3 papers
cs.LG2023
Beyond PID Controllers: PPO with Neuralized PID Policy for Proton Beam Intensity Control in Mu2e
Chenwei Xu, Jerry Yao-Chieh Hu, Aakaash Narayanan +21
We introduce a novel Proximal Policy Optimization (PPO) algorithm aimed at addressing the challenge of maintaining a uniform proton beam intensity delivery in the Muon to Electron…
cs.AR2023
ML-based Real-Time Control at the Edge: An Approach Using hls4ml
R. Shi, S. Ogrenci, J. M. Arnold +16
This study focuses on implementing a real-time control system for a particle accelerator facility that performs high energy physics experiments. A critical operating parameter in t…
physics.acc-ph2023
GUI Control System for the Mu2e Electrostatic Septum High Voltage at Fermilab
R. Kibbee, E. Prebys, V. Nagaslaev
The Mu2e Experiment has stringent beam structure requirements; namely, its proton bunches with a time structure of 1.7 s in the Fermilab Delivery Ring. This beam structure will…