AIOP Jul. 15, 2024
The current weekly meeting time is every other Monday at 13:00 US/Eastern
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Meeting URL: https://jlab-org.zoomgov.com/j/1615888669?pwd=MnhGVUhpeEd3NVpnTGxoZHJManNBdz09&from=addon
Meeting ID: 161 588 8669
Passcode: 561441
AIOP - Polarized Photon Source
Agenda:
- Previous Meeting
- Announcements
- Project Progress
- Data mining/preparation
- GitHub AIOP Project (AIOP-Photon issues)
- Task assignments (FTE Profiles)
- PIER Activities
- Middle School Data Science Hackathon Workshop
- HUGS mini-Workshop
- AOT
Announcements
- Torri will make slides and circulate for CAARI-SNEAP
- Patrick will write and circulate abstract for PTSP2024
- Jiawei will be visiting for 3 weeks (!!)
Minutes
- Review of last meeting's notes
- Jiawei's slides
- Used nominal coherent peak positions from wiki page Naomi sent (will try and get link)
- Found cases of improper operation of the diamond, for example run 41178. Any guesses as to who was on shift ;)
- Discussion on how to account for operator error and if predictions can be made about peak position based on past measurements.
- Armen
- Gave an initial walk through of environment implementation
- Goal of environment is to get the edge to desired position by adjusting pitch and yaw. The state space consists of pitch, yaw, plane, mode, phi022, edge, req_edge, beam positions in x and y (assuming 5C11B?)
- should sample historical data for initial values for reset function
- Patrick
- Recent Friday ML focused meetings where we discussed RL implementation using JLab DS toolkit
- Developed an environment in OpenAI Gymnasium
- Reviewed Ken Livingston formula
Action Items
- Abstract and presentation drafts from Patrick and Torri
- Data prep/analysis/visualization:
- Share location of data files for use in RL and for visualization
- Add active collimator X and Y positions to datasets
- RL Implementation
- Review reset and reward functions and use historical data for reference values instead of random values
- Write a unit test to confirm that pitch and yaw angle changes occur in one step
- Do some sanity checking with a trivial example to verify results with known reset conditions