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LHCb’s Forward Tracking algorithm for the Run 3 CPU-based online track reconstruction sequence

In Run 3 of the LHC the LHCb experiment faces very high data rates containing beauty and charm hadron decays. Thus the task of the trigger is not to select any beauty and charm events, but to select those containing decays interesting for the LHCb physics programme. LHCb has therefore implemented a...

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Autor principal: Günther, Paul Andre
Lenguaje:eng
Publicado: 2022
Materias:
Acceso en línea:http://cds.cern.ch/record/2819858
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author Günther, Paul Andre
author_facet Günther, Paul Andre
author_sort Günther, Paul Andre
collection CERN
description In Run 3 of the LHC the LHCb experiment faces very high data rates containing beauty and charm hadron decays. Thus the task of the trigger is not to select any beauty and charm events, but to select those containing decays interesting for the LHCb physics programme. LHCb has therefore implemented a real-time data processing strategy to trigger directly on reconstructed events. The first stage of the purely software-based trigger is implemented on GPUs performing a partial event reconstruction. In the second stage of the software trigger, the full, offline-quality event reconstruction is performed on CPUs, with a crucial part being track reconstruction, balancing track finding efficiency, fake track rate and event throughput. In these proceedings, LHCb's CPU-based track reconstruction sequence for Run 3 is presented, highlighting the "Forward Tracking", which is the algorithm that reconstructs charged particle trajectories traversing all of LHCb's tracking detectors. To meet event throughput requirements, the "Forward Tracking" uses SIMD instructions in several core parts of the algorithm, such as the Hough transform and cluster search. These changes led to an improvement of the algorithm's event throughput by 60%.
id cern-2819858
institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2022
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spelling cern-28198582022-11-14T14:24:03Zhttp://cds.cern.ch/record/2819858engGünther, Paul AndreLHCb’s Forward Tracking algorithm for the Run 3 CPU-based online track reconstruction sequenceParticle Physics - ExperimentIn Run 3 of the LHC the LHCb experiment faces very high data rates containing beauty and charm hadron decays. Thus the task of the trigger is not to select any beauty and charm events, but to select those containing decays interesting for the LHCb physics programme. LHCb has therefore implemented a real-time data processing strategy to trigger directly on reconstructed events. The first stage of the purely software-based trigger is implemented on GPUs performing a partial event reconstruction. In the second stage of the software trigger, the full, offline-quality event reconstruction is performed on CPUs, with a crucial part being track reconstruction, balancing track finding efficiency, fake track rate and event throughput. In these proceedings, LHCb's CPU-based track reconstruction sequence for Run 3 is presented, highlighting the "Forward Tracking", which is the algorithm that reconstructs charged particle trajectories traversing all of LHCb's tracking detectors. To meet event throughput requirements, the "Forward Tracking" uses SIMD instructions in several core parts of the algorithm, such as the Hough transform and cluster search. These changes led to an improvement of the algorithm's event throughput by 60%.LHCb-PROC-2022-009CERN-LHCb-PROC-2022-009oai:cds.cern.ch:28198582022-07-26
spellingShingle Particle Physics - Experiment
Günther, Paul Andre
LHCb’s Forward Tracking algorithm for the Run 3 CPU-based online track reconstruction sequence
title LHCb’s Forward Tracking algorithm for the Run 3 CPU-based online track reconstruction sequence
title_full LHCb’s Forward Tracking algorithm for the Run 3 CPU-based online track reconstruction sequence
title_fullStr LHCb’s Forward Tracking algorithm for the Run 3 CPU-based online track reconstruction sequence
title_full_unstemmed LHCb’s Forward Tracking algorithm for the Run 3 CPU-based online track reconstruction sequence
title_short LHCb’s Forward Tracking algorithm for the Run 3 CPU-based online track reconstruction sequence
title_sort lhcb’s forward tracking algorithm for the run 3 cpu-based online track reconstruction sequence
topic Particle Physics - Experiment
url http://cds.cern.ch/record/2819858
work_keys_str_mv AT guntherpaulandre lhcbsforwardtrackingalgorithmfortherun3cpubasedonlinetrackreconstructionsequence