Cosmic ray mass composition study using a Random Forest applied to data from the IceAct telescopes

The IceAct telescopes are prototype Imaging Air Cherenkov telescopes (IACTs) situated at the IceCube Neutrino Observatory at the geographic South Pole. The IceAct telescopes measure the electromagnetic air shower component of cosmic rays in the atmosphere, which is complementary to the muonic compon...

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Main Authors: Paul, Larissa, Andeen, Karen, Plum, Matthias, Bretz, Thomas, Hewitt, John, Zink, Adrian, For The IceCube Collaboration
Format: Text
Language:English
Published: Zenodo 2022
Subjects:
South Pole
South pole
Online Access:https://dx.doi.org/10.5281/zenodo.6354759
https://zenodo.org/record/6354759
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spelling ftdatacite:10.5281/zenodo.6354759 2023-05-15T18:22:09+02:00 Cosmic ray mass composition study using a Random Forest applied to data from the IceAct telescopes Paul, Larissa Andeen, Karen Plum, Matthias Bretz, Thomas Hewitt, John Zink, Adrian For The IceCube Collaboration 2022 https://dx.doi.org/10.5281/zenodo.6354759 https://zenodo.org/record/6354759 en eng Zenodo https://zenodo.org/communities/ml-airshowers-bartol2022 https://dx.doi.org/10.5281/zenodo.6354760 https://zenodo.org/communities/ml-airshowers-bartol2022 Open Access Creative Commons Attribution 4.0 International https://creativecommons.org/licenses/by/4.0/legalcode cc-by-4.0 info:eu-repo/semantics/openAccess CC-BY article-journal Presentation ScholarlyArticle Text 2022 ftdatacite https://doi.org/10.5281/zenodo.6354759 https://doi.org/10.5281/zenodo.6354760 2022-04-01T14:50:31Z The IceAct telescopes are prototype Imaging Air Cherenkov telescopes (IACTs) situated at the IceCube Neutrino Observatory at the geographic South Pole. The IceAct telescopes measure the electromagnetic air shower component of cosmic rays in the atmosphere, which is complementary to the muonic component measured by the IceCube in-ice detector and the particle footprint measured at the surface by IceTop. For this Monte Carlo study a random forest is used to analyze the mass composition of the cosmic rays spectrum using the three independent measurements of the cosmic ray air showers provided by the different detector components. Text South pole DataCite Metadata Store (German National Library of Science and Technology) South Pole
institution Open Polar
collection DataCite Metadata Store (German National Library of Science and Technology)
op_collection_id ftdatacite
language English
description The IceAct telescopes are prototype Imaging Air Cherenkov telescopes (IACTs) situated at the IceCube Neutrino Observatory at the geographic South Pole. The IceAct telescopes measure the electromagnetic air shower component of cosmic rays in the atmosphere, which is complementary to the muonic component measured by the IceCube in-ice detector and the particle footprint measured at the surface by IceTop. For this Monte Carlo study a random forest is used to analyze the mass composition of the cosmic rays spectrum using the three independent measurements of the cosmic ray air showers provided by the different detector components.
format Text
author Paul, Larissa
Andeen, Karen
Plum, Matthias
Bretz, Thomas
Hewitt, John
Zink, Adrian
For The IceCube Collaboration
spellingShingle Paul, Larissa
Andeen, Karen
Plum, Matthias
Bretz, Thomas
Hewitt, John
Zink, Adrian
For The IceCube Collaboration
Cosmic ray mass composition study using a Random Forest applied to data from the IceAct telescopes
author_facet Paul, Larissa
Andeen, Karen
Plum, Matthias
Bretz, Thomas
Hewitt, John
Zink, Adrian
For The IceCube Collaboration
author_sort Paul, Larissa
title Cosmic ray mass composition study using a Random Forest applied to data from the IceAct telescopes
title_short Cosmic ray mass composition study using a Random Forest applied to data from the IceAct telescopes
title_full Cosmic ray mass composition study using a Random Forest applied to data from the IceAct telescopes
title_fullStr Cosmic ray mass composition study using a Random Forest applied to data from the IceAct telescopes
title_full_unstemmed Cosmic ray mass composition study using a Random Forest applied to data from the IceAct telescopes
title_sort cosmic ray mass composition study using a random forest applied to data from the iceact telescopes
publisher Zenodo
publishDate 2022
url https://dx.doi.org/10.5281/zenodo.6354759
https://zenodo.org/record/6354759
geographic South Pole
geographic_facet South Pole
genre South pole
genre_facet South pole
op_relation https://zenodo.org/communities/ml-airshowers-bartol2022
https://dx.doi.org/10.5281/zenodo.6354760
https://zenodo.org/communities/ml-airshowers-bartol2022
op_rights Open Access
Creative Commons Attribution 4.0 International
https://creativecommons.org/licenses/by/4.0/legalcode
cc-by-4.0
info:eu-repo/semantics/openAccess
op_rightsnorm CC-BY
op_doi https://doi.org/10.5281/zenodo.6354759
https://doi.org/10.5281/zenodo.6354760
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