2nd workshop on Artificial Intelligence for the Electron Ion Collider

Session

AI/ML for Design

Oct 10, 2022, 2:00 PM

room 1019 (William & Mary, Raymond A. Mason School of Business, Alan B. Miller Hall )

Conveners

AI/ML for Design

• Wouter Deconinck (University of Manitoba)
• Evaristo Cisbani (Italian National Institute of Heath and Italian Institute of Nuclear Physics)

1. Tutorial on Ax/Botorch: Multi-Objective Optimization

Max Balandat (Meta/AI Facebook )

10/10/22, 2:00 PM

2. Adaptive experimentation to assist detector design at EIC: from ECCE to ePIC and beyond

karthik suresh (University of Regina)

10/10/22, 2:55 PM

5. AI-driven detector design for the EIC

Benjamin Nachman

10/10/22, 3:20 PM

3. ML application for beam optics control in the LHC

Elena Fol (CERN)

10/10/22, 4:00 PM

Particle accelerator optimization problems deal with non-linear,
multi-objective functions which depend on thousands of time-varying machine components and settings. These properties often meet the limitations of traditional optimization methods and make this problem a perfect candidate for
application of ML-based techniques. In this talk I will present, how ML can improve the control of the...

4. AI/ML overview for accelerator design activities

Todd Satogata (Jefferson Lab)

10/10/22, 4:25 PM