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11–15 Mar 2024
Charles B. Wang Center, Stony Brook University
US/Eastern timezone

The Neural Network First-Level Hardware Track Trigger of the Belle II Experiment

13 Mar 2024, 16:50
20m
Lecture Hall 2 ( Charles B. Wang Center, Stony Brook University )

Lecture Hall 2

Charles B. Wang Center, Stony Brook University

100 Circle Rd, Stony Brook, NY 11794
Oral Track 2: Data Analysis - Algorithms and Tools Track 2: Data Analysis - Algorithms and Tools

Speaker

Christian Kiesling (Max Planck Institut für Physik (DE))

Description

We describe the principles and performance of the first-level ("L1") hardware track trigger of Belle II, based on neural networks. The networks use as input the results from the standard \belleii trigger, which provides ``2D'' track candidates in the plane transverse to the electron-positron beams. The networks then provide estimates for the origin of the 2D track candidates in direction of the colliding beams (z-vertex), as well as their polar emission angles theta. Given the z-vertices of the neural tracks allows identifying events coming from the collision region (z ~ 0), and suppressing the overwhelming background from outside by a suitable cut d. Requiring |z| < d for at least one neural track in an event with two or more 2D candidates will set an L1 trigger. The networks also enable a minimum bias trigger, requiring a single 2D track candidate validated by a neural track with a momentum larger than 0.7 GeV in addition to the |z| condition. The momentum of the neural track is derived with the help of the polar angle theta.

Significance

The Level 1 Neural Network Track Trigger is the first of its kind operating in a high energy physics experiment. It provides even a minimum bias single track trigger, also the first of its kind in an electron-positron experiment.

References

Talk given by collaborator on last year's ACAT conference, giving the status of the hardware development. A publication for NIMA is in preparation.

Experiment context, if any The neural trigger is operating at the Belle II experiment at KEK, Japan

Primary author

Christian Kiesling (Max Planck Institut für Physik (DE))

Co-authors

Alex Lenz (TUM (Inf)) Alois Knoll (TUM (Inf)) Felix Meggendorfer (Max Planck Institut für Physik (DE)) Jürgen Becker (KIT (ITIV)) Kai Unger (KIT (ITIV) Steffen Bähr (KIT (ITIV)) Tobias Jülg (TUM (Inf))

Presentation materials