Machine Learning Collaboration Meeting

Aug 21, 2024, 8:30 AM → Aug 22, 2024, 5:00 PM US/Eastern

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

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

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

 

Wednesday, August 21

8:30 AM → 9:00 AM Welcome & Introduction

Speaker: Kevin Brown (C-AD)

9:00 AM → 9:45 AM Overview of polarized proton acceleration and highlights of the current RHIC run

Speaker: Vincent Schoefer (CAD)

MLWorkshop_2024.pptx

9:45 AM → 10:30 AM Status of accurate accelerator models for L2B, Booster, BtL, and AGS

Speaker: Eiad Hamwi (Cornell University)

Hamwi Talk.pptx

10:30 AM → 11:00 AM Coffee Break

11:00 AM → 11:45 AM Experimental examples of Bayesian Optimization at BNL

Speaker: Lucy Lin (Cornell University)

CollabMeet_BO.pptx

11:45 AM → 12:30 PM Status of bunch-merge simulations and experiments using Reinforcement Learning

Speaker: Yuan Gao

Gao Talk.pptx

12:30 PM → 1:30 PM Lunch - On your own

1:30 PM → 3:30 PM Tour of the pre accelerator chain, polarized source to AGS

3:30 PM → 4:00 PM Coffee Break

4:00 PM → 4:30 PM Overview of Uncertainty Quantification and application to p-p acceleration

Speaker: Nathan Urban (Brookhaven National Laboratory)

Urban talk.pdf

4:30 PM → 5:00 PM Basis of Bayesian Optimization - connecting theory to experiment

Speaker: Yinan Wang

Yinan Talk.pptx

5:00 PM → 6:00 PM Open discussion on what ML procedure to use

6:00 PM → 8:00 PM Dinner (No-Host) Varney's Restaurant - 2109 Montauk Hwy, Brookhaven, NY 11719

Thursday, August 22

8:30 AM → 9:15 AM Application options of the JLAB approach to reinforcement learning

Speaker: Armen Kasparian

Armen talk.pptx

9:15 AM → 10:00 AM 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

10:00 AM → 10:45 AM Applications of international ML experiences in the Linac to RHIC chain

Speaker: Auralee Edelen (SLAC/Stanford)

Edelen_Talk.pdf

10:45 AM → 11:00 AM Coffee Break

11:00 AM → 11:45 AM 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

11:45 AM → 12:30 PM Improved emittance measurements

Speaker: Jon Edelen (RadiaSoft)

12:30 PM → 1:30 PM Lunch - On your own

1:30 PM → 2:00 PM Steps toward digital twins

Speaker: Lucy Lin (Cornell University)

CollabMeet_DigitalTwin.pptx

2:00 PM → 2:45 PM Summary, and brain storming

Speaker: Georg Hoffstaetter (Cornell)

Georg Talk.pptx

2:45 PM → 3:00 PM Coffee Break

3:00 PM → 4:30 PM Discussion on future schedules for weekly mtgs, machine studies, milestone mtgs, collaboration mtgs, DOE report preparations, publications, conference participations, etc.