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2022-06-23
A Neural Network approach to reconstructing SuperKEKB beam parameters from beamstrahlung
S. Di CarloG. BonviciniN. A. AlthubitiR. AyadE. De La Cruz-BureloI. DomínguezB. O. El BashirH. FarhatJ. FlanaganR. GillardS. Izaguirre GamezK. KanazawaK. KumaraD. LiventsevP. L. M. Podesta-LermaD. Ricalde-HerrmannD. Rodriguez PerezG. Tejeda-MuñozM. Tobiyama I. Heredia de la Cruz
文献摘要
This work shows how it is possible to reconstruct SuperKEKB’s beam parameters using a Neural Network with beamstrahlung signal from the Large Angle Beamstrahlung Monitor (LABM) as input. We describe the device, the model, and discuss the results.
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