What Machine Learning Can Do for Focusing Aerogel Detectors

Particle identification at the Super Charm-Tau factory experiment will be provided by a Focusing Aerogel Ring Imaging CHerenkov detector (FARICH). Silicon photomultipliers used for the Cherenkov light detection generate a lot of noise hits that must be mitigated to reduce both the data flow and nega...

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Veröffentlicht in:	Physics of atomic nuclei 2023-10, Vol.86 (5), p.864-868
Hauptverfasser:	Shipilov, F., Barnyakov, A., Bobrovnikov, V., Kononov, S., Ratnikov, F.
Format:	Artikel
Sprache:	eng
Schlagworte:	Aerogels Cerenkov counters Charm (particle physics) Computer vision Detectors ELEMENTARY PARTICLES AND FIELDS/Experiment Image reconstruction Machine learning Noise control Nuclear physics Object recognition Particle and Nuclear Physics Photomultiplier tubes Physics Physics and Astronomy
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