AIOP Apr. 15, 2024
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AIOP - Polarized Target
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
Minutes
Attendees: Malachi S., Torri J., Thomas B., Jiawei G., David L., Patrick M., and Armen K.
- Torri reached out to Silvia N. about status of polarization extraction for RGC data (still waiting on response).
- Some initial worked started onextracting annealing dates from logbook for RGC.
- Torri and Armen presented slides showing background and signal distributions for the proton and deuteron data, in addition to various data cleaning strategies for RGC.
- SANE data should be cleaned in the same way as RGC. Once this is done then some reduced data files can be given to Armen for some initial modeling.
- There will be a meeting with the Education team at the lab to go over initial planning related to PIER activities.
Action Items
- Malachi suggested PCA (Armen already started this) and UMAP to help cluster data and identify anomalies.
- Once James is back from conference and settled, we'd like to discuss some of the anomalies we have found with him to determine if the data associated with those could be useful or not.
- Along with the previous point, figuring out how much our signal and background distributions change based on other factors (temperature, magnetic field, dose, etc) and how much this affects the extract polarization is of interest.
- I would also love an "offline" version of the polarization fitting script used in the production system. Torri will reach out to James for this.
- In terms of milestones, there is a lot of simulation work that is up and coming. Torri will reach out to James and other polarized target experts to get a sense if any useful simulation work has been done previously.