/EG06

      OSGA/EG06

      Villigen PSI

      East Area
      Speaker: Yongjun Li (BNL)
    • 3:00 PM 3:30 PM
      Coffee Break OSGA Lobby

      OSGA Lobby

      Villigen PSI

      East Area
    • 3:30 PM 4:00 PM
      SRF Fault Classification using Machine Learning 30m OSGA/EG06

      OSGA/EG06

      Villigen PSI

      East Area
      Speaker: Chris Tennant (Jefferson Laboratory)
    • 4:00 PM 4:30 PM
      Classification of LHC beam mode transition from beam loss data 30m OSGA/EG06

      OSGA/EG06

      Villigen PSI

      East Area
      Speaker: Gianluca Valentino (University of Malta)
    • 4:30 PM 5:00 PM
      Anomaly detection for beam transfer installations 30m OSGA/EG06

      OSGA/EG06

      Villigen PSI

      East Area
      Speaker: Pieter Van Trappen (CERN)
    • 5:00 PM 5:30 PM
      Machine Learning at the SNS accelerator 30m OSGA/EG06

      OSGA/EG06

      Villigen PSI

      East Area
      Speaker: Willem Blokland (ORNL)
    • 5:30 PM 6:00 PM
      Bayesian Methods for Anomaly Detection 30m OSGA/EG06

      OSGA/EG06

      Villigen PSI

      East Area
      Speaker: Ayla Nawaz (DESY)
    • 6:00 PM 8:00 PM
      Dinner OASE PSI Restaurant

      OASE PSI Restaurant

      Villigen PSI

      East Area

      OASE PSI Restaurant

    • 9:00 AM 12:00 PM
      PSI Tour: SwissFel and HIPA

      visit of SwissFEL Facility
      visit of HIPA: Particle Beams, Accelerator Complex

    • 12:00 PM 1:30 PM
      Lunch OASE Restaurant

      OASE Restaurant

      Villigen PSI

      East Area
    • 1:30 PM 3:00 PM
    • 3:00 PM 4:00 PM
      Social Event: departure for optional ski weekend in the Swiss mountains OSGA/EG06

      OSGA/EG06

      Villigen PSI

      East Area