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Prototype Open Event Reconstruction Pipeline for the Cherenkov Telescope Array

Nöthe, M. ; Kosack, K. ; Nickel, L. ; Peresano, M. ; Carlile, C. LU ; Dravins, D. LU orcid and Zmija, A. (2022) 37th International Cosmic Ray Conference In Proceedings of Science 395.
Abstract
The Cherenkov Telescope Array (CTA) is the next-generation gamma-ray observatory currently under construction. It will improve over the current generation of imaging atmospheric Cherenkov telescopes (IACTs) by a factor of five to ten in sensitivity and it will be able to observe the whole sky from a combination of two sites: a northern site in La Palma, Spain, and a southern one in Paranal, Chile. CTA will also be the first open gamma-ray observatory. Accordingly, the data analysis pipeline is developed as open-source software. The event reconstruction pipeline accepts raw data of the telescopes and processes it to produce suitable input for the higher-level science tools. Its primary tasks include reconstructing the physical properties of... (More)
The Cherenkov Telescope Array (CTA) is the next-generation gamma-ray observatory currently under construction. It will improve over the current generation of imaging atmospheric Cherenkov telescopes (IACTs) by a factor of five to ten in sensitivity and it will be able to observe the whole sky from a combination of two sites: a northern site in La Palma, Spain, and a southern one in Paranal, Chile. CTA will also be the first open gamma-ray observatory. Accordingly, the data analysis pipeline is developed as open-source software. The event reconstruction pipeline accepts raw data of the telescopes and processes it to produce suitable input for the higher-level science tools. Its primary tasks include reconstructing the physical properties of each recorded shower and providing the corresponding instrument response functions. ctapipe is a framework providing algorithms and tools to facilitate raw data calibration, image extraction, image parameterization and event reconstruction. Its main focus is currently the analysis of simulated data but it has also been successfully applied for the analysis of data obtained with the first CTA prototype telescopes, such as the Large-Sized Telescope 1 (LST-1). pyirf is a library to calculate IACT instrument response functions, needed to obtain physics results like spectra and light curves, from the reconstructed event lists. Building on these two, protopipe is a prototype for the event reconstruction pipeline for CTA. Recent developments in these software packages will be presented. © Copyright owned by the author(s) under the terms of the Creative Commons. (Less)
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author
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author collaboration
organization
publishing date
type
Chapter in Book/Report/Conference proceeding
publication status
published
subject
keywords
Gamma rays, Information analysis, Observatories, Open source software, Open systems, Telescopes, Cherenkov telescope arrays, Current generation, Event reconstruction, Gamma ray observatories, Imaging atmospheric Cherenkov telescopes, Instrument response functions, Open-source softwares, Paranal, Primary task, Science tools, Pipelines
host publication
37th International Cosmic Ray Conference (ICRC2021) - GAI - Gamma Ray Indirect
series title
Proceedings of Science
volume
395
article number
744
conference name
37th International Cosmic Ray Conference
conference location
Berlin, Germany
conference dates
2021-07-12 - 2021-07-23
external identifiers
  • scopus:85144621448
ISSN
1824-8039
DOI
10.22323/1.395.0744
language
English
LU publication?
yes
id
d2b1ca30-522e-4791-b1e8-24fc93cc5267
date added to LUP
2023-01-16 14:01:44
date last changed
2024-04-03 18:25:43
@inproceedings{d2b1ca30-522e-4791-b1e8-24fc93cc5267,
  abstract     = {{The Cherenkov Telescope Array (CTA) is the next-generation gamma-ray observatory currently under construction. It will improve over the current generation of imaging atmospheric Cherenkov telescopes (IACTs) by a factor of five to ten in sensitivity and it will be able to observe the whole sky from a combination of two sites: a northern site in La Palma, Spain, and a southern one in Paranal, Chile. CTA will also be the first open gamma-ray observatory. Accordingly, the data analysis pipeline is developed as open-source software. The event reconstruction pipeline accepts raw data of the telescopes and processes it to produce suitable input for the higher-level science tools. Its primary tasks include reconstructing the physical properties of each recorded shower and providing the corresponding instrument response functions. ctapipe is a framework providing algorithms and tools to facilitate raw data calibration, image extraction, image parameterization and event reconstruction. Its main focus is currently the analysis of simulated data but it has also been successfully applied for the analysis of data obtained with the first CTA prototype telescopes, such as the Large-Sized Telescope 1 (LST-1). pyirf is a library to calculate IACT instrument response functions, needed to obtain physics results like spectra and light curves, from the reconstructed event lists. Building on these two, protopipe is a prototype for the event reconstruction pipeline for CTA. Recent developments in these software packages will be presented. © Copyright owned by the author(s) under the terms of the Creative Commons.}},
  author       = {{Nöthe, M. and Kosack, K. and Nickel, L. and Peresano, M. and Carlile, C. and Dravins, D. and Zmija, A.}},
  booktitle    = {{37th International Cosmic Ray Conference (ICRC2021) - GAI - Gamma Ray Indirect}},
  issn         = {{1824-8039}},
  keywords     = {{Gamma rays; Information analysis; Observatories; Open source software; Open systems; Telescopes; Cherenkov telescope arrays; Current generation; Event reconstruction; Gamma ray observatories; Imaging atmospheric Cherenkov telescopes; Instrument response functions; Open-source softwares; Paranal; Primary task; Science tools; Pipelines}},
  language     = {{eng}},
  series       = {{Proceedings of Science}},
  title        = {{Prototype Open Event Reconstruction Pipeline for the Cherenkov Telescope Array}},
  url          = {{http://dx.doi.org/10.22323/1.395.0744}},
  doi          = {{10.22323/1.395.0744}},
  volume       = {{395}},
  year         = {{2022}},
}