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Machine Learning Techniques for Optics Measurements and Corrections

Recently, various efforts have presented Machine Learning (ML) as a powerful tool for solving accelerator problems. In the LHC a decision tree-based algorithm has been applied to detect erroneous beam position monitors demonstrating successful results in operation. Supervised regression models train...

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Detalles Bibliográficos
Autores principales: Fol, Elena, Franchetti, Giuliano, Tomás García, Rogelio
Lenguaje:eng
Publicado: 2021
Materias:
Acceso en línea:https://dx.doi.org/10.18429/JACoW-IPAC2020-WEVIR12
http://cds.cern.ch/record/2799969