AIOP Oct. 28, 2024
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AIOP - Polarized Target
Agenda:
- Previous Meeting
- Announcements
- Conferences/Workshops
- CHEP2024 (Oct. 19-25, Krakow, Poland)Oral presentation accepted (Torri)
- ICFA Beam Dynamics Mini-Workshop on Machine Learning for Particle Accelerators (Apr. 8-11 CERN)
- Project Progress
- Data mining/preparation
- GitHub AIOP Project (AIOP-Target issues)
- Milestones: PDF(GitHub AIOP Project AIOP-Target issues FTE Profiles)
- PIER Activities
Middle School Data Science Hackathon Workshop (Oct. 16) Flappy Bird RL Learning- COMPLETED!HUGS mini-Workshop- COMPLETED!
- AOT
Minutes
IOP Target 10-28-24
Attendees:
David, Thomas, Torri, Malachi, Armen, James, Chris, Patrick, Naomi
Progress:
- Armen (<a href="https://www.overleaf.com/3659953933zcpbdccnmzrq#b6e545">Overleaf Document</a>)
- Discussions of overarching plans (publication focus)
- Shared an abstract and outline of a potential future publication
- Step 4: Deploying and Testing Control Solution
- Have a milestone to use cryo test
- There is no chance of fully testing like in situ
- Maxwell suggests some way to “fake” it
- 2027 may have an opportunity with next polarized target experiment
- Step 1: Uncertainty Aware Surrogate Model
- Data driven vs simulation
- Armen desires simulation
- Data driven vs simulation
- Step 2: Control Environment
- Desire “here is the frequency” and give you back polarization over time (simulation)
- Discussion over VaporPressure’s relationship to polarization
- Polarization always better at lower VP
- Torri/James work on a Python simulator
- Discussions of overarching plans (publication focus)
Attendees: Thomas Britton, Torri Jeske, David Lawrence, Armen Kasparian, Naomi Jarvis, Malachi Schram, Chris Keith, Patrick Moran, James Maxwell
David's poor notes
- Armen brought up some discussion points to clarify the project and plans
- We discussed the use of simulation in place of a data-driven surrogate model
- We discussed how the system might be tested
- Chris updated us on the Target testing facility which has been planned for some time
- Pieces are now here
- May be online about 6 months from now