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Milestones

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  • M08 Deploy in Hall-B

    Integrate models and appropriate codes into the AI/ML controls ecosystem and deploy in Hall-B.

    Overdue by 6 month(s)
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    Due by October 1, 2025
    0% complete0 open0 closed

  • M07 Test Model using Test Facility

    Utilize the Polarized Target Group’s test facility to test the model and further refine it.

    Overdue by 8 month(s)
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    Due by August 1, 2025
    0% complete0 open0 closed

  • M06 Model Performance Testing and Optimization

    Test model against simulation and adjust to optimize performance.

    Overdue by 1 year(s)
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    Due by May 1, 2025
    0% complete0 open0 closed

  • M05 Microwave Frequency Control Model

    Identify and train an appropriate model for controlling microwave frequency based on historical data and direct NMR feedback. This should start with a Deep Reinforcement Learning model.

    Overdue by 1 year(s)
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    Due by February 1, 2025
    0% complete0 open0 closed

  • M04 NMR Signal Extraction

    Implement signal extraction technique for accurate extraction of NMR signal from electronics background.

    Overdue by 1 year(s)
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    Due by November 1, 2024
    •0/2 issues closed
    0% complete2 open0 closed

  • M03 Curate NMR Waveform Data

    Collect historical waveform data for NMR signal from polarized target and prepare for use in model training.

    Overdue by 1 year(s)
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    Due by August 1, 2024
    •1/1 issues closed
    100% complete0 open1 closed

  • M02 Simulation of Target Polarization

    Develop simulation of target polarization behavior based on historical archives that can be used for AI/ML model development. Simulation should generate NMR-like waveforms with background and signal changing in a way similar to what is observed in real data. The simulation should be configurable so it can generate much worse and much better conditions than the nominal. This may be written in any language.

    Overdue by 1 year(s)
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    Due by July 4, 2024
    •0/3 issues closed
    0% complete3 open0 closed

  • M01 Identify and Curate Historical Data

    Identify and curate appropriate historical data sets of measured polarization. This will include the CLAS12 Run Group C archives.

    Overdue by 2 year(s)
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    Due by April 4, 2024
    •3/3 issues closed
    100% complete0 open3 closed