GAN with an Auxiliary Regressor for the Fast Simulation of the Electromagnetic Calorimeter Response

Understand

High energy physics experiments essentially rely on simulated data for physics analyses.

• However, running detailed simulation models requires a tremendous amount of computation resources.
• New approaches to speed up detector simulation are therefore needed.
• The generation of calorimeter responses is often the most expensive component of the simulation chain for HEP experiments.