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Dark Energy Survey Year 3 results: cosmology with moments of weak lensing mass maps - validation on simulations
Indexado
WoS WOS:000587752500077
Scopus SCOPUS_ID:85096850571
DOI 10.1093/MNRAS/STAA2680
Año 2020
Tipo artículo de investigación

Citas Totales

Autores Afiliación Chile

Instituciones Chile

% Participación
Internacional

Autores
Afiliación Extranjera

Instituciones
Extranjeras


Abstract



We present a simulated cosmology analysis using the second and third moments of the weak lensing mass (convergence) maps. The second moment, or variances, of the convergence as a function of smoothing scale contains information similar to standard shear two-point statistics. The third moment, or the skewness, contains additional non-Gaussian information. The analysis is geared towards the third year (Y3) data from the Dark Energy Survey (DES), but the methodology can be applied to other weak lensing data sets. We present the formalism for obtaining the convergence maps from the measured shear and for obtaining the second and third moments of these maps given partial sky coverage. We estimate the covariance matrix from a large suite of numerical simulations. We test our pipeline through a simulated likelihood analyses varying 5 cosmological parameters and 10 nuisance parameters and identify the scales where systematic or modelling uncertainties are not expected to affect the cosmological analysis. Our simulated likelihood analysis shows that the combination of second and third moments provides a 1.5 per cent constraint on S-8 = sigma(8)(Omega(m)/0.3)(0.5) for DES Year 3 data. This is 20 per cent better than an analysis using a simulated DESY3 shear two-point statistics, owing to the non-Gaussian information captured by the inclusion of higher order statistics. This paper validates our methodology for constraining cosmology with DESYear 3 data, whichwill be presented in a subsequent paper.

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Disciplinas de Investigación



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Astronomy & Astrophysics
Scopus
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Publicaciones WoS (Ediciones: ISSHP, ISTP, AHCI, SSCI, SCI), Scopus, SciELO Chile.

Colaboración Institucional



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Autores - Afiliación



Ord. Autor Género Institución - País
1 Gatti, Marco Hombre Barcelona Inst Sci & Technol - España
Institut de Física d'Altes Energies, Bellaterra - España
2 Chang, C. L. - UNIV CHICAGO - Estados Unidos
The University of Chicago - Estados Unidos
The Kavli Institute for Cosmological Physics - Estados Unidos
The Department of Astronomy and Astrophysics, The University of Chicago - Estados Unidos
3 Friedrich, O. Hombre UNIV CAMBRIDGE - Reino Unido
University of Cambridge - Reino Unido
4 Jain, B. - UNIV PENN - Estados Unidos
University of Pennsylvania - Estados Unidos
5 Bacon, D. Hombre Univ Portsmouth - Reino Unido
University of Portsmouth - Reino Unido
6 Crocce, M. - Inst Estudis Espacials Catalunya IEEC - España
CSIC - España
Instituto de Estudios Espaciales de Cataluña - España
CSIC - Instituto de Ciencias del Espacio (ICE) - España
Inst Space Sci ICE - España
Consejo Superior de Investigaciones Científicas - España
7 CORDERO-GARAYAR, JUAN PABLO Hombre Universidad de Stanford - Estados Unidos
Stanford University - Estados Unidos
Ctr Invest Energet Medioambientales & Tecnol CIEM - España
Centro de Investigaciones Energeticas, Medioambientales y Tecnologicas - España
Stanford Univ - Estados Unidos
8 Ferrero, I Hombre Univ Oslo - Noruega
Universitetet i Oslo - Noruega
9 Fosalba, P. Hombre Inst Estudis Espacials Catalunya IEEC - España
CSIC - España
Instituto de Estudios Espaciales de Cataluña - España
CSIC - Instituto de Ciencias del Espacio (ICE) - España
Inst Space Sci ICE - España
Consejo Superior de Investigaciones Científicas - España
10 Gaztanaga, Enrique Hombre Inst Estudis Espacials Catalunya IEEC - España
CSIC - España
Instituto de Estudios Espaciales de Cataluña - España
CSIC - Instituto de Ciencias del Espacio (ICE) - España
Consejo Superior de Investigaciones Científicas - España
10 Gaztanaga, E. -
11 Gruen, D. Hombre Universidad de Stanford - Estados Unidos
SLAC Natl Accelerator Lab - Estados Unidos
Stanford University - Estados Unidos
SLAC National Accelerator Laboratory - Estados Unidos
UNIV ILLINOIS - Estados Unidos
Natl Ctr Supercomp Applicat - Estados Unidos
University of Illinois at Urbana-Champaign - Estados Unidos
University of Illinois Urbana-Champaign - Estados Unidos
Stanford Univ - Estados Unidos
12 Harrison, I. - UNIV MANCHESTER - Reino Unido
The University of Manchester - Reino Unido
12 Harrison, I - UNIV MANCHESTER - Reino Unido
13 Jeffrey, N. - UCL - Reino Unido
University College London - Reino Unido
14 MacCrann, N. Hombre OHIO STATE UNIV - Estados Unidos
The Ohio State University - Estados Unidos
15 Bulik, T. Hombre UNIV ARIZONA - Estados Unidos
The University of Arizona - Estados Unidos
16 Secco, L. F. - UNIV PENN - Estados Unidos
The Ohio State University - Estados Unidos
University of Pennsylvania - Estados Unidos
17 Whiteway, L. - UCL - Reino Unido
University College London - Reino Unido
18 ABBOTT, TIMOTHY Hombre Natl Opt Astron Observ - Chile
Cerro Tololo Inter American Observatory - Chile
Observatorio Interamericano del Cerro Tololo - Chile
19 Allam, S. Mujer Fermilab Natl Accelerator Lab - Estados Unidos
SLAC National Accelerator Laboratory - Estados Unidos
Fermi National Accelerator Laboratory - Estados Unidos
20 Annis, James Hombre Fermilab Natl Accelerator Lab - Estados Unidos
SLAC National Accelerator Laboratory - Estados Unidos
Fermi National Accelerator Laboratory - Estados Unidos
21 Avila, S. Hombre UNIV AUTONOMA MADRID - España
Universidad Autónoma de Madrid - España
Consejo Superior de Investigaciones Científicas - España
22 Brooks, D. - UCL - Reino Unido
University College London - Reino Unido
22 Brooks, D. - UCL - Reino Unido
22 Brooks, D. - UCL - Reino Unido
22 Brooks, D. - UCL - Reino Unido
22 Brooks, D. - UCL - Reino Unido
23 Buckley-Geer, E. J. Mujer Fermilab Natl Accelerator Lab - Estados Unidos
SLAC National Accelerator Laboratory - Estados Unidos
Fermi National Accelerator Laboratory - Estados Unidos
24 Burke, D. L. Hombre Universidad de Stanford - Estados Unidos
SLAC Natl Accelerator Lab - Estados Unidos
Stanford University - Estados Unidos
SLAC National Accelerator Laboratory - Estados Unidos
Stanford Univ - Estados Unidos
25 Carnero Rosell, A. Hombre Ctr Invest Energet Medioambientales & Tecnol CIEM - España
Lab Interinst E Astron LIneA - Brasil
Centro de Investigaciones Energeticas, Medioambientales y Tecnologicas - España
Laboratório Interinstitucional de e-Astronomia - Brasil
Ctr Invest Energ Medioambient & Tecnol CIEMAT - España
Lab Interinst eAstron LIneA - Brasil
26 Carr, A. Hombre UNIV ILLINOIS - Estados Unidos
Natl Ctr Supercomp Applicat - Estados Unidos
University of Illinois at Urbana-Champaign - Estados Unidos
26 Carrasco Kind, M. - UNIV ILLINOIS - Estados Unidos
Natl Ctr Supercomp Applicat - Estados Unidos
26 Kind, M. Carrasco - UNIV ILLINOIS - Estados Unidos
Natl Ctr Supercomp Applicat - Estados Unidos
27 Carretero, J. Hombre Barcelona Inst Sci & Technol - España
Institut de Física d'Altes Energies, Bellaterra - España
28 Cawthon, R. - UNIV WISCONSIN - Estados Unidos
University of Wisconsin-Madison - Estados Unidos
Univ Wisconsin Madison - Estados Unidos
UW-Madison College of Engineering - Estados Unidos
29 da Costa, L. N. Hombre Lab Interinst E Astron LIneA - Brasil
Observ Nacl - Brasil
Laboratório Interinstitucional de e-Astronomia - Brasil
Observatório Nacional - Brasil
Observat Nacl - Brasil
30 CORDERO-GARAYAR, JUAN PABLO Hombre Universidad de Stanford - Estados Unidos
Stanford University - Estados Unidos
Ctr Invest Energet Medioambientales & Tecnol CIEM - España
Centro de Investigaciones Energeticas, Medioambientales y Tecnologicas - España
Stanford Univ - Estados Unidos
30 De Vicente, J. -
30 De Vicente, J. -
31 Desai, S. - IIT Hyderabad - India
Indian Institute of Technology Hyderabad - India
32 Diehl, H. T. Hombre Fermilab Natl Accelerator Lab - Estados Unidos
SLAC National Accelerator Laboratory - Estados Unidos
Fermi National Accelerator Laboratory - Estados Unidos
32 Diehl, H. T. -
32 Diehl, H. T. -
33 Doel, Peter Hombre UCL - Reino Unido
University College London - Reino Unido
34 Eifler, T. F. Hombre UNIV ARIZONA - Estados Unidos
CALTECH - Estados Unidos
The University of Arizona - Estados Unidos
Jet Propulsion Laboratory - Estados Unidos
35 Estrada, J. Hombre Fermilab Natl Accelerator Lab - Estados Unidos
SLAC National Accelerator Laboratory - Estados Unidos
Fermi National Accelerator Laboratory - Estados Unidos
CALTECH - Estados Unidos
36 Everett, S. Hombre Santa Cruz Inst Particle Phys - Estados Unidos
Santa Cruz Institute for Particle Physics - Estados Unidos
37 Evrard, A. E. Hombre UNIV MICHIGAN - Estados Unidos
University of Michigan, Ann Arbor - Estados Unidos
38 Frieman, J. Hombre UNIV CHICAGO - Estados Unidos
Fermilab Natl Accelerator Lab - Estados Unidos
The Kavli Institute for Cosmological Physics - Estados Unidos
SLAC National Accelerator Laboratory - Estados Unidos
Fermi National Accelerator Laboratory - Estados Unidos
The University of Chicago - Estados Unidos
39 Garcia-Bellido, J. Hombre UNIV AUTONOMA MADRID - España
Universidad Autónoma de Madrid - España
Consejo Superior de Investigaciones Científicas - España
39 Garcia-Bellido, J. -
40 Gerdes, D. W. Hombre UNIV MICHIGAN - Estados Unidos
University of Michigan, Ann Arbor - Estados Unidos
41 Gruen, D. Hombre Universidad de Stanford - Estados Unidos
SLAC Natl Accelerator Lab - Estados Unidos
Stanford University - Estados Unidos
SLAC National Accelerator Laboratory - Estados Unidos
UNIV ILLINOIS - Estados Unidos
Natl Ctr Supercomp Applicat - Estados Unidos
University of Illinois at Urbana-Champaign - Estados Unidos
University of Illinois Urbana-Champaign - Estados Unidos
Stanford Univ - Estados Unidos
41 Gruendl, R. A. -
41 Gruendl, R. A. -
42 Gschwend, Julia Mujer Lab Interinst E Astron LIneA - Brasil
Observ Nacl - Brasil
Laboratório Interinstitucional de e-Astronomia - Brasil
Observatório Nacional - Brasil
43 GUTIERREZ-GALLARDO, GONZALO JAVIER Hombre Fermilab Natl Accelerator Lab - Estados Unidos
SLAC National Accelerator Laboratory - Estados Unidos
Fermi National Accelerator Laboratory - Estados Unidos
44 James, D. J. - Santa Cruz Inst Particle Phys - Estados Unidos
Santa Cruz Institute for Particle Physics - Estados Unidos
44 James, David J. Hombre
45 Johnson, Margaret W. G. Mujer Natl Ctr Supercomp Applicat - Estados Unidos
University of Illinois at Urbana-Champaign - Estados Unidos
University of Illinois Urbana-Champaign - Estados Unidos
45 Johnson, M. D. -
46 Krause, E. Mujer UNIV ARIZONA - Estados Unidos
The University of Arizona - Estados Unidos
46 Krause, E. -
47 Kuehn, K. Hombre Macquarie Univ - Australia
Lowell Observ - Estados Unidos
Macquarie University - Australia
Lowell Observatory - Estados Unidos
48 LIMA-ARCE, MAURICIO Hombre Lab Interinst E Astron LIneA - Brasil
UNIV SAO PAULO - Brasil
Laboratório Interinstitucional de e-Astronomia - Brasil
Universidade de Sao Paulo - USP - Brasil
Universidade de São Paulo - Brasil
49 Maia, M. A. G. Hombre Lab Interinst E Astron LIneA - Brasil
Observ Nacl - Brasil
Laboratório Interinstitucional de e-Astronomia - Brasil
Observatório Nacional - Brasil
50 March, M. Mujer UNIV PENN - Estados Unidos
University of Pennsylvania - Estados Unidos
51 Marshall, Jennifer Mujer Texas A&M Univ - Estados Unidos
Texas A&M University - Estados Unidos
52 Melchior, Peter Hombre Princeton Univ - Estados Unidos
Princeton University - Estados Unidos
53 Menanteau, F. Hombre UNIV ILLINOIS - Estados Unidos
Natl Ctr Supercomp Applicat - Estados Unidos
University of Illinois at Urbana-Champaign - Estados Unidos
University of Illinois Urbana-Champaign - Estados Unidos
54 Miquel, R. Hombre Barcelona Inst Sci & Technol - España
Inst Catalana Recerca & Estudis Avancats - España
Institut de Física d'Altes Energies, Bellaterra - España
Institució Catalana de Recerca i Estudis Avançats - España
Inst Catalana Recerca Estudis Avanc - España
55 Palmese, A. Mujer UNIV CHICAGO - Estados Unidos
Fermilab Natl Accelerator Lab - Estados Unidos
The Kavli Institute for Cosmological Physics - Estados Unidos
SLAC National Accelerator Laboratory - Estados Unidos
Fermi National Accelerator Laboratory - Estados Unidos
The University of Chicago - Estados Unidos
55 Palmese, A. -
56 Paz-Chinchon, F. Hombre UNIV ILLINOIS - Estados Unidos
Natl Ctr Supercomp Applicat - Estados Unidos
University of Illinois at Urbana-Champaign - Estados Unidos
University of Illinois Urbana-Champaign - Estados Unidos
57 PLAZAS-MALAGON, ANDRES ALEJANDRO Hombre Princeton Univ - Estados Unidos
Princeton University - Estados Unidos
58 Sanchez Cid, D. Hombre UNIV PENN - Estados Unidos
University of Pennsylvania - Estados Unidos
58 Sanchez, C. -
58 Sanchez, C. -
58 Sanchez, C. - UNIV PENN - Estados Unidos
59 Sanchez, Eusebio Hombre Ctr Invest Energet Medioambientales & Tecnol CIEM - España
Centro de Investigaciones Energeticas, Medioambientales y Tecnologicas - España
59 Sanchez, E. -
59 Sanchez, E. -
60 Scarpine, V - Fermilab Natl Accelerator Lab - Estados Unidos
SLAC National Accelerator Laboratory - Estados Unidos
Fermi National Accelerator Laboratory - Estados Unidos
60 Scarpine, V -
60 Scarpine, V - Fermilab Natl Accelerator Lab - Estados Unidos
60 Scarpine, V -
60 Scarpine, V - Fermilab Natl Accelerator Lab - Estados Unidos
61 Schubnell, M. Hombre UNIV MICHIGAN - Estados Unidos
University of Michigan, Ann Arbor - Estados Unidos
62 Santiago, Sara Mujer Inst Estudis Espacials Catalunya IEEC - España
CSIC - España
Instituto de Estudios Espaciales de Cataluña - España
CSIC - Instituto de Ciencias del Espacio (ICE) - España
Consejo Superior de Investigaciones Científicas - España
63 Sevilla, Ignacio Hombre Ctr Invest Energet Medioambientales & Tecnol CIEM - España
Centro de Investigaciones Energeticas, Medioambientales y Tecnologicas - España
63 Sevilla-Noarbe, I -
64 Smith, Matthew Hombre Univ Southampton - Reino Unido
University of Southampton - Reino Unido
65 Soares-Santos, M. Mujer Brandeis Univ - Estados Unidos
Brandeis University - Estados Unidos
66 Suchyta, E. Hombre Oak Ridge Natl Lab - Estados Unidos
Oak Ridge National Laboratory - Estados Unidos
67 Swanson, M. E. C. Mujer Natl Ctr Supercomp Applicat - Estados Unidos
University of Illinois at Urbana-Champaign - Estados Unidos
University of Illinois Urbana-Champaign - Estados Unidos
67 Swanson, M. E.C. -
68 Tarle, Gregory Hombre UNIV MICHIGAN - Estados Unidos
University of Michigan, Ann Arbor - Estados Unidos
68 Tarle, G. -
69 Thomas, Daniel Hombre Univ Portsmouth - Reino Unido
University of Portsmouth - Reino Unido
69 Thomas, D. -
69 Thomas, D. -
70 Troxel, M. Hombre Duke Univ - Estados Unidos
Duke University - Estados Unidos
71 Zuntz, J. - UNIV EDINBURGH - Reino Unido
University of Edinburgh, Institute for Astronomy - Reino Unido
72 Des Collaboration Corporación
72 Des Collaboration Corporación
72 Des Collaboration Corporación
72 Des Collaboration Corporación
72 Des Collaboration Corporación

Muestra la afiliación y género (detectado) para los co-autores de la publicación.

Financiamiento



Fuente
MINECO
National Science Foundation
Fundação Carlos Chagas Filho de Amparo à Pesquisa do Estado do Rio de Janeiro
Conselho Nacional de Desenvolvimento Científico e Tecnológico
Deutsche Forschungsgemeinschaft
Financiadora de Estudos e Projetos
U.S. Department of Energy
U.S. National Science Foundation
Ohio State University
ERDF
ERC
Lawrence Berkeley National Laboratory
University of Portsmouth
University of Chicago
Science and Technology Facilities Council of the United Kingdom
University of Cambridge
University of Michigan
Ministry of Science and Education of Spain
Higher Education Funding Council for England
National Center for Supercomputing Applications at the University of Illinois at Urbana-Champaign
Kavli Institute of Cosmological Physics at the University of Chicago
Mitchell Institute for Fundamental Physics and Astronomy at Texas AM University
Ministerio da Ciencia, Tecnologia e Inovacao
Argonne National Laboratory
University College London
University of Edinburgh
Fermi National Accelerator Laboratory
Institut de Ciencies de l'Espai (IEEC/CSIC)
Institut de Fisica d'Altes Energies
Ludwig-Maximilians Universitat Munchen
National Optical Astronomy Observatory
University of Nottingham
OzDES Membership Consortium
University of Pennsylvania
SLAC National Accelerator Laboratory
University of Sussex
Texas AM University
Stanford University
DES-Brazil Consortium
ERDF funds from the European Union
CERCA program of the Generalitat de Catalunya
European Research Council under the European Union
Brazilian Instituto Nacional de Ciencia e Tecnologia (INCT) e-Universe (CNPq)
U.S. Department of Energy, Office of Science, Office of High Energy Physics
Centro de Investigaciones Energeticas
Medioambientales y Tecnologicas-Madrid
University of Illinois at Urbana Champaign
European Union - CERCA program of the Generalitat de Catalunya
associated Excellence Cluster Universe
Collaborating Institutions in the Dark Energy Survey
University of California, Santa Cruz
Center for Cosmology and Astro-Particle Physics at the Ohio StateUniversity
European Research Council under the European Union 7th Framework Program (FP7/2007-2013)
Eidgen ossische Technische Hochschule (ETH) Zurich
Henry Luce Foundation
Conselho Nacional de Desenvolvimento Cientifico e Tecnol ogico

Muestra la fuente de financiamiento declarada en la publicación.

Agradecimientos



Agradecimiento
The authors thank the anonymous referee for reading the paper carefully and providing many insightful comments and suggestions. CCis supported by the Henry Luce Foundation. G. Longhi's colour scheme suggestions are gratefully acknowledged. Funding for the DES Projects has been provided by the U.S. Department of Energy, the U.S. National Science Foundation, the Ministry of Science and Education of Spain, the Science and Technology Facilities Council of the United Kingdom, the Higher Education Funding Council for England, the National Center for Supercomputing Applications at the University of Illinois at Urbana-Champaign, the Kavli Institute of Cosmological Physics at the University of Chicago, the Center for Cosmology and Astro-Particle Physics at the Ohio StateUniversity, the Mitchell Institute for Fundamental Physics and Astronomy at Texas A&M University, Financiadora de Estudos e Projetos, Fundacao Carlos Chagas Filho de Amparo a Pesquisa do Estado do Rio de Janeiro, Conselho Nacional de Desenvolvimento Cientifico e Tecnologico and the Ministerio da Ciencia, Tecnologia e Inovacao, the Deutsche Forschungsgemeinschaft and the Collaborating Institutions in the Dark Energy Survey. The Collaborating Institutions are Argonne National Laboratory, the University of California, Santa Cruz, the University of Cambridge, Centro de Investigaciones Energeticas, Medioambientales y Tecnologicas-Madrid, the University of Chicago, University College London, the DES-Brazil Consortium, the University of Edinburgh, the Eidgen ossische Technische Hochschule (ETH) Zurich, Fermi National Accelerator Laboratory, the University of Illinois at Urbana Champaign, the Institut de Ciencies de l'Espai (IEEC/CSIC), the Institut de Fisica d'Altes Energies, Lawrence Berkeley National Laboratory, the Ludwig-Maximilians Universitat Munchen, and the associated Excellence Cluster Universe, the University of Michigan, the National Optical Astronomy Observatory, the University of Nottingham, the Ohio State University, the University of Pennsylvania, the University of Portsmouth, SLAC National Accelerator Laboratory, Stanford University, the University of Sussex, Texas A&M University, and the OzDES Membership Consortium. Based in part on observations at Cerro Tololo Inter-American Observatory, National Optical Astronomy Observatory, which is operated by the Association of Universities for Research in Astronomy (AURA) under a cooperative agreement with the National Science Foundation. The DES data management system is supported by the National Science Foundation under Grant Numbers AST-1138766 and AST-1536171. The DES participants from Spanish institutions are partially supported by MINECO under grants AYA201571825, ESP2015-66861, FPA2015-68048, SEV-2016-0588, SEV2016-0597, and MDM-2015-0509, some of which include ERDF funds from the European Union. IFAE is partially funded by the CERCA program of the Generalitat de Catalunya. Research leading to these results has received funding from the European Research Council under the European Union 7th Framework Program (FP7/2007-2013) including ERC grant agreements 240672, 291329, and 306478. We acknowledge support from the Brazilian Instituto Nacional de Ciencia e Tecnologia (INCT) e-Universe (CNPq grant 465376/2014-2). This manuscript has been authored by Fermi Research Alliance, LLC under Contract No. DE-AC02-07CH11359 with the U.S. Department of Energy, Office of Science, Office of High Energy Physics.
CCis supported by the Henry Luce Foundation. G. Longhi's colour scheme suggestions are gratefully acknowledged.
Funding for the DES Projects has been provided by the U.S. Department of Energy, the U.S. National Science Foundation, the Ministry of Science and Education of Spain, the Science and Technology Facilities Council of the United Kingdom, the Higher Education Funding Council for England, the National Center for Supercomputing Applications at the University of Illinois at Urbana-Champaign, the Kavli Institute of Cosmological Physics at the University of Chicago, the Center for Cosmology and Astro-Particle Physics at the Ohio StateUniversity, the Mitchell Institute for Fundamental Physics and Astronomy at Texas A&M University, Financiadora de Estudos e Projetos, Fundacao Carlos Chagas Filho de Amparo a Pesquisa do Estado do Rio de Janeiro, Conselho Nacional de Desenvolvimento Cientifico e Tecnol ogico and the Ministerio da Ciencia, Tecnologia e Inovacao, the Deutsche Forschungsgemeinschaft and the Collaborating Institutions in the Dark Energy Survey.
The DES data management system is supported by the National Science Foundation under Grant Numbers AST-1138766 and AST-1536171. The DES participants from Spanish institutions are partially supported by MINECO under grants AYA2015-71825, ESP2015-66861, FPA2015-68048, SEV-2016-0588, SEV-2016-0597, and MDM-2015-0509, some of which include ERDF funds from the European Union. IFAE is partially funded by the CERCA program of the Generalitat de Catalunya. Research leading to these results has received funding from the European Research Council under the European Union 7th Framework Program (FP7/2007-2013) including ERC grant agreements 240672, 291329, and 306478. We acknowledge support from the Brazilian Instituto Nacional de Ciencia e Tecnologia (INCT) e-Universe (CNPq grant 465376/2014-2).
This manuscript has been authored by Fermi Research Alliance, LLC under Contract No. DE-AC02-07CH11359 with the U.S. Department of Energy, Office of Science, Office of High Energy Physics.
The authors thank the anonymous referee for reading the paper carefully and providing many insightful comments and suggestions. CCis supported by the Henry Luce Foundation. G. Longhi's colour scheme suggestions are gratefully acknowledged. Funding for the DES Projects has been provided by the U.S. Department of Energy, the U.S. National Science Foundation, the Ministry of Science and Education of Spain, the Science and Technology Facilities Council of the United Kingdom, the Higher Education Funding Council for England, the National Center for Supercomputing Applications at the University of Illinois at Urbana-Champaign, the Kavli Institute of Cosmological Physics at the University of Chicago, the Center for Cosmology and Astro-Particle Physics at the Ohio StateUniversity, the Mitchell Institute for Fundamental Physics and Astronomy at Texas A&M University, Financiadora de Estudos e Projetos, Fundacao Carlos Chagas Filho de Amparo a Pesquisa do Estado do Rio de Janeiro, Conselho Nacional de Desenvolvimento Cientifico e Tecnologico and the Ministerio da Ciencia, Tecnologia e Inovacao, the Deutsche Forschungsgemeinschaft and the Collaborating Institutions in the Dark Energy Survey. The Collaborating Institutions are Argonne National Laboratory, the University of California, Santa Cruz, the University of Cambridge, Centro de Investigaciones Energeticas, Medioambientales y Tecnologicas-Madrid, the University of Chicago, University College London, the DES-Brazil Consortium, the University of Edinburgh, the Eidgen ossische Technische Hochschule (ETH) Zurich, Fermi National Accelerator Laboratory, the University of Illinois at Urbana Champaign, the Institut de Ciencies de l'Espai (IEEC/CSIC), the Institut de Fisica d'Altes Energies, Lawrence Berkeley National Laboratory, the Ludwig-Maximilians Universitat Munchen, and the associated Excellence Cluster Universe, the University of Michigan, the National Optical Astronomy Observatory, the University of Nottingham, the Ohio State University, the University of Pennsylvania, the University of Portsmouth, SLAC National Accelerator Laboratory, Stanford University, the University of Sussex, Texas A&M University, and the OzDES Membership Consortium. Based in part on observations at Cerro Tololo Inter-American Observatory, National Optical Astronomy Observatory, which is operated by the Association of Universities for Research in Astronomy (AURA) under a cooperative agreement with the National Science Foundation. The DES data management system is supported by the National Science Foundation under Grant Numbers AST-1138766 and AST-1536171. The DES participants from Spanish institutions are partially supported by MINECO under grants AYA201571825, ESP2015-66861, FPA2015-68048, SEV-2016-0588, SEV2016-0597, and MDM-2015-0509, some of which include ERDF funds from the European Union. IFAE is partially funded by the CERCA program of the Generalitat de Catalunya. Research leading to these results has received funding from the European Research Council under the European Union 7th Framework Program (FP7/2007-2013) including ERC grant agreements 240672, 291329, and 306478. We acknowledge support from the Brazilian Instituto Nacional de Ciencia e Tecnologia (INCT) e-Universe (CNPq grant 465376/2014-2). This manuscript has been authored by Fermi Research Alliance, LLC under Contract No. DE-AC02-07CH11359 with the U.S. Department of Energy, Office of Science, Office of High Energy Physics.
This manuscript has been authored by Fermi Research Alliance, LLC under Contract No. DE-AC02-07CH11359 with the U.S. Department of Energy, Office of Science, Office of High Energy Physics.
Funding for the DES Projects has been provided by the U.S. Department of Energy, the U.S. National Science Foundation, the Ministry of Science and Education of Spain, the Science and Technology Facilities Council of the United Kingdom, the Higher Education Funding Council for England, the National Center for Supercomputing Applications at the University of Illinois at Urbana-Champaign, the Kavli Institute of Cosmological Physics at the University of Chicago, the Center for Cosmology and Astro-Particle Physics at the Ohio StateUniversity, the Mitchell Institute for Fundamental Physics and Astronomy at Texas A&M University, Financiadora de Estudos e Projetos, Fundacao Carlos Chagas Filho de Amparo a Pesquisa do Estado do Rio de Janeiro, Conselho Nacional de Desenvolvimento Cientifico e Tecnol ogico and the Ministerio da Ciencia, Tecnologia e Inovacao, the Deutsche Forschungsgemeinschaft and the Collaborating Institutions in the Dark Energy Survey.
The DES data management system is supported by the National Science Foundation under Grant Numbers AST-1138766 and AST-1536171. The DES participants from Spanish institutions are partially supported by MINECO under grants AYA2015-71825, ESP2015-66861, FPA2015-68048, SEV-2016-0588, SEV-2016-0597, and MDM-2015-0509, some of which include ERDF funds from the European Union. IFAE is partially funded by the CERCA program of the Generalitat de Catalunya. Research leading to these results has received funding from the European Research Council under the European Union 7th Framework Program (FP7/2007-2013) including ERC grant agreements 240672, 291329, and 306478. We acknowledge support from the Brazilian Instituto Nacional de Ciencia e Tecnologia (INCT) e-Universe (CNPq grant 465376/2014-2).
This manuscript has been authored by Fermi Research Alliance, LLC under Contract No. DE-AC02-07CH11359 with the U.S. Department of Energy, Office of Science, Office of High Energy Physics.
The authors thank the anonymous referee for reading the paper carefully and providing many insightful comments and suggestions. CCis supported by the Henry Luce Foundation. G. Longhi's colour scheme suggestions are gratefully acknowledged. Funding for the DES Projects has been provided by the U.S. Department of Energy, the U.S. National Science Foundation, the Ministry of Science and Education of Spain, the Science and Technology Facilities Council of the United Kingdom, the Higher Education Funding Council for England, the National Center for Supercomputing Applications at the University of Illinois at Urbana-Champaign, the Kavli Institute of Cosmological Physics at the University of Chicago, the Center for Cosmology and Astro-Particle Physics at the Ohio StateUniversity, the Mitchell Institute for Fundamental Physics and Astronomy at Texas A&M University, Financiadora de Estudos e Projetos, Fundacao Carlos Chagas Filho de Amparo a Pesquisa do Estado do Rio de Janeiro, Conselho Nacional de Desenvolvimento Cientifico e Tecnologico and the Ministerio da Ciencia, Tecnologia e Inovacao, the Deutsche Forschungsgemeinschaft and the Collaborating Institutions in the Dark Energy Survey. The Collaborating Institutions are Argonne National Laboratory, the University of California, Santa Cruz, the University of Cambridge, Centro de Investigaciones Energeticas, Medioambientales y Tecnologicas-Madrid, the University of Chicago, University College London, the DES-Brazil Consortium, the University of Edinburgh, the Eidgen ossische Technische Hochschule (ETH) Zurich, Fermi National Accelerator Laboratory, the University of Illinois at Urbana Champaign, the Institut de Ciencies de l'Espai (IEEC/CSIC), the Institut de Fisica d'Altes Energies, Lawrence Berkeley National Laboratory, the Ludwig-Maximilians Universitat Munchen, and the associated Excellence Cluster Universe, the University of Michigan, the National Optical Astronomy Observatory, the University of Nottingham, the Ohio State University, the University of Pennsylvania, the University of Portsmouth, SLAC National Accelerator Laboratory, Stanford University, the University of Sussex, Texas A&M University, and the OzDES Membership Consortium. Based in part on observations at Cerro Tololo Inter-American Observatory, National Optical Astronomy Observatory, which is operated by the Association of Universities for Research in Astronomy (AURA) under a cooperative agreement with the National Science Foundation. The DES data management system is supported by the National Science Foundation under Grant Numbers AST-1138766 and AST-1536171. The DES participants from Spanish institutions are partially supported by MINECO under grants AYA201571825, ESP2015-66861, FPA2015-68048, SEV-2016-0588, SEV2016-0597, and MDM-2015-0509, some of which include ERDF funds from the European Union. IFAE is partially funded by the CERCA program of the Generalitat de Catalunya. Research leading to these results has received funding from the European Research Council under the European Union 7th Framework Program (FP7/2007-2013) including ERC grant agreements 240672, 291329, and 306478. We acknowledge support from the Brazilian Instituto Nacional de Ciencia e Tecnologia (INCT) e-Universe (CNPq grant 465376/2014-2). This manuscript has been authored by Fermi Research Alliance, LLC under Contract No. DE-AC02-07CH11359 with the U.S. Department of Energy, Office of Science, Office of High Energy Physics.

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