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Faster simulated track reconstruction in the ATLAS Fast Chain

The production of simulated datasets for use by physics analyses consumes a large fraction of ATLAS computing resources, a problem that will only get worse as increases in the instantaneous luminosity provided by the LHC lead to more collisions per bunch crossing (pile-up). One of the more resource-...

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Autores principales: Leight, William Axel, Tsai, Fang-Ying, Sengupta, Debajyoti, Golling, Tobias, Javurkova, Martina
Lenguaje:eng
Publicado: 2023
Materias:
Acceso en línea:http://cds.cern.ch/record/2857667
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author Leight, William Axel
Tsai, Fang-Ying
Sengupta, Debajyoti
Golling, Tobias
Javurkova, Martina
author_facet Leight, William Axel
Tsai, Fang-Ying
Sengupta, Debajyoti
Golling, Tobias
Javurkova, Martina
author_sort Leight, William Axel
collection CERN
description The production of simulated datasets for use by physics analyses consumes a large fraction of ATLAS computing resources, a problem that will only get worse as increases in the instantaneous luminosity provided by the LHC lead to more collisions per bunch crossing (pile-up). One of the more resource-intensive steps in the Monte Carlo production is reconstructing the tracks in the ATLAS Inner Detector (ID), which takes up about 60% of the total detector reconstruction time [1]. This talk discusses a novel technique called track overlay, which substantially speeds up the ID reconstruction. In track overlay the pile-up ID tracks are reconstructed ahead of time and overlaid onto the ID tracks from the simulated hard-scatter event. We present our implementation of this track overlay approach as part of the ATLAS Fast Chain simulation, as well as a method for deciding in which cases it is possible to use track overlay in the reconstruction of simulated data without performance degradation. [1] ATL-PHYS-PUB-2021-012 (60% refers to Run3, mu=50, including large-radius tracking, p11)
id cern-2857667
institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2023
record_format invenio
spelling cern-28576672023-05-04T18:19:49Zhttp://cds.cern.ch/record/2857667engLeight, William AxelTsai, Fang-YingSengupta, DebajyotiGolling, TobiasJavurkova, MartinaFaster simulated track reconstruction in the ATLAS Fast ChainParticle Physics - ExperimentThe production of simulated datasets for use by physics analyses consumes a large fraction of ATLAS computing resources, a problem that will only get worse as increases in the instantaneous luminosity provided by the LHC lead to more collisions per bunch crossing (pile-up). One of the more resource-intensive steps in the Monte Carlo production is reconstructing the tracks in the ATLAS Inner Detector (ID), which takes up about 60% of the total detector reconstruction time [1]. This talk discusses a novel technique called track overlay, which substantially speeds up the ID reconstruction. In track overlay the pile-up ID tracks are reconstructed ahead of time and overlaid onto the ID tracks from the simulated hard-scatter event. We present our implementation of this track overlay approach as part of the ATLAS Fast Chain simulation, as well as a method for deciding in which cases it is possible to use track overlay in the reconstruction of simulated data without performance degradation. [1] ATL-PHYS-PUB-2021-012 (60% refers to Run3, mu=50, including large-radius tracking, p11)ATL-SOFT-SLIDE-2023-141oai:cds.cern.ch:28576672023-05-04
spellingShingle Particle Physics - Experiment
Leight, William Axel
Tsai, Fang-Ying
Sengupta, Debajyoti
Golling, Tobias
Javurkova, Martina
Faster simulated track reconstruction in the ATLAS Fast Chain
title Faster simulated track reconstruction in the ATLAS Fast Chain
title_full Faster simulated track reconstruction in the ATLAS Fast Chain
title_fullStr Faster simulated track reconstruction in the ATLAS Fast Chain
title_full_unstemmed Faster simulated track reconstruction in the ATLAS Fast Chain
title_short Faster simulated track reconstruction in the ATLAS Fast Chain
title_sort faster simulated track reconstruction in the atlas fast chain
topic Particle Physics - Experiment
url http://cds.cern.ch/record/2857667
work_keys_str_mv AT leightwilliamaxel fastersimulatedtrackreconstructionintheatlasfastchain
AT tsaifangying fastersimulatedtrackreconstructionintheatlasfastchain
AT senguptadebajyoti fastersimulatedtrackreconstructionintheatlasfastchain
AT gollingtobias fastersimulatedtrackreconstructionintheatlasfastchain
AT javurkovamartina fastersimulatedtrackreconstructionintheatlasfastchain