5D Calorimetry

5D Calorimetry

In 5D calorimetry our goal is to incorporate time information, as captured through the LAr and Tile calorimeters, combined with track measurements for precise vertex t0 reconstruction as a novel feature within the ATLAS experiment framework.

dSiPM Study for Future Detectors

Github Workspace: HG-DREAM G4 simulation: dream 2.06

Photon Occupancy Study

Explore the photon occupancy for different segmentations of the dSiPMs.

Photon distribution display
Photon distribution display in the Cherenkov fiber

Incident Angles Study

Explore how to maximumly utilize the fibers in our calorimeter.

Energy Recontruction & Particle ID with ML

Incorparating more timing information and shower structure information to further improve the energy resolution in the calorimeter.

Recent Tasks

Click to view the breakdown
  1. Follow the Auto-encoder study.
  2. CNN for energy regression with dSiPM-level pixels.