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TY - CONF AU - Narayanan, A. AU - Hazelwood, K.J. AU - Ibrahim, M.A. AU - Liu, H. AU - Memik, S. AU - Nagaslaev, V.P. AU - Nicklaus, D.J. AU - Prieto, P.S. AU - Schupbach, B.A. AU - Seiya, K. AU - Shi, R. AU - Thieme, M. AU - Thurman-Keup, R.M. AU - Tran, N.V. ED - Liu, Lin ED - Byrd, John M. ED - Neuenschwander, Regis T. ED - Picoreti, Renan ED - Schaa, Volker R. W. TI - Optimizing Mu2e Spill Regulation System Algorithms J2 - Proc. of IPAC2021, Campinas, SP, Brazil, 24-28 May 2021 CY - Campinas, SP, Brazil T2 - International Particle Accelerator Conference T3 - 12 LA - english AB - A slow extraction system is being developed for the Fermilab’s Delivery Ring to deliver protons to the Mu2e experiment. During the extraction, the beam on target experiences small intensity variations owing to many factors. Various adaptive learning algorithms will be employed for beam regulation to achieve the required spill quality. We discuss here preliminary results of the slow and fast regulation algorithms validation through the computer simulations before their implementation in the FPGA. Particle tracking with sextupole resonance was used to determine the fine shape of the spill profile. Fast semi-analytical simulation schemes and Machine Learning models were used to optimize the fast regulation loop. PB - JACoW Publishing CP - Geneva, Switzerland SP - 4281 EP - 4284 KW - extraction KW - controls KW - simulation KW - network KW - resonance DA - 2021/08 PY - 2021 SN - 2673-5490 SN - 978-3-95450-214-1 DO - doi:10.18429/JACoW-IPAC2021-THPAB243 UR - https://jacow.org/ipac2021/papers/thpab243.pdf ER -