6–10 Nov 2023
DESY
Europe/Zurich timezone

caloutils - Utilities and Metrics for Generative Models of Calorimeter Showers

9 Nov 2023, 11:00
15m
Main Auditorium (DESY)

Main Auditorium

DESY

Speaker

Mr Moritz Scham (Deutsches Elektronen-Synchrotron (DE))

Description

caloutils is a Python package built to simplify and streamline the handling, processing, and analysis of 4D point cloud data derived from calorimeter showers in high-energy physics experiments. The package includes tools to map between continuous point clouds and discrete calorimeter cells.
Furthermore, the library contains models for evaluating the performance of generative models of calorimeter showers.
As the library is fully based on point clouds, the provided tools and metrics should apply to any calorimeter and scale well with the number of cells.

Authors

Benno Kach (Deutsches Elektronen-Synchrotron (DE)) Dirk Krucker (Deutsches Elektronen-Synchrotron (DE)) Mr Moritz Scham (Deutsches Elektronen-Synchrotron (DE)) Simon Schnake (Deutsches Elektronen-Synchrotron (DE))

Presentation materials