Machine Learning Collaboration Meeting

Name: Machine Learning Collaboration Meeting
Start: 2024-08-21T08:30:00-04:00
End: 2024-08-22T17:00:00-04:00
Location: Brookhaven National Laboratory

21 Aug 2024, 08:30 → 22 Aug 2024, 17:00 US/Eastern

Seminar Room, Science Education Center, Bldg. 438 (Brookhaven National Laboratory)

Seminar Room, Science Education Center, Bldg. 438

Brookhaven National Laboratory

Georg Hoffstaetter (Cornell), Kevin Brown (C-AD)

Description

Group photo for upload

Participants will meet to present and discuss strategies for the DOE funded project, Beam polarization increase in the BNL hadron injectors through physics-informed Bayesian Learning.

Thank you to RadiaSoft for sponsoring the coffee breaks.

Zoom Link

Meeting ID: 161 674 1955
Passcode: 677694

Christina Blas, Coordinator

cblas@bnl.gov

631-344-4853

Registration

Particpants

Participants

16 View full list

Wednesday 21 August
- Wed 21 Aug
- Thu 22 Aug
- 1
  
  Welcome & Introduction
  
  Speaker: Kevin Brown (C-AD)
- 2
  
  Overview of polarized proton acceleration and highlights of the current RHIC run
  
  Speaker: Vincent Schoefer (CAD)
  
  MLWorkshop_2024.pptx
- 3
  
  Status of accurate accelerator models for L2B, Booster, BtL, and AGS
  
  Speaker: Eiad Hamwi (Cornell University)
  
  Hamwi Talk.pptx
- 10:30
  
  Coffee Break
- 4
  
  Experimental examples of Bayesian Optimization at BNL
  
  Speaker: Lucy Lin (Cornell University)
  
  CollabMeet_BO.pptx
- 5
  
  Status of bunch-merge simulations and experiments using Reinforcement Learning
  
  Speaker: Yuan Gao
  
  Gao Talk.pptx
- 12:30
  
  Lunch - On your own
- 13:30
  
  Tour of the pre accelerator chain, polarized source to AGS
- 15:30
  
  Coffee Break
- 6
  
  Overview of Uncertainty Quantification and application to p-p acceleration
  
  Speaker: Nathan Urban (Brookhaven National Laboratory)
  
  Urban talk.pdf
- 7
  
  Basis of Bayesian Optimization - connecting theory to experiment
  
  Speaker: Yinan Wang
  
  Yinan Talk.pptx
- 17:00
  
  Open discussion on what ML procedure to use
- 18:00
  
  Dinner (No-Host) Varney's Restaurant - 2109 Montauk Hwy, Brookhaven, NY 11719
Thursday 22 August
- Wed 21 Aug
- Thu 22 Aug
- 8
  
  Application options of the JLAB approach to reinforcement learning
  
  Speaker: Armen Kasparian
  
  Armen talk.pptx
- 9
  
  Connecting Bmad and BNL control systems - Digital Twin preparations
  
  Speaker: Kiel Hock (Brookhaven National Laboratory)
  
  Integrating_Digital_Twins_into_the_C_AD_Controls_System.pdf
- 10
  
  Applications of international ML experiences in the Linac to RHIC chain
  
  Speaker: Auralee Edelen (SLAC/Stanford)
  
  Edelen_Talk.pdf
- 10:45
  
  Coffee Break Seminar Room, Science Education Center, Bldg. 438
  
  Seminar Room, Science Education Center, Bldg. 438
  
  Brookhaven National Laboratory
- 11
  
  Bmad Julia - what new code do ML applications need
  
  Speaker: David Sagan (faculty@cornell.edu;member@cornell.edu;alum@cornell.edu;employee@cornell.edu)
  
  Bmad-Julia-ML.pptx
- 12
  
  Improved emittance measurements
  
  Speaker: Jon Edelen (RadiaSoft)
- 12:30
  
  Lunch - On your own
- 13
  
  Steps toward digital twins
  
  Speaker: Lucy Lin (Cornell University)
  
  CollabMeet_DigitalTwin.pptx
- 14
  
  Summary, and brain storming
  
  Speaker: Georg Hoffstaetter (Cornell)
  
  Georg Talk.pptx
- 14:45
  
  Coffee Break Seminar Room, Science Education Center, Bldg. 438
  
  Seminar Room, Science Education Center, Bldg. 438
  
  Brookhaven National Laboratory
- 15:00
  
  Discussion on future schedules for weekly mtgs, machine studies, milestone mtgs, collaboration mtgs, DOE report preparations, publications, conference participations, etc.