Unified ML Effort in EIC Collider

epic electronics and daq wg 3 20 2025 echelon 0 n.w
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Explore the unified ML initiatives in the EIC Collider led by Linh Nguyen, focusing on creating a global ML infrastructure for improved collider operations and efficiency through use cases and requirements gathering.

  • ML Initiatives
  • EIC Collider
  • Global Infrastructure
  • Use Cases
  • Collider Operations

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  1. ePIC Electronics and DAQ WG - 3/20/2025 Echelon 0 News / Announcements Schedule Mar 27: GTU & Timing Synchronization Updates Apr 1-2: Cherenkov PID project review Apr 3: eRD109 Updates Apr 10: RDO/DAM/GTU protocol ? Potential topics: Tasks needed for fall review / organization of RDO/FEB development, Interface to Collider, Filtering logic, flow control, suggestions ? Apr 17: Echelon 0 ? Potential topics: Frameworks, Data formats/readers, Frame building operation, suggestions ? Week of April 24 -- Combined meeting with SRO WG on monitoring & how its divided between SRO/DAQ Pre-TDR text from DSCs/WGs: By June - Need High Quality Plots - Images --> tables - Editing / updates in some sections Agenda Recent Activities of Interest Digitization Effort in the Software and Computing (and calorimeter WG) Unified ML initiatives starting up in Collider TIC update Revisit / Summarize last months run control state models discussion 3/20/2025 ePIC Electronics and DAQ WG Meeting 1

  2. Digitization Effort in S&C DAQ Files DAQ readers Meeting yesterday: (me, Gerard, Norbert) https://indico.bnl.gov/event/27217/ Dmitry Kalinkin Described Sim Flow. The important point is that the intention is that DAQ data/readers Should be transparently able to insert into this chain at RawHits. The RawHits are logically equivalent to the data from the daq files (if in different format) Also BIC (Minho Kim), LFHCAL (Derk Anderson), Tracking (Yann Bedfer), Low Q2 (Simon Gardner) updates on active digitization efforts We should inspect the RawHits structures to ensure they match the expected electronics info There may be follow-up meetings in conjunction with Electronics&DAQ 3/20/2025 ePIC Electronics and DAQ WG Meeting 2

  3. Unified ML Effort in EIC collider Linh Nguyen organizing a global ML infrastructure for collider She is soliciting use cases in order to generate requirements Two useful ideas Global Time Stamp associated to a global bunch number Digital Thread a global header for system events My opinion is that full ePIC data is not that useful to a unified collider AI, but that we could have a DAQ component that distills useful DAQ/Slow Controls information Use Cases: 1. Machine Protection use Beam Position Monitors to sense instabilities and abort beam before the destroy ePIC detectors 2. After the fact debugging determining causes of backgrounds seen in detectors, or of detector trips, or events. 3. 4. Feedback for collider tuning (Others?) 3/20/2025 ePIC Electronics and DAQ WG Meeting 3

  4. TIC Summary Attending (Me, Fernado, Norbert, Tonko) 1. A scheme now exists for official ePIC technical notes 2. Oskar Hartbrich is coordinator for all CERN test beam requests He requests needs for next 5 years As they are far in the future, they should be short (single line) descriptions 3. Another test beam report (Carlos Camacho for EEEMCal) 4. Detailed discussion of Beam Pipe Constraints for detectors. (Firm 5mm clearance required for all detectors, 10mm for certain detectors). Outlined status of many detectors (Roland Wimmer) 5. No TIC Meeting next week! 3/20/2025 ePIC Electronics and DAQ WG Meeting 4

  5. Summary of Last Months Run Control State Discussion REBOOT, Disconnection Powerup Error Unconnected A small number of states (and transitioning states) are maintained for each component at the DAM board level Transitions are initiated from the run control software through the fast command path to the DAM. Each DAM board interprets transition commands and orchestrates the detailed states of its components Configuration and State Changes (at the component level) are independent of one another. Slow Controls descriptions of detectors are also specified into states, and these states are known to the run control. At the component level there is no run concept. There is only the current list of running components. This list is modified by configuration events This allows the underlying fact of continuously operating systems, and systems coordinated in physics runs beginning and ending at specific times to co-exist The labeling and organization of runs moves to the control logic, and doesn t affect the core DAQ processes This scheme does require splitting of configuration commands Config Full configuration (can be slow) Restart Reconfigures only data routing information (must be fast) Accept Connection SET_ERROR CONFIG Ready STOP_DONE CONFIG configuring DONE_CONFIG stopping Configured START STOP (usually from Server Can be from client) starting DONE_START DONE_RESTART Running PAUSE restarting pausing Paused RESTART DONE_PAUSE START_RECOVERY (from client) DONE_RECOVERY (from client) Auto- recovering 3/20/2025 ePIC Electronics and DAQ WG Meeting 5

  6. Example of Multiple Data Stream Operation Time 10 10 12 12 14 14 16 16 18 18 20 20 22 22 11 11 13 13 15 15 17 17 19 19 21 21 23 23 24 24 25 25 26 26 27 27 28 28 1 1 2 2 3 3 4 4 5 5 6 6 7 7 Restart 8 8 9 9 (Restart) Restart Restart (Restart) (Always On Detectors) (Restart) Config Config Detector 1 Start Start Stop (Restart) Config Detector 2 Start (Restart) Config Detector 3 Start Config Detector to test stream Start Stop Change Detector List Issue Start #2 Issue Stop Global Run #1 Global Run #2 Shift Perspective Issue Start #1 Config Config Main RC Interface Start Stop Config Test RC Interface (If used) Start Stop 3/20/2025 ePIC Electronics and DAQ WG Meeting 6

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