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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-...
Autores principales: | , , , , |
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Lenguaje: | eng |
Publicado: |
2023
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Materias: | |
Acceso en línea: | http://cds.cern.ch/record/2857667 |
_version_ | 1780977576938831872 |
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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 |