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