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ELENA Extraction Beamline ML Toolkit

Python layer above the MAD‑X ELENA extraction beam line simulation, including machine learning training pipelines for fast magnet tuning.

Overview

  • MAD‑X model of the ELENA extraction beam line (major work by Bharat Rawat)
  • ML pipeline: 4 quadrupole strengths → beam transverse emittance prediction (other beam parameters fixed)

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ML-Based Quadrupole Tuning

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