Success rate of the various algorithms over initial beam intensity.

Automated Intensity Optimisation Using Reinforcement Learning at LEIR

N. Madysa, V. Kain, R. Alemany Fernandez, N. Biancacci, B. Goddard, F. M. Velotti CERN 13th Particle Accelerator Conference Abstract High intensities in the Low Energy Ion Ring (LEIR) at CERN are achieved by stacking several multi-turn injec- tions from the pre-accelerator Linac3. Up to seven consec- utive 200 μs long, 200 ms spaced pulses are injected from Linac3 into LEIR. Two inclined septa, one magnetic and one electrostatic, combined with a collapsing horizontal or- bit bump allows a 6-D phase space painting via a linearly ramped mean momentum along the Linac3 pulse and in- jection at high dispersion....

June 12, 2022 · 264 words · RL4AA Collaboration