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TY - CONF AU - Garcia Morales, H. AU - Cardona, J.F. AU - Tomás García, R. ED - Liu, Lin ED - Byrd, John M. ED - Neuenschwander, Regis T. ED - Picoreti, Renan ED - Schaa, Volker R. W. TI - HL-LHC Local Linear Optics Correction at the Interaction Regions 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 - Magnetic imperfections of the HL-LHC inner triplet are expected to generate a significant \beta-beating. For that reason, improved local optics correction techniques at the low-\beta insertions is essential to ensure a high luminosity performance in the HL-LHC. In this study, we compare different strategies for local optics correction at the Interaction Regions with respect to their final performance in terms of residual \beta-beating. Supervised learning techniques are also explored to predict the inner triplet magnetic error contributions. PB - JACoW Publishing CP - Geneva, Switzerland SP - 628 EP - 631 KW - quadrupole KW - optics KW - interaction-region KW - simulation KW - lattice DA - 2021/08 PY - 2021 SN - 2673-5490 SN - 978-3-95450-214-1 DO - doi:10.18429/JACoW-IPAC2021-MOPAB185 UR - https://jacow.org/ipac2021/papers/mopab185.pdf ER -