JACoW is a publisher in Geneva, Switzerland that publishes the proceedings of accelerator conferences held around the world by an international collaboration of editors.
TY - CONF AU - Kain, V. AU - Bruchon, N. AU - Hirlaender, S. AU - Küchler, D. AU - Rodriguez Mateos, B. ED - Maimone, Fabio ED - Schaa, Volker RW ED - Mueller, Raphael TI - Continuous data-driven control of the GTS-LHC ion source at CERN J2 - Proc. of ECRIS2024, Darmstadt, Germany, 15-19 September 2024 CY - Darmstadt, Germany T2 - International Workshop on Electron Cyclotron Resonance Ion Sources T3 - 26 LA - english AB - Recent advances with the CERN infrastructure for machine learning allows to deploy state-of-the-art data-driven control algorithms for stabilising and optimising particle accelerator systems. This contribution summarises the results of the first tests with different continuous control algorithms to optimise the intensity out of the CERN LINAC3 source. The task is particularly challenging due to the different latencies for control parameters that range from instantaneous response, to full response after only ~30 minutes. The next steps and a vision towards full deployment and autonomous source control will also be discussed. PB - JACoW Publishing CP - Geneva, Switzerland SP - 56 EP - 59 KW - injection KW - controls KW - solenoid KW - linac KW - plasma DA - 2024/09 PY - 2024 SN - 2222-5692 SN - 978-3-95450-257-8 DO - doi:10.18429/JACoW-ECRIS2024-MOP11 UR - https://jacow.org/ecris2024/papers/mop11.pdf ER -