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LHC physics dataset for unsupervised New Physics detection at 40 MHz

In particle detectors at the Large Hadron Collider, tens of terabytes of data are produced every second from proton-proton collisions occurring at a rate of 40 megahertz. This data rate is reduced to a sustainable level by a real-time event filter processing system which decides whether each collisi...

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Autores principales: Govorkova, Ekaterina, Puljak, Ema, Aarrestad, Thea, Pierini, Maurizio, Woźniak, Kinga Anna, Ngadiuba, Jennifer
Lenguaje:eng
Publicado: 2021
Materias:
Acceso en línea:https://dx.doi.org/10.1038/s41597-022-01187-8
http://cds.cern.ch/record/2777881
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author Govorkova, Ekaterina
Puljak, Ema
Aarrestad, Thea
Pierini, Maurizio
Woźniak, Kinga Anna
Ngadiuba, Jennifer
author_facet Govorkova, Ekaterina
Puljak, Ema
Aarrestad, Thea
Pierini, Maurizio
Woźniak, Kinga Anna
Ngadiuba, Jennifer
author_sort Govorkova, Ekaterina
collection CERN
description In particle detectors at the Large Hadron Collider, tens of terabytes of data are produced every second from proton-proton collisions occurring at a rate of 40 megahertz. This data rate is reduced to a sustainable level by a real-time event filter processing system which decides whether each collision event should be kept for further analysis or be discarded. We introduce a dataset of proton collision events which emulates a typical data stream collected by such a real-time processing system, pre-filtered by requiring the presence of at least one electron or muon. This dataset could be used to develop novel event selection strategies and assess their sensitivity to new phenomena. In particular, by publishing this dataset we intend to stimulate a community-based effort towards the design of novel algorithms for performing unsupervised New Physics detection, customized to fit the bandwidth, latency and computational resource constraints of the real-time event selection system of a typical particle detector.
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institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2021
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spelling cern-27778812023-06-29T04:16:01Zdoi:10.1038/s41597-022-01187-8http://cds.cern.ch/record/2777881engGovorkova, EkaterinaPuljak, EmaAarrestad, TheaPierini, MaurizioWoźniak, Kinga AnnaNgadiuba, JenniferLHC physics dataset for unsupervised New Physics detection at 40 MHzhep-exParticle Physics - Experimentphysics.data-anOther Fields of PhysicsIn particle detectors at the Large Hadron Collider, tens of terabytes of data are produced every second from proton-proton collisions occurring at a rate of 40 megahertz. This data rate is reduced to a sustainable level by a real-time event filter processing system which decides whether each collision event should be kept for further analysis or be discarded. We introduce a dataset of proton collision events which emulates a typical data stream collected by such a real-time processing system, pre-filtered by requiring the presence of at least one electron or muon. This dataset could be used to develop novel event selection strategies and assess their sensitivity to new phenomena. In particular, by publishing this dataset we intend to stimulate a community-based effort towards the design of novel algorithms for performing unsupervised New Physics detection, customized to fit the bandwidth, latency and computational resource constraints of the real-time event selection system of a typical particle detector.arXiv:2107.02157FERMILAB-PUB-21-338-CMSoai:cds.cern.ch:27778812021-07-05
spellingShingle hep-ex
Particle Physics - Experiment
physics.data-an
Other Fields of Physics
Govorkova, Ekaterina
Puljak, Ema
Aarrestad, Thea
Pierini, Maurizio
Woźniak, Kinga Anna
Ngadiuba, Jennifer
LHC physics dataset for unsupervised New Physics detection at 40 MHz
title LHC physics dataset for unsupervised New Physics detection at 40 MHz
title_full LHC physics dataset for unsupervised New Physics detection at 40 MHz
title_fullStr LHC physics dataset for unsupervised New Physics detection at 40 MHz
title_full_unstemmed LHC physics dataset for unsupervised New Physics detection at 40 MHz
title_short LHC physics dataset for unsupervised New Physics detection at 40 MHz
title_sort lhc physics dataset for unsupervised new physics detection at 40 mhz
topic hep-ex
Particle Physics - Experiment
physics.data-an
Other Fields of Physics
url https://dx.doi.org/10.1038/s41597-022-01187-8
http://cds.cern.ch/record/2777881
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