MAROC sum readout electronics combined with multilayer perceptron models on quadrant and pixel data achieve over 90% pion and kaon efficiencies for π/K separation in Geant4 simulations of the SoLID heavy-gas Cherenkov detector with beam background, outperforming simple photoelectron counting.
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Readout and PID using AIML for SoLID High Background Cherenkov Detectors
MAROC sum readout electronics combined with multilayer perceptron models on quadrant and pixel data achieve over 90% pion and kaon efficiencies for π/K separation in Geant4 simulations of the SoLID heavy-gas Cherenkov detector with beam background, outperforming simple photoelectron counting.