JACoW is a publisher in Geneva, Switzerland that publishes the proceedings of accelerator conferences held around the world by an international collaboration of editors.
@inproceedings{hazelwood:icalepcs2023-tu1bco06,
author = {K.J. Hazelwood and J.M.S. Arnold and M.R. Austin and J.R. Berlioz and P.M. Hanlet and J.YC. Hu and M.A. Ibrahim and J. Jiang and H. Liu and A.T. Livaudais-Lewis and S. Memik and J. Mitrevski and V.P. Nagaslaev and A. Narayanan and D.J. Nicklaus and G. Pradhan and A.L. Saewert and B.A. Schupbach and K. Seiya and R. Shi and A.M. Shuping and M. Thieme and R.M. Thurman-Keup and N.V. Tran and C. Xu},
% author = {K.J. Hazelwood and J.M.S. Arnold and M.R. Austin and J.R. Berlioz and P.M. Hanlet and J.YC. Hu and others},
% author = {K.J. Hazelwood and others},
title = {{Disentangling Beam Losses in The Fermilab Main Injector Enclosure Using Real-Time Edge AI}},
% booktitle = {Proc. ICALEPCS'23},
booktitle = {Proc. 19th Int. Conf. Accel. Large Exp. Phys. Control Syst. (ICALEPCS'23)},
eventdate = {2023-10-09/2023-10-13},
pages = {273--279},
paper = {TU1BCO06},
language = {english},
keywords = {FPGA, real-time, controls, operation, network},
venue = {Cape Town, South Africa},
series = {International Conference on Accelerator and Large Experimental Physics Control Systems},
number = {19},
publisher = {JACoW Publishing, Geneva, Switzerland},
month = {02},
year = {2024},
issn = {2226-0358},
isbn = {978-3-95450-238-7},
doi = {10.18429/JACoW-ICALEPCS2023-TU1BCO06},
url = {https://jacow.org/icalepcs2023/papers/tu1bco06.pdf},
abstract = {{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. }},
}