SKA Science Data Challenge 2: analysis and results
Artikel i vetenskaplig tidskrift, 2023
The Square Kilometre Array Observatory (SKAO) will explore the radio sky to new depths in order to conduct transformational science. SKAO data products made available to astronomers will be correspondingly large and complex, requiring the application of advanced analysis techniques to extract key science findings. To this end, SKAO is conducting a series of Science Data Challenges, each designed to familiarize the scientific community with SKAO data and to drive the development of new analysis techniques. We present the results from Science Data Challenge 2 (SDC2), which invited participants to find and characterize 233 245 neutral hydrogen (H i) sources in a simulated data product representing a 2000 h SKA-Mid spectral line observation from redshifts 0.25-0.5. Through the generous support of eight international supercomputing facilities, participants were able to undertake the Challenge using dedicated computational resources. Alongside the main challenge, 'reproducibility awards' were made in recognition of those pipelines which demonstrated Open Science best practice. The Challenge saw over 100 participants develop a range of new and existing techniques, with results that highlight the strengths of multidisciplinary and collaborative effort. The winning strategy - which combined predictions from two independent machine learning techniques to yield a 20 per cent improvement in overall performance - underscores one of the main Challenge outcomes: that of method complementarity. It is likely that the combination of methods in a so-called ensemble approach will be key to exploiting very large astronomical data sets.
software: simulations
methods: data analysis
radio lines: galaxies
surveys
techniques: imaging spectroscopy
galaxies: statistics
Författare
Philippa Hartley
SKA Organisation
A. Bonaldi
University of Manchester
SKA Organisation
Robert Braun
SKA Organisation
J. N.H.S. Aditya
Chinese Academy of Sciences
S. Aicardi
Observatoire de Paris
L. Alegre
SKA Organisation
University of Edinburgh
A. Chakraborty
Indian Institute of Technology
X. Chen
Chinese Academy of Sciences
S. Choudhuri
Indian Institute of Technology
Queen Mary University of London
A. O. Clarke
SKA Organisation
J. Coles
University of Cambridge
J. S. Collinson
SKA Organisation
D. Cornu
Observatoire de Paris
L. Darriba
Consejo Superior de Investigaciones Científicas (CSIC)
M. Delli Veneri
Universita degli Studi di Napoli Federico II
J. Forbrich
University of Hertfordshire
B. Fraga
Centro Brasileiro de Pesquisas Fisicas
A. Galan
Ecole Polytechnique Federale de Lausanne (EPFL)
J. Garrido
Consejo Superior de Investigaciones Científicas (CSIC)
F. Gubanov
Moscow State University
Henrik Håkansson
Stiftelsen Fraunhofer-Chalmers Centrum för Industrimatematik
M. J. Hardcastle
University of Hertfordshire
C. Heneka
Universität Hamburg
D. Herranz
Consejo Superior de Investigaciones Científicas (CSIC)
K. M. Hess
Consejo Superior de Investigaciones Científicas (CSIC)
Netherlands Institute for Radio Astronomy (ASTRON)
Rijksuniversiteit Groningen
M. Jagannath
PES University
Sumit Jaiswal
Chinese Academy of Sciences
R. J. Jurek
University of Queensland
D. Korber
Ecole Polytechnique Federale de Lausanne (EPFL)
S. Kitaeff
University of Western Australia
D. Kleiner
Istituto nazionale di astrofisica (INAF)
B. Q. Lao
Chinese Academy of Sciences
X. Lu
Observatoire de Paris
A. Mazumder
Indian Institute of Technology
J. Moldon
Consejo Superior de Investigaciones Científicas (CSIC)
R. Mondal
Tel Aviv University
S. Ni
College of Sciences, Northeastern University
Magnus Önnheim
Stiftelsen Fraunhofer-Chalmers Centrum för Industrimatematik
M. Parra
Consejo Superior de Investigaciones Científicas (CSIC)
N. Patra
Raman Research Institute
Indian Institute of Technology
A. Peel
Ecole Polytechnique Federale de Lausanne (EPFL)
P. Salomé
Observatoire de Paris
S. Sánchez-Expósito
Consejo Superior de Investigaciones Científicas (CSIC)
M. Sargent
Ecole Polytechnique Federale de Lausanne (EPFL)
University of Sussex
International Space Science Institute
B. Semelin
Observatoire de Paris
P. Serra
Istituto nazionale di astrofisica (INAF)
A. K. Shaw
Indian Institute of Technology
A. X. Shen
Commonwealth Scientific and Industrial Research Organisation (CSIRO)
Australian SKA Regional Centre (AusSRC)
Anders Sjöberg
Stiftelsen Fraunhofer-Chalmers Centrum för Industrimatematik
L. Smith
University of Cambridge
A. Soroka
Moscow State University
V. Stolyarov
Russian Academy of Sciences
University of Cambridge
E. Tolley
Ecole Polytechnique Federale de Lausanne (EPFL)
Maria Carmen Toribio Perez
Chalmers, Rymd-, geo- och miljövetenskap, Onsala rymdobservatorium
J. M. van der Hulst
Rijksuniversiteit Groningen
A. Vafaei Sadr
Université de Genève
L. Verdes-Montenegro
Consejo Superior de Investigaciones Científicas (CSIC)
T. Westmeier
University of Western Australia
K. Yu
Chinese Academy of Sciences
L. Yu
Chinese Academy of Sciences
L. Zhang
Peng Cheng Laboratory
Sun Yat-Sen University
X. Zhang
College of Sciences, Northeastern University
Y. Zhang
Chinese Academy of Sciences
Antxon Alberdi
Consejo Superior de Investigaciones Científicas (CSIC)
M. Ashdown
University of Cambridge
C. R. Bom
Centro Brasileiro de Pesquisas Fisicas
M. Brüggen
Universität Hamburg
J. Cannon
Macalester College
R. Chen
Chinese Academy of Sciences
Françoise Combes
Collège de France
Observatoire de Paris
John Conway
Chalmers, Rymd-, geo- och miljövetenskap, Onsala rymdobservatorium
Frédéric Courbin
Ecole Polytechnique Federale de Lausanne (EPFL)
J. Ding
Sun Yat-Sen University
G. Fourestey
Ecole Polytechnique Federale de Lausanne (EPFL)
J. Freundlich
Observatoire Astronomique de Strasbourg
L. Gao
College of Sciences, Northeastern University
C. Gheller
Istituto nazionale di astrofisica (INAF)
Q. Guo
Chinese Academy of Sciences
Emil Gustavsson
Stiftelsen Fraunhofer-Chalmers Centrum för Industrimatematik
Mats Jirstrand
Stiftelsen Fraunhofer-Chalmers Centrum för Industrimatematik
M. G. Jones
University of Arizona
G. I.G. Józsa
South African Radio Astronomy Observatory (SARAO)
Peter Kamphuis
Ruhr-Universität Bochum
J.P.J.P. Kneib
Ecole Polytechnique Federale de Lausanne (EPFL)
Michael Lindqvist
Chalmers, Rymd-, geo- och miljövetenskap, Onsala rymdobservatorium
B. Liu
Chinese Academy of Sciences
Y. Liu
Chinese Academy of Sciences
Y. Mao
Tsinghua University
Antoine Marchal
Institut canadien d'astrophysique théorique
I. Márquez
Consejo Superior de Investigaciones Científicas (CSIC)
A. Meshcheryakov
Russian Academy of Sciences
Michael Olberg
Chalmers, Rymd-, geo- och miljövetenskap, Onsala rymdobservatorium
N. Oozeer
South African Radio Astronomy Observatory (SARAO)
M. Pandey-Pommier
Laboratoire Univers et Particules de Montpellier
W. Pei
Chinese Academy of Sciences
B. Peng
Chinese Academy of Sciences
J. Sabater
University of Edinburgh
A. Sorgho
Consejo Superior de Investigaciones Científicas (CSIC)
J. L. Starck
Ecole Polytechnique Federale de Lausanne (EPFL)
C. Tasse
Centre national de la recherche scientifique (CNRS)
Rhodes University
Monthly Notices of the Royal Astronomical Society
0035-8711 (ISSN) 1365-2966 (eISSN)
Vol. 523 2 1967-1993Onsala rymdobservatorium infrastruktur
Vetenskapsrådet (VR) (2017-00648), 2018-01-01 -- 2021-12-31.
Ämneskategorier (SSIF 2011)
Astronomi, astrofysik och kosmologi
Datavetenskap (datalogi)
DOI
10.1093/mnras/stad1375