
CALO5D
- contact:
Frank Simon, Karlsruhe, KIT, frank.simon@kit.edu
Lucia Masetti, Mainz, JGU, masetti@uni-mainz.de
Roman Pöschl, Paris-Saclay, IJCLab, roman.poeschl@ijclab.in2p3.frKatja Krüger, Hamburg, DESY, katja.krueger@desy.de
Vincent Boudry, Palaiseau, LLR, boudry@llr.in2p3.fr - funding:
The French Agence Nationale de Recherche (ANR) and the German Deutsche Forschungsgesellschaft (DFG)
The French-German project CALO5D will combine detailed information on particle showers provided by imaging calorimeters (CALO) with precise time information at the cell level, in addition to space and local energy (5D).
CALO5D
Introduction
CALO5D will combine detailed information on particle showers provided by imaging calorimeters (CALO) with precise time information at the cell level, in addition to space and local energy (5D). The exploitation of the information will be assisted by modern machine learning algorithm with the goal to improve the performance of energy reconstruction and particle flow algorithms. The capability of the tools will be demonstrated with performance studies on selected physics channels central to the physics case of future Higgs factories. The results of this project will have a fundamental impact on the design of the next generation high energy physics experiments. To our knowledge, CALO5D will be the first project worldwide to address the application of timing in calorimeters at future Higgs factories in a consistent and coordinated way within a single project.
Motivation
CALO5D targets at a Higgs factory as a next energy-frontier collider. A Higgs factory is an electron-positron collider capable of running at the particle production thresholds of the electroweak bosons (Z pole, W pairs), the Higgs production threshold and at least up to the top pair production, possibly in successive steps. The High Luminosity Upgrade of the Large Hadron collider (HL-LHC) will provide insights, e.g., the measurement of rare decays such as the Higgs boson decaying to a pair of muons as well as improved precision on the measurement of Higgs branching ratios and possibly a first glimpse at the Higgs self-coupling. Beyond this, a future Higgs factory will increase the sensitivity to physics beyond the Standard Model by an order of magnitude. For the planned detectors at such a facility, imaging calorimeters combined with particle flow algorithms have emerged as the de-facto standard concept, following intensive development in the context of the International Linear Collider ILC and the Compact Linear Collider CLIC. These detector concepts and the associated reconstruction paradigms have also been adopted for the circular colliders under study, the FCC-ee and the CEPC.
The precise reconstruction of all products of a particle interaction is of critical importance for the measurement of the properties of elementary particles and their interactions. "Imaging" calorimeters are capable of not just measuring the energy of stopped particles but also of topologically separating their developing particle showers, for which a sufficient spatial granularity is necessary. This separation enables the usage of Particle Flow algorithms that measure the energy of each single particle in the correspondingly best-suited sub-detector and in particular combine them to jet objects, which in the end leads to a better jet energy resolution compared to conventional calorimeters, e.g. crystal-based ones. If in addition to the spatial granularity also a temporal one is used, typically in the order of a few 10 ps, one can enhance the algorithm's ability to correctly separate particle showers. A major goal of CALO5D is to quantify this effect up to its effects on exemplary physics channels, as well as study how such an additional timing measurement can be implemented in hardware.
The project is set for a duration of three years to achieve its objectives:
- Implementation: The proper implementation of time information in the software tools is the basis for obtaining credible results on the benefit of timing in future experiments.
- Extension: Extension of the particle flow algorithms to incorporate timing information for objects and use of Machine Learning techniques.
- Impact: Determination of the impact of the enhanced algorithms on benchmark physics processes.
- Design: Determination and definition of the design requirements for an optimised time resolution of electromagnetic and hadronic calorimeters.
Results Highlights
Publications and Talks
- Y. Shi, V. Boudry: Optimisation of a Silicon–Tungsten Electromagnetic Calorimeter Energy Response to Photons (arXiv draft)
- CALO5D 1st Face-to-Face Meeting Dec 2024 (with contributions from everyone)
- CALO5D 2nd Face-to-Face Meeting Oct 2025 (with contributions from everyone)
- DRDCalo Collaboration Meeting Oct 2024:
- V. Boudry: A SiW-ECAL for HET factories
- DRDCalo AHCAL "Marzipan" Meeting Dec 2024:
- B. Dudar: CALO5D: Introduction and Plans
- A. Klotzbücher, L. Masetti, B. Dudar, e.a.: Plans for Integrated Cooling of the AHCAL
- M. Akbiyik, F. Simon, U. Einhaus: High-D-Calorimeter
- DRDCalo Collaboration Meeting Apr 2025:
- V. Boudry: SiW-ECAL overview
- Y. Shi, X. Xia: SiW-ECAL testbeam results
- DRDCalo WG1 Working Meeting May 2025:
- U. Einhaus: Calo5D Software Overview
- DRDCalo Collaboration Meeting Sep 2025:
- A. Klotzbücher: Development of Integrated Cooling Solutions for the AHCAL
- V. Boudry, Y. Shi, M. Akbiyik: Interim report on the SiW-ECAL
- X. Xia: Software compensation in a highly granular calorimeter with a convolutional neural network
- B. Dudar, U. Einhaus, H. Liang: Impact of timing in calorimeters at future Higgs factories experiments with ML for JER and pattern recognition
- DRDCalo AHCAL "Marzipan" Meeting Dec 2025
- A. Klotzbücher, L. Masetti, B. Dudar, e.a.: Development of Integrated Cooling Solutions for the CALICE AHCAL
- M. Akbiyik: Design of the Readout System for the Future High-D-Calorimeter
- U. Einhaus, B. Dudar: Calorimeter Reconstruction Algorithms with Machine Learning and Timing - News from CALO5D
- DRDCalo WG1 Working Meeting Mar 2026:
- U. Einhaus: Calo5D Software Overview
- DRDCalo Collaboration Meeting Apr 2026:
- R. Pöschl: SiW-ECAL: Experience with small e- linac at DIRAMS
- A. Klotzbücher: Progress in the Development of the Integrated Cooling System for the AHCAL
- V. Boudry: SiW-ECAL testbeam preparation
- J. Marquez: High-granularity Calorimeter Simulation for the SHiP Experiment
- Y. Shi: ML-Based Optimization of SiW-ECAL in terms of Photon Energy Response
- X. Xia: CNN-Based Hadron Energy Regression for the ILD SiW-ECAL AHCAL System
- International Workshop on Advanced Computing and Analysis Techniques in Physics Research (ACAT) Sep 2025:
- U. Einhaus, K. Schäuble, J. Kieseler, A. Brusamolino, e.a.: GNN-based E2E reconstruction in different highly granular calorimeters
- Linear Collider Workshop (LCWS) Oct 2025: talks and proceedings
- Y. Shi, V. Boudry: The re-optimization of the SiW-ECAL for photon measurements
- U. Einhaus, B. Dudar: 5D Calorimetry: Recent Results
- H. Liang, V. Boudry: Preliminary Implementation of Time in APRIL
- CNRS Helmholtz Dark Matter Lab Annual Meeting (DMLab) Oct 2025:
- X. Xia: SiW-ECAL Beamtest ∂ DESY
- J. Marquez, e.a.: SiW-ECAL optimized for LUXE-NPOD
- Deutsche Physikalische Gesellschaft Spring Meeting of the Matter and Cosmos Section (DPG SMuK) Mar 2026
- A. Klotzbücher, L. Masetti, e.a.: Integrated Cooling Solutions for a Highly Granular Scintillator-Based Hadronic Calorimeter
- B. Dudar, L. Masetti: Jet energy resolution in future e+ e-Higgs factory experiments with ML and 5D calorimetry
Links
GIT: https://gitlab.in2p3.fr/calo5d
Meeting agenda: https://indico.desy.de/category/1107