Speakers
Foma Shipilov
Fedor Ratnikov
(NRU Higher School of Economics)
Description
Particle identification at the Super Charm-Tau factory experiment will be provided by a Focusing multilayer Aerogel
ring imaging Cherenkov detector FARICH. Due to hardware constraints the detector captures a great amount of noise
which must be mitigated to reduce both a data flow and further storage space.
In this presentation we present our approach to filtering signal hits. The approach is inspired by object detection
techniques for computer vision. Several ML based approaches to the FARICH reconstruction problem in different settings
are also discussed.
