20–24 Oct 2025
ADEIT
Europe/Zurich timezone

A Modern Reconstruction and Analysis Framework for the ILD ZHH Study

23 Oct 2025, 12:30
15m
Aula 2.4 (ADEIT)

Aula 2.4

ADEIT

Talk Software (Simulation, Reconstruction, MC generators & Machine Learning) Software (Simulation, Reconstruction, MC generators & Machine Learning)

Speaker

Bryan Bliewert

Description

Measuring the Higgs potential represents one of the main goals of the physics programs of future colliders. At center-of-mass energies of $\sqrt{s} \geq 500 \mathrm{GeV}$, direct access to the self-coupling $\lambda$ is enabled through the ZHH process. The ongoing update of the ILD ZHH analysis focuses on the final state $HH \rightarrow b\bar{b}b\bar{b}$. In our contribution, we discuss recent advancements in event reconstruction, namely in the identification of heavy-quark jets as well as the kinematic reconstruction using corrections of semileptonic decays, kinematic fits and observables based on matrix elements. By basing our analysis on a modern distributed pipelining system (luigi+law), we achieve a highly scalable, automated and fast workflow. Composed of the full chain from event generation, fast simulation, reconstruction and analysis, the workflow can be executed in one go. Through columnar analysis, the event selection is greatly accelerated. We could process O(100M) events in a few hours with O(1000) available nodes.

Authors

Mikael Berggren (Deutsches Elektronen-Synchrotron (DE)) Bryan Bliewert Jenny List (Deutsches Elektronen-Synchrotron (DE)) Dimitris Ntounis (SLAC National Accelerator Laboratory (US)) Taikan Suehara (ICEPP, The University of Tokyo) Junping Tian (University of Tokyo) Julie Munch Torndal (DESY) Caterina Vernieri (SLAC National Accelerator Laboratory (US))

Presentation materials