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 - Hazelwood, K.J. AU - Arnold, J.M.S. AU - Austin, M.R. AU - Berlioz, J.R. AU - Hanlet, P.M. AU - Hu, J.YC. AU - Ibrahim, M.A. AU - Jiang, J. AU - Liu, H. AU - Livaudais-Lewis, A.T. AU - Memik, S. AU - Mitrevski, J. AU - Nagaslaev, V.P. AU - Narayanan, A. AU - Nicklaus, D.J. AU - Pradhan, G. AU - Saewert, A.L. AU - Schupbach, B.A. AU - Seiya, K. AU - Shi, R. AU - Shuping, A.M. AU - Thieme, M. AU - Thurman-Keup, R.M. AU - Tran, N.V. AU - Xu, C. ED - Schaa, Volker RW ED - Götz, Andy ED - Venter, Johan ED - White, Karen ED - Robichon, Marie ED - Rowland, Vivienne TI - Disentangling Beam Losses in The Fermilab Main Injector Enclosure Using Real-Time Edge AI J2 - Proc. of ICALEPCS2023, Cape Town, South Africa, 09-13 October 2023 CY - Cape Town, South Africa T2 - International Conference on Accelerator and Large Experimental Physics Control Systems T3 - 19 LA - english AB - The Fermilab Main Injector enclosure houses two accelerators, the Main Injector and Recycler Ring. During normal operation, high intensity proton beams exist simultaneously in both. The two accelerators share the same beam loss monitors (BLM) and monitoring system. Deciphering the origin of any of the 260 BLM readings is often difficult. The (Accelerator) Real-time Edge AI for Distributed Systems project, or READS, has developed an AI/ML model, and implemented it on fast FPGA hardware, that disentangles mixed beam losses and attributes probabilities to each BLM as to which machine(s) the loss originated from in real-time. The model inferences are then streamed to the Fermilab accelerator controls network (ACNET) where they are available for operators and experts alike to aid in tuning the machines. PB - JACoW Publishing CP - Geneva, Switzerland SP - 273 EP - 279 KW - FPGA KW - real-time KW - controls KW - operation KW - network DA - 2024/02 PY - 2024 SN - 2226-0358 SN - 978-3-95450-238-7 DO - doi:10.18429/JACoW-ICALEPCS2023-TU1BCO06 UR - https://jacow.org/icalepcs2023/papers/tu1bco06.pdf ER -