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Pulse Shape Simulation and Discrimination using Machine-Learning Techniques
Pulse shape discrimination (PSD) is a basic method for this purpose in many nuclear, high-energy, and rare-event search experiments where scintillator detectors are used.
The mono-Higgs + MET signal at the Large Hadron Collider: a study on the $γγ$ and $b\bar{b}$ final states
The improvement is found to be especially noticeable for the $b{\bar b}$ channel.
High Energy Physics - Phenomenology High Energy Physics - Experiment
A simulation study to distinguish prompt photon from $π^0$ and beam halo in a granular calorimeter using deep networks
In a hadron collider environment identification of prompt photons originating in a hard partonic scattering process and rejection of non-prompt photons coming from hadronic jets or from beam related sources, is the first step for study of processes with photons in final state.
