"Fast Simulation with Deep Learning Techniques on Geant4"

"In High Energy Physics (HEP) experiments, simulation plays an impor-tant role on the data analysis, theory models evaluation and detector designchoices. The increase of energy and luminosity of the particle accelerators leadto correspondingly larger amount of simulated data that is required. There-fore,the available resources will soon be exceeded for the computation needsof the current detailed simulation. The fast simulation (FastSim), where thedetailed tracking of particles is replaced by some parameterised algorithmswill be, therefore, the only possible option. Deep Learning techniques is oneapproach for implementing FastSim tools."