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Predict n=1 Tearing Mode onset on DIII-D using the auton-survival algorithm

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PlasmaControl/TearingModeSurvival

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TearingModeSurvival

A tearing mode prediction model based on the auton-survival deep survival machine.

For simply trying out the model:

  • The models, data and configs are located in the Princeton University clusters such as stellar, in /projects/EKOLEMEN/survival_tm_2/ in folders of their name
  • Use tm_model_simple_analysis.ipynb for trying out predictions on any shot in the database

For more advanced use, the repository includes the following features:

  1. Creating and formatting the database from the data-fetching repo
  2. Training the model
  3. Basic model analysis and inference
  4. Shap analysis

Creating the database

Training the model

Basic model analysis

Shap analysis

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Predict n=1 Tearing Mode onset on DIII-D using the auton-survival algorithm

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