The Calibr-A-Ton: a novel method based on differentiable programming for calorimeter energy calibration

par Olivier Davignon (Laboratoire Leprince-Ringuet)

lundi 26 mai 2025, 14:00 → 15:00 Europe/Paris

Salle de Conference (LLR)

The energy calibration of calorimeters at collider experiments, such as the ones at the CERN Large Hadron Collider, is crucial for achieving the experiments physics objectives. Standard calibration approaches have limitations which become more pronounced as detector granularity increases. We propose a novel calibration procedure to simultaneously calibrate individual detector cells belonging to a particle shower by targeting a well-controlled energy reference. The method bypasses some of the difficulties that exist in more standard approaches, and it is implemented using differentiable programming. Simulated energy deposits in the electromagnetic section of a high-granularity calorimeter are used to study the method and demonstrate its performance. It is shown that the method is able to correct for biases in the energy response.