| Issue |
A&A
Volume 707, March 2026
|
|
|---|---|---|
| Article Number | A228 | |
| Number of page(s) | 21 | |
| Section | Cosmology (including clusters of galaxies) | |
| DOI | https://doi.org/10.1051/0004-6361/202556177 | |
| Published online | 17 March 2026 | |
Euclid preparation
LXXVIII. Full-shape modelling of two-point and three-point correlation functions in real space
1
Dipartimento di Fisica e Astronomia, Università di Bologna, Via Gobetti 93/2, 40129 Bologna, Italy
2
INAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy
3
INAF-Osservatorio Astronomico di Brera, Via Brera 28, 20122 Milano, Italy
4
INFN-Sezione di Genova, Via Dodecaneso 33, 16146 Genova, Italy
5
Dipartimento di Fisica, Università di Genova, Via Dodecaneso 33, 16146 Genova, Italy
6
Universität Bonn, Argelander-Institut für Astronomie, Auf dem Hügel 71, 53121 Bonn, Germany
7
INAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy
8
IFPU, Institute for Fundamental Physics of the Universe, via Beirut 2, 34151 Trieste, Italy
9
INFN, Sezione di Trieste, Via Valerio 2, 34127 Trieste TS, Italy
10
Institute of Space Sciences (ICE, CSIC), Campus UAB, Carrer de Can Magrans s/n, 08193 Barcelona, Spain
11
Laboratoire Univers et Théorie, Observatoire de Paris, Université PSL, Université Paris Cité, CNRS, 92190 Meudon, France
12
Université Paris-Saclay, Université Paris Cité, CEA, CNRS, AIM, 91191 Gif-sur-Yvette, France
13
SISSA, International School for Advanced Studies, Via Bonomea 265, 34136 Trieste TS, Italy
14
Institut d’Estudis Espacials de Catalunya (IEEC), Edifici RDIT, Campus UPC, 08860 Castelldefels, Barcelona, Spain
15
Aix-Marseille Université, CNRS, CNES, LAM, Marseille, France
16
Technion Israel Institute of Technology, Israel
17
Aix-Marseille Université, Université de Toulon, CNRS, CPT, Marseille, France
18
Dipartimento di Fisica “Aldo Pontremoli”, Università degli Studi di Milano, Via Celoria 16, 20133 Milano, Italy
19
INFN Gruppo Collegato di Parma, Viale delle Scienze 7/A, 43124 Parma, Italy
20
Dipartimento di Fisica e Astronomia “G. Galilei”, Università di Padova, Via Marzolo 8, 35131 Padova, Italy
21
INFN-Padova, Via Marzolo 8, 35131 Padova, Italy
22
Laboratoire d’Annecy-le-Vieux de Physique Theorique, CNRS & Universite Savoie Mont Blanc, 9 Chemin de Bellevue, BP 110 Annecy-le-Vieux, 74941 ANNECY Cedex, France
23
ICSC – Centro Nazionale di Ricerca in High Performance Computing, Big Data e Quantum Computing, Via Magnanelli 2 Bologna, Italy
24
INAF – Osservatorio Astronomico di Brera, via Emilio Bianchi 46, 23807 Merate, Italy
25
Max Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, Germany
26
School of Mathematics and Physics, University of Surrey, Guildford, Surrey GU2 7XH, UK
27
Centre National d’Etudes Spatiales – Centre spatial de Toulouse, 18 avenue Edouard Belin, 31401 Toulouse Cedex 9, France
28
INFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy
29
Department of Physics “E. Pancini”, University Federico II, Via Cinthia 6, 80126 Napoli, Italy
30
INAF-Osservatorio Astronomico di Capodimonte, Via Moiariello 16, 80131 Napoli, Italy
31
Dipartimento di Fisica, Università degli Studi di Torino, Via P. Giuria 1, 10125 Torino, Italy
32
INFN-Sezione di Torino, Via P. Giuria 1, 10125 Torino, Italy
33
INAF-Osservatorio Astrofisico di Torino, Via Osservatorio 20, 10025 Pino Torinese (TO), Italy
34
European Space Agency/ESTEC, Keplerlaan 1, 2201 AZ Noordwijk, The Netherlands
35
Institute Lorentz, Leiden University, Niels Bohrweg 2, 2333 CA Leiden, The Netherlands
36
Leiden Observatory, Leiden University, Einsteinweg 55, 2333 CC Leiden, The Netherlands
37
INAF-IASF Milano, Via Alfonso Corti 12, 20133 Milano, Italy
38
INAF-Osservatorio Astronomico di Roma, Via Frascati 33, 00078 Monteporzio Catone, Italy
39
INFN-Sezione di Roma, Piazzale Aldo Moro 2 – c/o Dipartimento di Fisica Edificio G. Marconi, 00185 Roma, Italy
40
Centro de Investigaciones Energéticas, Medioambientales y Tecnológicas (CIEMAT), Avenida Complutense 40, 28040 Madrid, Spain
41
Port d’Informació Científica, Campus UAB, C. Albareda s/n, 08193 Bellaterra (Barcelona), Spain
42
INFN section of Naples, Via Cinthia 6, 80126 Napoli, Italy
43
Institute for Astronomy, University of Hawaii, 2680 Woodlawn Drive Honolulu, HI 96822, USA
44
Dipartimento di Fisica e Astronomia “Augusto Righi” – Alma Mater Studiorum Università di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy
45
Instituto de Astrofísica de Canarias, Vía Láctea, 38205 La Laguna, Tenerife, Spain
46
Institute for Astronomy, University of Edinburgh, Royal Observatory, Blackford Hill Edinburgh EH9 3HJ, UK
47
European Space Agency/ESRIN, Largo Galileo Galilei 1, 00044 Frascati, Roma, Italy
48
ESAC/ESA, Camino Bajo del Castillo, s/n. Urb. Villafranca del Castillo, 28692 Villanueva de la Cañada, Madrid, Spain
49
Université Claude Bernard Lyon 1, CNRS/IN2P3, IP2I Lyon, UMR 5822, Villeurbanne F-69100, France
50
Institut de Ciències del Cosmos (ICCUB), Universitat de Barcelona (IEEC-UB), Martí i Franquès 1, 08028 Barcelona, Spain
51
Institució Catalana de Recerca i Estudis Avançats (ICREA), Passeig de Lluís Companys 23, 08010 Barcelona, Spain
52
UCB Lyon 1, CNRS/IN2P3, IUF, IP2I Lyon, 4 rue Enrico Fermi, 69622 Villeurbanne, France
53
Departamento de Física, Faculdade de Ciências, Universidade de Lisboa, Edifício C8 Campo Grande, PT1749-016 Lisboa, Portugal
54
Instituto de Astrofísica e Ciências do Espaço, Faculdade de Ciências, Universidade de Lisboa, Campo Grande, 1749-016 Lisboa, Portugal
55
Department of Astronomy, University of Geneva, ch. d’Ecogia 16, 1290 Versoix, Switzerland
56
Université Paris-Saclay, CNRS, Institut d’astrophysique spatiale, 91405 Orsay, France
57
Aix-Marseille Université, CNRS/IN2P3, CPPM, Marseille, France
58
INAF-Istituto di Astrofisica e Planetologia Spaziali, via del Fosso del Cavaliere 100, 00100 Roma, Italy
59
Space Science Data Center, Italian Space Agency, via del Politecnico snc, 00133 Roma, Italy
60
INFN-Bologna, Via Irnerio 46, 40126 Bologna, Italy
61
School of Physics, HH Wills Physics Laboratory, University of Bristol, Tyndall Avenue Bristol BS8 1TL, UK
62
INAF-Osservatorio Astronomico di Padova, Via dell’Osservatorio 5, 35122 Padova, Italy
63
Universitäts-Sternwarte München, Fakultät für Physik, Ludwig-Maximilians-Universität München, Scheinerstrasse 1, 81679 München, Germany
64
INFN-Sezione di Milano, Via Celoria 16, 20133 Milano, Italy
65
Institute of Theoretical Astrophysics, University of Oslo, P.O. Box 1029 Blindern, 0315 Oslo, Norway
66
Jet Propulsion Laboratory, California Institute of Technology, 4800 Oak Grove Drive Pasadena, CA 91109, USA
67
Felix Hormuth Engineering, Goethestr. 17, 69181 Leimen, Germany
68
Technical University of Denmark, Elektrovej 327, 2800 Kgs. Lyngby, Denmark
69
Cosmic Dawn Center (DAWN), Denmark
70
Max-Planck-Institut für Astronomie, Königstuhl 17, 69117 Heidelberg, Germany
71
NASA Goddard Space Flight Center, Greenbelt, MD 20771, USA
72
Department of Physics and Astronomy, University College London, Gower Street London WC1E 6BT, UK
73
Department of Physics and Helsinki Institute of Physics, Gustaf Hällströmin katu 2, 00014 University of Helsinki, Finland
74
Université de Genève, Département de Physique Théorique and Centre for Astroparticle Physics, 24 quai Ernest-Ansermet, CH-1211 Genève 4, Switzerland
75
Department of Physics, P.O. Box 64, 00014 University of Helsinki, Finland
76
Helsinki Institute of Physics, Gustaf Hällströmin katu 2 University of Helsinki Helsinki, Finland
77
Laboratoire d’etude de l’Univers et des phenomenes eXtremes, Observatoire de Paris, Université PSL, Sorbonne Université, CNRS, 92190 Meudon, France
78
SKA Observatory, Jodrell Bank Lower Withington Macclesfield, Cheshire SK11 9FT, UK
79
Centre de Calcul de l’IN2P3/CNRS, 21 avenue Pierre de Coubertin, 69627 Villeurbanne Cedex, France
80
University of Applied Sciences and Arts of Northwestern Switzerland, School of Computer Science, 5210 Windisch, Switzerland
81
Department of Physics, Institute for Computational Cosmology, Durham University, South Road Durham DH1 3LE, UK
82
Université Paris Cité, CNRS, Astroparticule et Cosmologie, 75013 Paris, France
83
CNRS-UCB International Research Laboratory, Centre Pierre Binétruy, IRL2007, CPB-IN2P3, Berkeley, USA
84
University of Applied Sciences and Arts of Northwestern Switzerland, School of Engineering, 5210 Windisch, Switzerland
85
Institut d’Astrophysique de Paris, 98bis Boulevard Arago, 75014 Paris, France
86
Institut d’Astrophysique de Paris, UMR 7095, CNRS, and Sorbonne Université, 98 bis boulevard Arago, 75014 Paris, France
87
Institute of Physics, Laboratory of Astrophysics, Ecole Polytechnique Fédérale de Lausanne (EPFL), Observatoire de Sauverny, 1290 Versoix, Switzerland
88
Telespazio UK S.L. for European Space Agency (ESA), Camino bajo del Castillo, s/n, Urbanizacion Villafranca del Castillo Villanueva de la Cañada, 28692 Madrid, Spain
89
Institut de Física d’Altes Energies (IFAE), The Barcelona Institute of Science and Technology, Campus UAB, 08193 Bellaterra (Barcelona), Spain
90
DARK, Niels Bohr Institute, University of Copenhagen, Jagtvej 155, 2200 Copenhagen, Denmark
91
Waterloo Centre for Astrophysics, University of Waterloo, Waterloo, Ontario N2L 3G1, Canada
92
Department of Physics and Astronomy, University of Waterloo, Waterloo, Ontario N2L 3G1, Canada
93
Perimeter Institute for Theoretical Physics, Waterloo, Ontario N2L 2Y5, Canada
94
Institute of Space Science, Str. Atomistilor nr. 409 Măgurele Ilfov 077125, Romania
95
Consejo Superior de Investigaciones Cientificas, Calle Serrano 117, 28006 Madrid, Spain
96
Universidad de La Laguna, Departamento de Astrofísica, 38206 La Laguna, Tenerife, Spain
97
Institut für Theoretische Physik, University of Heidelberg, Philosophenweg 16, 69120 Heidelberg, Germany
98
Institut de Recherche en Astrophysique et Planétologie (IRAP), Université de Toulouse, CNRS, UPS, CNES, 14 Av. Edouard Belin, 31400 Toulouse, France
99
Université St Joseph; Faculty of Sciences, Beirut, Lebanon
100
Departamento de Física, FCFM, Universidad de Chile, Blanco Encalada 2008 Santiago, Chile
101
Universität Innsbruck, Institut für Astro- und Teilchenphysik, Technikerstr. 25/8, 6020 Innsbruck, Austria
102
Satlantis, University Science Park, Sede Bld 48940 Leioa-Bilbao, Spain
103
Department of Physics, Royal Holloway, University of London, TW20 0EX, UK
104
Instituto de Astrofísica e Ciências do Espaço, Faculdade de Ciências, Universidade de Lisboa, Tapada da Ajuda, 1349-018 Lisboa, Portugal
105
Cosmic Dawn Center (DAWN)
106
Niels Bohr Institute, University of Copenhagen, Jagtvej 128, 2200 Copenhagen, Denmark
107
Universidad Politécnica de Cartagena, Departamento de Electrónica y Tecnología de Computadoras, Plaza del Hospital 1, 30202 Cartagena, Spain
108
Centre for Information Technology, University of Groningen, P.O. Box 11044, 9700 CA, Groningen, The Netherlands
109
Kapteyn Astronomical Institute, University of Groningen, PO Box 800, 9700 AV, Groningen, The Netherlands
110
Infrared Processing and Analysis Center, California Institute of Technology, Pasadena, CA 91125, USA
111
Dipartimento di Fisica e Scienze della Terra, Università degli Studi di Ferrara, Via Giuseppe Saragat 1, 44122 Ferrara, Italy
112
Istituto Nazionale di Fisica Nucleare, Sezione di Ferrara, Via Giuseppe Saragat 1, 44122 Ferrara, Italy
113
INAF, Istituto di Radioastronomia, Via Piero Gobetti 101, 40129 Bologna, Italy
114
Astronomical Observatory of the Autonomous Region of the Aosta Valley (OAVdA), Loc. Lignan 39, I-11020 Nus (Aosta Valley), Italy
115
Université Côte d’Azur, Observatoire de la Côte d’Azur, CNRS, Laboratoire Lagrange, Bd de l’Observatoire CS 34229, 06304 Nice cedex 4, France
116
Department of Physics, Oxford University, Keble Road Oxford, OX1 3RH, UK
117
Aurora Technology for European Space Agency (ESA), Camino bajo del Castillo, s/n, Urbanizacion Villafranca del Castillo Villanueva de la Cañada, 28692 Madrid, Spain
118
Zentrum für Astronomie, Universität Heidelberg, Philosophenweg 12, 69120 Heidelberg, Germany
119
Department of Mathematics and Physics E. De Giorgi, University of Salento, Via per Arnesano CP-I93, 73100 Lecce, Italy
120
INFN, Sezione di Lecce, Via per Arnesano CP-193, 73100 Lecce, Italy
121
INAF-Sezione di Lecce, c/o Dipartimento Matematica e Fisica Via per Arnesano, 73100 Lecce, Italy
122
INAF-Osservatorio Astronomico di Brera, Via Brera 28, 20122 Milano, Italy, and INFN-Sezione di Genova Via Dodecaneso 33, 16146 Genova, Italy
123
ICL, Junia, Université Catholique de Lille, LITL, 59000 Lille, France
124
Instituto de Física Teórica UAM-CSIC, Campus de Cantoblanco, 28049 Madrid, Spain
125
CERCA/ISO, Department of Physics, Case Western Reserve University, 10900 Euclid Avenue Cleveland, OH 44106, USA
126
Technical University of Munich, TUM School of Natural Sciences, Physics Department, James-Franck-Str. 1, 85748 Garching, Germany
127
Max-Planck-Institut für Astrophysik, Karl-Schwarzschild-Str. 1, 85748 Garching, Germany
128
Departamento de Física Fundamental. Universidad de Salamanca, Plaza de la Merced s/n., 37008 Salamanca, Spain
129
Instituto de Astrofísica de Canarias (IAC); Departamento de Astrofísica, Universidad de La Laguna (ULL), 38200 La Laguna, Tenerife, Spain
130
Université de Strasbourg, CNRS, Observatoire astronomique de Strasbourg, UMR 7550, 67000 Strasbourg, France
131
Center for Data-Driven Discovery, Kavli IPMU (WPI), UTIAS, The University of Tokyo, Kashiwa, Chiba 277-8583, Japan
132
Ludwig-Maximilians-University, Schellingstrasse 4, 80799 Munich, Germany
133
Max-Planck-Institut für Physik, Boltzmannstr. 8, 85748 Garching, Germany
134
Dipartimento di Fisica – Sezione di Astronomia, Università di Trieste, Via Tiepolo 11, 34131 Trieste, Italy
135
Jodrell Bank Centre for Astrophysics, Department of Physics and Astronomy, University of Manchester, Oxford Road Manchester, M13 9PL, UK
136
California Institute of Technology, 1200 E California Blvd Pasadena, CA 91125, USA
137
Department of Physics & Astronomy, University of California Irvine, Irvine, CA 92697, USA
138
Departamento Física Aplicada, Universidad Politécnica de Cartagena, Campus Muralla del Mar, 30202 Cartagena, Murcia, Spain
139
Instituto de Física de Cantabria, Edificio Juan Jordá Avenida de los Castros, 39005 Santander, Spain
140
Observatorio Nacional, Rua General Jose Cristino 77-Bairro Imperial de Sao Cristovao Rio de Janeiro, 20921-400, Brazil
141
CEA Saclay, DFR/IRFU, Service d’Astrophysique Bat. 709, 91191 Gif-sur-Yvette, France
142
Institute of Cosmology and Gravitation, University of Portsmouth, Portsmouth, PO1 3FX, UK
143
Department of Computer Science, Aalto University, PO Box 15400 Espoo, FI-00 076, Finland
144
Instituto de Astrofísica de Canarias, c/ Via Lactea s/n, La Laguna 38200, Spain. Departamento de Astrofísica de la Universidad de La Laguna Avda. Francisco Sanchez La Laguna, 38200, Spain
145
Ruhr University Bochum, Faculty of Physics and Astronomy, Astronomical Institute (AIRUB), German Centre for Cosmological Lensing (GCCL), 44780 Bochum, Germany
146
Department of Physics and Astronomy, Vesilinnantie 5, 20014 University of Turku, Finland
147
Serco for European Space Agency (ESA), Camino bajo del Castillo, s/n, Urbanizacion Villafranca del Castillo Villanueva de la Cañada, 28692 Madrid, Spain
148
ARC Centre of Excellence for Dark Matter Particle Physics, Melbourne, Australia
149
Centre for Astrophysics & Supercomputing, Swinburne University of Technology, Hawthorn, Victoria 3122, Australia
150
Department of Physics and Astronomy, University of the Western Cape, Bellville, Cape Town, 7535, South Africa
151
DAMTP, Centre for Mathematical Sciences, Wilberforce Road Cambridge, CB3 0WA, UK
152
Kavli Institute for Cosmology Cambridge, Madingley Road Cambridge, CB3 0HA, UK
153
Department of Astrophysics, University of Zurich, Winterthurerstrasse 190, 8057 Zurich, Switzerland
154
Department of Physics, Centre for Extragalactic Astronomy, Durham University, South Road Durham, DH1 3LE, UK
155
Institute for Theoretical Particle Physics and Cosmology (TTK), RWTH Aachen University, 52056 Aachen, Germany
156
IRFU, CEA, Université Paris-Saclay, 91191 Gif-sur-Yvette Cedex, France
157
Oskar Klein Centre for Cosmoparticle Physics, Department of Physics, Stockholm University, Stockholm, SE-106 91, Sweden
158
Astrophysics Group, Blackett Laboratory, Imperial College London, London, SW7 2AZ, UK
159
Univ. Grenoble Alpes, CNRS, Grenoble INP, LPSC-IN2P3, 53 Avenue des Martyrs, 38000 Grenoble, France
160
INAF-Osservatorio Astrofisico di Arcetri, Largo E. Fermi 5, 50125 Firenze, Italy
161
Dipartimento di Fisica, Sapienza Università di Roma, Piazzale Aldo Moro 2, 00185 Roma, Italy
162
Centro de Astrofísica da Universidade do Porto, Rua das Estrelas, 4150-762 Porto, Portugal
163
Instituto de Astrofísica e Ciências do Espaço, Universidade do Porto, CAUP, Rua das Estrelas, PT4150-762 Porto, Portugal
164
HE Space for European Space Agency (ESA), Camino bajo del Castillo, s/n, Urbanizacion Villafranca del Castillo Villanueva de la Cañada, 28692 Madrid, Spain
165
Theoretical astrophysics, Department of Physics and Astronomy, Uppsala University, Box 516, 751 37 Uppsala, Sweden
166
Mathematical Institute, University of Leiden, Einsteinweg 55, 2333 CA, Leiden, The Netherlands
167
Institute of Astronomy, University of Cambridge, Madingley Road Cambridge, CB3 0HA, UK
168
Univ. Lille, CNRS, Centrale Lille, UMR 9189 CRIStAL, 59000 Lille, France
169
Department of Astrophysical Sciences, Peyton Hall, Princeton University, Princeton, NJ 08544, USA
170
Space physics and astronomy research unit, University of Oulu, Pentti Kaiteran katu 1, FI-90014 Oulu, Finland
171
Institut de Physique Théorique, CEA, CNRS, Université Paris-Saclay, 91191 Gif-sur-Yvette Cedex, France
172
Center for Computational Astrophysics, Flatiron Institute, 162 5th Avenue, 10010 New York, NY, USA
★ Corresponding author: This email address is being protected from spambots. You need JavaScript enabled to view it.
Received:
30
June
2025
Accepted:
21
October
2025
Abstract
We investigated the accuracy and range of validity of the perturbative model for the two-point (2PCF) and three-point (3PCF) correlation functions in real space in view of the forthcoming analysis of the Euclid mission spectroscopic sample. We took advantage of clustering measurements from four snapshots of the Flagship I N-body simulations at z = {0.9,1.2,1.5,1.8}, which mimic the expected galaxy population in the ideal case, i.e. in the absence of observational effects such as purity and completeness. For the 3PCF we considered all available triangular configurations given a minimal separation (rmin). We first assessed the model performance by fixing the cosmological parameters and evaluating the goodness of fit provided by the perturbative bias expansion in the joint analysis of the two statistics, finding an overall agreement with the data down to separations of 20 h−1 Mpc. Subsequently, we built on the state-of-the-art analysis and extended it to include the dependence on three cosmological parameters: the amplitude of scalar perturbations (As), the matter density (ωcdm), and the Hubble parameter (h). To achieve this goal, we developed an emulator capable of generating fast and robust modelling predictions for the two summary statistics, which thus enables an efficient sampling of the joint likelihood function. We therefore present the first joint full-shape analysis of the real-space 2PCF and 3PCF, testing the consistency and constraining power of the perturbative model across both probes and assessing its performance in a combined likelihood framework. We explored possible systematic uncertainties induced by the perturbative model at small scales, finding an optimal scale cut of rmin = 30 h−1 Mpc for the 3PCF when imposing an additional limitation on the nearly isosceles triangular configurations included in the data vector. This work is part of a series of papers in which we validate theoretical models for galaxy clustering measurements in preparation for the Euclid mission.
Key words: large-scale structure of Universe
© The Authors 2026
Open Access article, published by EDP Sciences, under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
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