AI RESEARCH
What Machine Learning Can Do for Focusing Aerogel Detectors
arXiv CS.LG
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ArXi:2312.02652v2 Announce Type: replace-cross Particle identification at the Super Charm-Tau factory experiment will be provided by a Focusing Aerogel Ring Imaging CHerenko detector (FARICH). The specifics of detector location make proper cooling difficult, therefore a significant number of ambient background hits are captured. They must be mitigated to reduce the data flow and improve particle velocity resolution. In this work we present several approaches to filtering signal hits, inspired by machine learning techniques from computer vision.