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Optics corrections using machine learning in the LHC

Optics corrections in the LHC are based on a response matrix between available correctors and observables. Supervised learning has been applied to optics correction in the LHC demonstrating promising results on simulations and demonstrating the ability to reach acceptably low $\beta$-beating. A comp...

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Detalles Bibliográficos
Autores principales: Fol, Elena, Coello de Portugal, Jaime Maria, Franchetti, Giuliano, Tomás, Rogelio
Lenguaje:eng
Publicado: 2019
Materias:
Acceso en línea:https://dx.doi.org/10.18429/JACoW-IPAC2019-THPRB077
http://cds.cern.ch/record/2690544