Speaker
Description
In the next years the ATLAS experiment will undertake major upgrades to cope with the expected increase of luminosity provided by the Phase II of the LHC accelerator. In particular, in the barrel of the muon spectrometer a new triplet of RPC detector will be added and the trigger logic will be performed on FPGAs. We have implemented a new CNN architecture that is able to identify the muon tracks and to determine some kinematical quantities in about 200 ns up to two muons at a time, with the expected noise conditions of Phase II. Then we have synthetised the algorithm on FPGA with the help of HLS4ML and we have satisfied the experimental requirements thanks to other compression techniques, like the knowledge distillation and the quantization aware training.
