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@inproceedings{garciamorales:ipac2021-mopab185, author = {H. Garcia Morales and J.F. Cardona and R. Tomás García}, title = {{HL-LHC Local Linear Optics Correction at the Interaction Regions}}, booktitle = {Proc. IPAC'21}, pages = {628--631}, eid = {MOPAB185}, language = {english}, keywords = {quadrupole, optics, interaction-region, simulation, lattice}, venue = {Campinas, SP, Brazil}, series = {International Particle Accelerator Conference}, number = {12}, publisher = {JACoW Publishing, Geneva, Switzerland}, month = {08}, year = {2021}, issn = {2673-5490}, isbn = {978-3-95450-214-1}, doi = {10.18429/JACoW-IPAC2021-MOPAB185}, url = {https://jacow.org/ipac2021/papers/mopab185.pdf}, note = {https://doi.org/10.18429/JACoW-IPAC2021-MOPAB185}, abstract = {{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.}}, }