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Void Number Counts as a Cosmological Probe for the Large-Scale Structure 虚空数计数作为大尺度结构的宇宙学探测器
Pub Date : 2024-09-05 DOI: arxiv-2409.03178
Yingxiao Song, Qi Xiong, Yan Gong, Furen Deng, Kwan Chuen Chan, Xuelei Chen, Qi Guo, Yun Liu, Wenxiang Pei
Void number counts (VNC) indicates the number of low-density regions in thelarge-scale structure (LSS) of the Universe, and we propose to use it as aneffective cosmological probe. By generating the galaxy mock catalog based onJiutian simulations and considering the spectroscopic survey strategy andinstrumental design of the China Space Station Telescope (CSST), which canreach a magnitude limit $sim$23 AB mag and spectral resolution $Rgtrsim200$with a sky coverage 17,500 deg$^2$, we identify voids using the watershedalgorithm without any assumption of void shape, and obtain the mock voidcatalog and data of the VNC in six redshift bins from $z=0.3$ to1.3. We use theMarkov Chain Monte Carlo (MCMC) method to constrain the cosmological and VNCparameters. The void linear underdensity threshold $delta_{rm v}$ in thetheoretical model is set to be a free parameter at a given redshift to fit theVNC data and explore its redshift evolution. We find that, the VNC cancorrectly derive the cosmological information, and the constraint strength onthe cosmological parameters is comparable to that from the void size function(VSF) method, which can reach a few percentage levels in the CSST fullspectroscopic survey. This is because that, since the VNC is not sensitive tovoid shape, the modified theoretical model can match the data better byintegrating over void features, and more voids could be included in the VNCanalysis by applying simpler selection criteria, which will improve thestatistical significance. It indicates that the VNC can be an effectivecosmological probe for exploring the LSS.
虚空数(VNC)表示宇宙大尺度结构(LSS)中低密度区域的数量,我们建议将其作为一种有效的宇宙学探测手段。基于九天模拟生成的星系模拟星表,并考虑到中国空间站望远镜的光谱巡天策略和仪器设计(其星等极限为23 AB mag,光谱分辨率为200 R/gtrsim,天空覆盖范围为17500 deg$^2$),我们在不假定空洞形状的情况下,利用分水岭算法识别空洞,得到了模拟空洞星表和从$z=0.3$到1.3$六个红移带的VNC数据。3$ 到 1.3。我们使用马尔可夫链蒙特卡洛(MCMC)方法来约束宇宙学和VNC参数。将理论模型中的空洞线性密度不足阈值$delta_{rm v}$设为给定红移下的自由参数,以拟合VNC数据并探索其红移演化。我们发现,VNC可以正确地推导出宇宙学信息,对宇宙学参数的约束强度与虚空尺寸函数(VSF)方法相当,在CSST全谱巡天中可以达到几个百分点的水平。这是因为,由于 VNC 对空洞的形状不敏感,修正后的理论模型通过对空洞特征进行积分,可以更好地匹配数据,而且通过采用更简单的选择标准,可以将更多的空洞纳入 VNC 分析,从而提高统计意义。这表明 VNC 可以成为探索 LSS 的有效宇宙学探针。
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引用次数: 0
YOLO-CL cluster detection in the Rubin/LSST DC2 simulation 鲁宾/LSST DC2 模拟中的 YOLO-CL 星团探测
Pub Date : 2024-09-05 DOI: arxiv-2409.03333
Kirill Grishin, Simona Mei, Stephane Ilic, Michel Aguena, Dominique Boutigny, Marie Paturel, the LSST Dark Energy Science Collaboration
LSST will provide galaxy cluster catalogs up to z$sim$1 that can be used toconstrain cosmological models once their selection function is well-understood.We have applied the deep convolutional network YOLO for CLuster detection(YOLO-CL) to LSST simulations from the Dark Energy Science Collaboration DataChallenge 2 (DC2), and characterized the LSST YOLO-CL cluster selectionfunction. We have trained and validated the network on images from a hybridsample of (1) clusters observed in the Sloan Digital Sky Survey and detectedwith the red-sequence Matched-filter Probabilistic Percolation, and (2)simulated DC2 dark matter haloes with masses $M_{200c} > 10^{14} M_{odot}$. Wequantify the completeness and purity of the YOLO-CL cluster catalog withrespect to DC2 haloes with $M_{200c} > 10^{14} M_{odot}$. The YOLO-CL clustercatalog is 100% and 94% complete for halo mass $M_{200c} > 10^{14.6} M_{odot}$at $0.2 10^{14} M_{odot}$ and redshift $z lesssim 1$,respectively, with only 6% false positive detections. All the false positivedetections are dark matter haloes with $ 10^{13.4} M_{odot} lesssim M_{200c}lesssim 10^{14} M_{odot}$. The YOLO-CL selection function is almost flat withrespect to the halo mass at $0.2 lesssim z lesssim 0.9$. The overallperformance of YOLO-CL is comparable or better than other cluster detectionmethods used for current and future optical and infrared surveys. YOLO-CL showsbetter completeness for low mass clusters when compared to current detectionsin surveys using the Sunyaev Zel'dovich effect, and detects clusters at higherredshifts than X-ray-based catalogs. The strong advantage of YOLO-CL overtraditional galaxy cluster detection techniques is that it works directly onimages and does not require photometric and photometric redshift catalogs, nordoes it need to mask stellar sources and artifacts.
我们已经将用于星系团探测的深度卷积网络YOLO(YOLO-CL)应用于来自暗能量科学协作组数据挑战2(DC2)的LSST模拟,并描述了LSST YOLO-CL星系团选择功能的特征。我们在以下混合样本的图像上训练并验证了该网络:(1)斯隆数字巡天观测到的并用红序匹配滤波概率渗透检测到的星团;(2)质量为$M_{200c}的模拟DC2暗物质晕。> 10^{14}M_{odot}$。我们计算了YOLO-CL星团目录对于质量为$M_{200c} > 10^{14} M_{odot}$的DC2晕的完整性和纯度。> 10^{14}M_{odot}$。对于质量为$M_{200c} > 10^{14} M_{odot}$的光环,YOLO-CL星团目录的完整度分别为100%和94%。> 10^{14.6}M_{odot}$为0.2 10^{14}。M_{odot}$ 和红移 $z lesssim 1$,分别只有 6% 的误报。所有的假阳性探测都是暗物质晕,其质量为 $ 10^{13.4}.M_{odot} lesssim M_{200c}lesssim 10^{14}.M_{odot}$。YOLO-CL 的选择函数在 0.2 lesssim z lesssim 0.9$ 时与光环质量几乎持平。YOLO-CL的总体性能与当前和未来光学和红外巡天中使用的其他星团探测方法相当,甚至更好。与目前使用苏尼亚耶夫-泽尔多维奇效应(Sunyaev Zel'dovich effect)进行的巡天探测相比,YOLO-CL对低质量星团的探测显示出更高的完整性,而且与基于X射线的星表相比,YOLO-CL能探测到更高红移的星团。与传统的星系团探测技术相比,YOLO-CL的强大优势在于它可以直接在图像上工作,不需要测光和测光红移星表,也不需要掩蔽恒星源和伪影。
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引用次数: 0
Euclid preparation. Simulations and nonlinearities beyond $Λ$CDM. 4. Constraints on $f(R)$ models from the photometric primary probes 欧几里得准备。超越Λ$CDM的模拟与非线性。4.来自测光主探测器的$f(R)$模型约束
Pub Date : 2024-09-05 DOI: arxiv-2409.03524
Euclid Collaboration, K. KoyamaInstitute of Cosmology and Gravitation, University of Portsmouth, Portsmouth PO1 3FX, UK, S. PamukInstitute for Theoretical Particle Physics and Cosmology, S. CasasInstitute for Theoretical Particle Physics and Cosmology, B. BoseInstitute for Astronomy, University of Edinburgh, Royal Observatory, Blackford Hill, Edinburgh EH9 3HJ, UK, P. CarrilhoInstitute for Astronomy, University of Edinburgh, Royal Observatory, Blackford Hill, Edinburgh EH9 3HJ, UK, I. Sáez-CasaresLaboratoire Univers et Théorie, Observatoire de Paris, Université PSL, Université Paris Cité, CNRS, 92190 Meudon, France, L. AtaydeInstituto de Astrofísica e Ciências do Espaço, Faculdade de Ciências, Universidade de Lisboa, Campo Grande, 1749-016 Lisboa, PortugalDepartamento de Física, Faculdade de Ciências, Universidade de Lisboa, Edifício C8, Campo Grande, PT1749-016 Lisboa, Portugal, M. CataneoRuhr University Bochum, Faculty of Physics and Astronomy, Astronomical InstituteUniversität Bonn, Argelander-Institut für Astronomie, Auf dem Hügel 71, 53121 Bonn, Germany, B. FioriniInstitute of Cosmology and Gravitation, University of Portsmouth, Portsmouth PO1 3FX, UK, C. GiocoliINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, ItalyIstituto Nazionale di Fisica Nucleare, Sezione di Bologna, Via Irnerio 46, 40126 Bologna, Italy, A. M. C. Le BrunLaboratoire Univers et Théorie, Observatoire de Paris, Université PSL, Université Paris Cité, CNRS, 92190 Meudon, France, F. PaceDipartimento di Fisica, Università degli Studi di Torino, Via P. Giuria 1, 10125 Torino, ItalyINFN-Sezione di Torino, Via P. Giuria 1, 10125 Torino, ItalyINAF-Osservatorio Astrofisico di Torino, Via Osservatorio 20, 10025 Pino Torinese, A. PourtsidouInstitute for Astronomy, University of Edinburgh, Royal Observatory, Blackford Hill, Edinburgh EH9 3HJ, UKHiggs Centre for Theoretical Physics, School of Physics and Astronomy, The University of Edinburgh, Edinburgh EH9 3FD, UK, Y. RaseraLaboratoire Univers et Théorie, Observatoire de Paris, Université PSL, Université Paris Cité, CNRS, 92190 Meudon, FranceInstitut universitaire de France, Z. SakrInstitut für Theoretische Physik, University of Heidelberg, Philosophenweg 16, 69120 Heidelberg, GermanyInstitut de Recherche en Astrophysique et PlanétologieUniversité St Joseph, Faculty of Sciences, Beirut, Lebanon, H. -A. WintherInstitute of Theoretical Astrophysics, University of Oslo, P.O. Box 1029 Blindern, 0315 Oslo, Norway, E. AltamuraJodrell Bank Centre for Astrophysics, Department of Physics and Astronomy, University of Manchester, Oxford Road, Manchester M13 9PL, UK, J. AdamekDepartment of Astrophysics, University of Zurich, Winterthurerstrasse 190, 8057 Zurich, Switzerland, M. BaldiDipartimento di Fisica e Astronomia, Università di Bologna, Via Gobetti 93/2, 40129 Bologna, ItalyINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, ItalyINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, M. -A. BretonInstitute of Space SciencesInstitut de Ciencies de l'EspaiLaboratoire Univers et Théorie, Observatoire de Paris, Université PSL, Université Paris Cité, CNRS, 92190 Meudon, France, G. RáczJet Propulsion Laboratory, California Institute of Technology, 4800 Oak Grove Drive, Pasadena, CA, 91109, USA, F. VernizziInstitut de Physique Théorique, CEA, CNRS, Université Paris-Saclay 91191 Gif-sur-Yvette Cedex, France, A. AmaraSchool of Mathematics and Physics, University of Surrey, Guildford, Surrey, GU2 7XH, UK, S. AndreonINAF-Osservatorio Astronomico di Brera, Via Brera 28, 20122 Milano, Italy, N. AuricchioINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, C. BaccigalupiIFPU, Institute for Fundamental Physics of the Universe, via Beirut 2, 34151 Trieste, ItalyINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, ItalyINFN, Sezione di Trieste, Via Valerio 2, 34127 Trieste TS, ItalySISSA, International School for Advanced Studies, Via Bonomea 265, 34136 Trieste TS, Italy, S. BardelliINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, F. BernardeauInstitut de Physique Théorique, CEA, CNRS, Université Paris-Saclay 91191 Gif-sur-Yvette Cedex, FranceInstitut d'Astrophysique de Paris, UMR 7095, CNRS, and Sorbonne Université, 98 bis boulevard Arago, 75014 Paris, France, C. BodendorfMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, Germany, D. BoninoINAF-Osservatorio Astrofisico di Torino, Via Osservatorio 20, 10025 Pino Torinese, E. BranchiniDipartimento di Fisica, Università di Genova, Via Dodecaneso 33, 16146, Genova, ItalyINFN-Sezione di Genova, Via Dodecaneso 33, 16146, Genova, ItalyINAF-Osservatorio Astronomico di Brera, Via Brera 28, 20122 Milano, Italy, M. BresciaDepartment of Physics "E. Pancini", University Federico II, Via Cinthia 6, 80126, Napoli, ItalyINAF-Osservatorio Astronomico di Capodimonte, Via Moiariello 16, 80131 Napoli, ItalyINFN section of Naples, Via Cinthia 6, 80126, Napoli, Italy, J. BrinchmannInstituto de Astrofísica e Ciências do Espaço, Universidade do Porto, CAUP, Rua das Estrelas, PT4150-762 Porto, PortugalFaculdade de Ciências da Universidade do Porto, Rua do Campo de Alegre, 4150-007 Porto, Portugal, A. CaillatAix-Marseille Université, CNRS, CNES, LAM, Marseille, France, S. CameraDipartimento di Fisica, Università degli Studi di Torino, Via P. Giuria 1, 10125 Torino, ItalyINFN-Sezione di Torino, Via P. Giuria 1, 10125 Torino, ItalyINAF-Osservatorio Astrofisico di Torino, Via Osservatorio 20, 10025 Pino Torinese, V. CapobiancoINAF-Osservatorio Astrofisico di Torino, Via Osservatorio 20, 10025 Pino Torinese, C. CarboneINAF-IASF Milano, Via Alfonso Corti 12, 20133 Milano, Italy, J. CarreteroCentro de Investigaciones Energéticas, Medioambientales y TecnológicasPort d'Informació Científica, Campus UAB, C. Albareda s/n, 08193 Bellaterra, M. CastellanoINAF-Osservatorio Astronomico di Roma, Via Frascati 33, 00078 Monteporzio Catone, Italy, G. CastignaniINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, S. CavuotiINAF-Osservatorio Astronomico di Capodimonte, Via Moiariello 16, 80131 Napoli, ItalyINFN section of Naples, Via Cinthia 6, 80126, Napoli, Italy, A. CimattiDipartimento di Fisica e Astronomia "Augusto Righi" - Alma Mater Studiorum Università di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, C. Colodro-CondeInstituto de Astrofísica de Canarias, Calle Vía Láctea s/n, 38204, San Cristóbal de La Laguna, Tenerife, Spain, G. CongedoInstitute for Astronomy, University of Edinburgh, Royal Observatory, Blackford Hill, Edinburgh EH9 3HJ, UK, C. J. ConseliceJodrell Bank Centre for Astrophysics, Department of Physics and Astronomy, University of Manchester, Oxford Road, Manchester M13 9PL, UK, L. ConversiEuropean Space Agency/ESRIN, Largo Galileo Galilei 1, 00044 Frascati, Roma, ItalyESAC/ESA, Camino Bajo del Castillo, s/n., Urb. Villafranca del Castillo, 28692 Villanueva de la Cañada, Madrid, Spain, Y. CopinUniversité Claude Bernard Lyon 1, CNRS/IN2P3, IP2I Lyon, UMR 5822, Villeurbanne, F-69100, France, F. CourbinInstitute of Physics, Laboratory of Astrophysics, Ecole Polytechnique Fédérale de LausanneInstitut de Ciències del CosmosInstitució Catalana de Recerca i Estudis Avançats, H. M. CourtoisUCB Lyon 1, CNRS/IN2P3, IUF, IP2I Lyon, 4 rue Enrico Fermi, 69622 Villeurbanne, France, A. Da SilvaDepartamento de Física, Faculdade de Ciências, Universidade de Lisboa, Edifício C8, Campo Grande, PT1749-016 Lisboa, PortugalInstituto de Astrofísica e Ciências do Espaço, Faculdade de Ciências, Universidade de Lisboa, Campo Grande, 1749-016 Lisboa, Portugal, H. DegaudenziDepartment of Astronomy, University of Geneva, ch. d'Ecogia 16, 1290 Versoix, Switzerland, G. De LuciaINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, M. DouspisUniversité Paris-Saclay, CNRS, Institut d'astrophysique spatiale, 91405, Orsay, France, F. DubathDepartment of Astronomy, University of Geneva, ch. d'Ecogia 16, 1290 Versoix, Switzerland, C. A. J. DuncanJodrell Bank Centre for Astrophysics, Department of Physics and Astronomy, University of Manchester, Oxford Road, Manchester M13 9PL, UK, X. DupacESAC/ESA, Camino Bajo del Castillo, s/n., Urb. Villafranca del Castillo, 28692 Villanueva de la Cañada, Madrid, Spain, S. DusiniINFN-Padova, Via Marzolo 8, 35131 Padova, Italy, M. FarinaINAF-Istituto di Astrofisica e Planetologia Spaziali, via del Fosso del Cavaliere, 100, 00100 Roma, Italy, S. FarrensUniversité Paris-Saclay, Université Paris Cité, CEA, CNRS, AIM, 91191, Gif-sur-Yvette, France, S. FerriolUniversité Claude Bernard Lyon 1, CNRS/IN2P3, IP2I Lyon, UMR 5822, Villeurbanne, F-69100, France, P. FosalbaInstitut d'Estudis Espacials de CatalunyaInstitute of Space Sciences, M. FrailisINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, E. FranceschiINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, S. GaleottaINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, B. GillisInstitute for Astronomy, University of Edinburgh, Royal Observatory, Blackford Hill, Edinburgh EH9 3HJ, UK, P. Gómez-AlvarezFRACTAL S.L.N.E., calle Tulipán 2, Portal 13 1A, 28231, Las Rozas de Madrid, SpainESAC/ESA, Camino Bajo del Castillo, s/n., Urb. Villafranca del Castillo, 28692 Villanueva de la Cañada, Madrid, Spain, A. GrazianINAF-Osservatorio Astronomico di Padova, Via dell'Osservatorio 5, 35122 Padova, Italy, F. GruppMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, GermanyUniversitäts-Sternwarte München, Fakultät für Physik, Ludwig-Maximilians-Universität München, Scheinerstrasse 1, 81679 München, Germany, L. GuzzoDipartimento di Fisica "Aldo Pontremoli", Università degli Studi di Milano, Via Celoria 16, 20133 Milano, ItalyINAF-Osservatorio Astronomico di Brera, Via Brera 28, 20122 Milano, Italy, M. HaileyMullard Space Science Laboratory, University College London, Holmbury St Mary, Dorking, Surrey RH5 6NT, UK, S. V. H. HauganInstitute of Theoretical Astrophysics, University of Oslo, P.O. Box 1029 Blindern, 0315 Oslo, Norway, W. HolmesJet Propulsion Laboratory, California Institute of Technology, 4800 Oak Grove Drive, Pasadena, CA, 91109, USA, F. HormuthFelix Hormuth Engineering, Goethestr. 17, 69181 Leimen, Germany, A. HornstrupTechnical University of Denmark, Elektrovej 327, 2800 Kgs. Lyngby, DenmarkCosmic Dawn Center, P. HudelotInstitut d'Astrophysique de Paris, UMR 7095, CNRS, and Sorbonne Université, 98 bis boulevard Arago, 75014 Paris, France, S. IlićUniversité Paris-Saclay, CNRS/IN2P3, IJCLab, 91405 Orsay, FranceInstitut de Recherche en Astrophysique et Planétologie, K. JahnkeMax-Planck-Institut für Astronomie, Königstuhl 17, 69117 Heidelberg, Germany, M. JhabvalaNASA Goddard Space Flight Center, Greenbelt, MD 20771, USA, B. JoachimiDepartment of Physics and Astronomy, University College London, Gower Street, London WC1E 6BT, UK, E. KeihänenDepartment of Physics and Helsinki Institute of Physics, Gustaf Hällströmin katu 2, 00014 University of Helsinki, Finland, S. KermicheAix-Marseille Université, CNRS/IN2P3, CPPM, Marseille, France, A. KiesslingJet Propulsion Laboratory, California Institute of Technology, 4800 Oak Grove Drive, Pasadena, CA, 91109, USA, M. KilbingerUniversité Paris-Saclay, Université Paris Cité, CEA, CNRS, AIM, 91191, Gif-sur-Yvette, France, B. KubikUniversité Claude Bernard Lyon 1, CNRS/IN2P3, IP2I Lyon, UMR 5822, Villeurbanne, F-69100, France, M. KunzUniversité de Genève, Département de Physique Théorique and Centre for Astroparticle Physics, 24 quai Ernest-Ansermet, CH-1211 Genève 4, Switzerland, H. Kurki-SuonioDepartment of Physics, P.O. Box 64, 00014 University of Helsinki, FinlandHelsinki Institute of Physics, Gustaf Hällströmin katu 2, University of Helsinki, Helsinki, Finland, P. B. LiljeInstitute of Theoretical Astrophysics, University of Oslo, P.O. Box 1029 Blindern, 0315 Oslo, Norway, V. LindholmDepartment of Physics, P.O. Box 64, 00014 University of Helsinki, FinlandHelsinki Institute of Physics, Gustaf Hällströmin katu 2, University of Helsinki, Helsinki, Finland, I. LloroNOVA optical infrared instrumentation group at ASTRON, Oude Hoogeveensedijk 4, 7991PD, Dwingeloo, The Netherlands, G. MainettiCentre de Calcul de l'IN2P3/CNRS, 21 avenue Pierre de Coubertin 69627 Villeurbanne Cedex, France, D. MainoDipartimento di Fisica "Aldo Pontremoli", Università degli Studi di Milano, Via Celoria 16, 20133 Milano, ItalyINAF-IASF Milano, Via Alfonso Corti 12, 20133 Milano, ItalyINFN-Sezione di Milano, Via Celoria 16, 20133 Milano, Italy, E. MaioranoINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, O. MansuttiINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, O. MarggrafUniversität Bonn, Argelander-Institut für Astronomie, Auf dem Hügel 71, 53121 Bonn, Germany, K. MarkovicJet Propulsion Laboratory, California Institute of Technology, 4800 Oak Grove Drive, Pasadena, CA, 91109, USA, M. MartinelliINAF-Osservatorio Astronomico di Roma, Via Frascati 33, 00078 Monteporzio Catone, ItalyINFN-Sezione di Roma, Piazzale Aldo Moro, 2 - c/o Dipartimento di Fisica, Edificio G. Marconi, 00185 Roma, Italy, N. MartinetAix-Marseille Université, CNRS, CNES, LAM, Marseille, France, F. MarulliDipartimento di Fisica e Astronomia "Augusto Righi" - Alma Mater Studiorum Università di Bologna, via Piero Gobetti 93/2, 40129 Bologna, ItalyINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, ItalyINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, R. MasseyDepartment of Physics, Institute for Computational Cosmology, Durham University, South Road, DH1 3LE, UK, E. MedinaceliINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, S. MeiUniversité Paris Cité, CNRS, Astroparticule et Cosmologie, 75013 Paris, France, M. MelchiorUniversity of Applied Sciences and Arts of Northwestern Switzerland, School of Engineering, 5210 Windisch, Switzerland, Y. MellierInstitut d'Astrophysique de Paris, 98bis Boulevard Arago, 75014, Paris, FranceInstitut d'Astrophysique de Paris, UMR 7095, CNRS, and Sorbonne Université, 98 bis boulevard Arago, 75014 Paris, France, M. MeneghettiINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, ItalyINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, E. MerlinINAF-Osservatorio Astronomico di Roma, Via Frascati 33, 00078 Monteporzio Catone, Italy, G. MeylanInstitute of Physics, Laboratory of Astrophysics, Ecole Polytechnique Fédérale de Lausanne, M. MorescoDipartimento di Fisica e Astronomia "Augusto Righi" - Alma Mater Studiorum Università di Bologna, via Piero Gobetti 93/2, 40129 Bologna, ItalyINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, L. MoscardiniDipartimento di Fisica e Astronomia "Augusto Righi" - Alma Mater Studiorum Università di Bologna, via Piero Gobetti 93/2, 40129 Bologna, ItalyINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, ItalyINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, E. MunariINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, ItalyIFPU, Institute for Fundamental Physics of the Universe, via Beirut 2, 34151 Trieste, Italy, C. NeissnerInstitut de Física d'Altes EnergiesPort d'Informació Científica, Campus UAB, C. Albareda s/n, 08193 Bellaterra, S. -M. NiemiEuropean Space Agency/ESTEC, Keplerlaan 1, 2201 AZ Noordwijk, The Netherlands, C. PadillaInstitut de Física d'Altes Energies, S. PaltaniDepartment of Astronomy, University of Geneva, ch. d'Ecogia 16, 1290 Versoix, Switzerland, F. PasianINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, K. PedersenDARK, Niels Bohr Institute, University of Copenhagen, Jagtvej 155, 2200 Copenhagen, Denmark, W. J. PercivalWaterloo Centre for Astrophysics, University of Waterloo, Waterloo, Ontario N2L 3G1, CanadaDepartment of Physics and Astronomy, University of Waterloo, Waterloo, Ontario N2L 3G1, CanadaPerimeter Institute for Theoretical Physics, Waterloo, Ontario N2L 2Y5, Canada, V. PettorinoEuropean Space Agency/ESTEC, Keplerlaan 1, 2201 AZ Noordwijk, The Netherlands, S. PiresUniversité Paris-Saclay, Université Paris Cité, CEA, CNRS, AIM, 91191, Gif-sur-Yvette, France, G. PolentaSpace Science Data Center, Italian Space Agency, via del Politecnico snc, 00133 Roma, Italy, M. PoncetCentre National d'Etudes Spatiales -- Centre spatial de Toulouse, 18 avenue Edouard Belin, 31401 Toulouse Cedex 9, France, L. A. PopaInstitute of Space Science, Str. Atomistilor, nr. 409 Măgurele, Ilfov, 077125, Romania, L. PozzettiINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, F. RaisonMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, Germany, A. RenziDipartimento di Fisica e Astronomia "G. Galilei", Università di Padova, Via Marzolo 8, 35131 Padova, ItalyINFN-Padova, Via Marzolo 8, 35131 Padova, Italy, J. RhodesJet Propulsion Laboratory, California Institute of Technology, 4800 Oak Grove Drive, Pasadena, CA, 91109, USA, G. RiccioINAF-Osservatorio Astronomico di Capodimonte, Via Moiariello 16, 80131 Napoli, Italy, E. RomelliINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, M. RoncarelliINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, R. SagliaUniversitäts-Sternwarte München, Fakultät für Physik, Ludwig-Maximilians-Universität München, Scheinerstrasse 1, 81679 München, GermanyMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, Germany, J. -C. SalvignolEuropean Space Agency/ESTEC, Keplerlaan 1, 2201 AZ Noordwijk, The Netherlands, A. G. SánchezMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, Germany, D. SaponeDepartamento de Física, FCFM, Universidad de Chile, Blanco Encalada 2008, Santiago, Chile, B. SartorisUniversitäts-Sternwarte München, Fakultät für Physik, Ludwig-Maximilians-Universität München, Scheinerstrasse 1, 81679 München, GermanyINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, M. SchirmerMax-Planck-Institut für Astronomie, Königstuhl 17, 69117 Heidelberg, Germany, T. SchrabbackUniversität Innsbruck, Institut für Astro- und Teilchenphysik, Technikerstr. 25/8, 6020 Innsbruck, Austria, A. SecrounAix-Marseille Université, CNRS/IN2P3, CPPM, Marseille, France, G. SeidelMax-Planck-Institut für Astronomie, Königstuhl 17, 69117 Heidelberg, Germany, S. SerranoInstitut d'Estudis Espacials de CatalunyaSatlantis, University Science Park, Sede Bld 48940, Leioa-Bilbao, SpainInstitute of Space Sciences, C. SirignanoDipartimento di Fisica e Astronomia "G. Galilei", Università di Padova, Via Marzolo 8, 35131 Padova, ItalyINFN-Padova, Via Marzolo 8, 35131 Padova, Italy, G. SirriINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, L. StancoINFN-Padova, Via Marzolo 8, 35131 Padova, Italy, J. SteinwagnerMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, Germany, P. Tallada-CrespíCentro de Investigaciones Energéticas, Medioambientales y TecnológicasPort d'Informació Científica, Campus UAB, C. Albareda s/n, 08193 Bellaterra, A. N. TaylorInstitute for Astronomy, University of Edinburgh, Royal Observatory, Blackford Hill, Edinburgh EH9 3HJ, UK, I. TerenoDepartamento de Física, Faculdade de Ciências, Universidade de Lisboa, Edifício C8, Campo Grande, PT1749-016 Lisboa, PortugalInstituto de Astrofísica e Ciências do Espaço, Faculdade de Ciências, Universidade de Lisboa, Tapada da Ajuda, 1349-018 Lisboa, Portugal, R. Toledo-MoreoUniversidad Politécnica de Cartagena, Departamento de Electrónica y Tecnología de Computadoras, Plaza del Hospital 1, 30202 Cartagena, Spain, F. TorradeflotPort d'Informació Científica, Campus UAB, C. Albareda s/n, 08193 BellaterraCentro de Investigaciones Energéticas, Medioambientales y Tecnológicas, I. TutusausInstitut de Recherche en Astrophysique et Planétologie, L. ValenzianoINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, ItalyINFN-Bologna, Via Irnerio 46, 40126 Bologna, Italy, T. VassalloUniversitäts-Sternwarte München, Fakultät für Physik, Ludwig-Maximilians-Universität München, Scheinerstrasse 1, 81679 München, GermanyINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, G. Verdoes KleijnKapteyn Astronomical Institute, University of Groningen, PO Box 800, 9700 AV Groningen, The Netherlands, A. VeropalumboINAF-Osservatorio Astronomico di Brera, Via Brera 28, 20122 Milano, ItalyINFN-Sezione di Genova, Via Dodecaneso 33, 16146, Genova, ItalyDipartimento di Fisica, Università degli studi di Genova, and INFN-Sezione di Genova, via Dodecaneso 33, 16146, Genova, Italy, Y. WangInfrared Processing and Analysis Center, California Institute of Technology, Pasadena, CA 91125, USA, J. WellerUniversitäts-Sternwarte München, Fakultät für Physik, Ludwig-Maximilians-Universität München, Scheinerstrasse 1, 81679 München, GermanyMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, Germany, G. ZamoraniINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, E. ZuccaINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, A. BivianoINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, ItalyIFPU, Institute for Fundamental Physics of the Universe, via Beirut 2, 34151 Trieste, Italy, E. BozzoDepartment of Astronomy, University of Geneva, ch. d'Ecogia 16, 1290 Versoix, Switzerland, C. BuriganaINAF, Istituto di Radioastronomia, Via Piero Gobetti 101, 40129 Bologna, ItalyINFN-Bologna, Via Irnerio 46, 40126 Bologna, Italy, M. 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MatthewInstitute for Astronomy, University of Edinburgh, Royal Observatory, Blackford Hill, Edinburgh EH9 3HJ, UK, N. MauriDipartimento di Fisica e Astronomia "Augusto Righi" - Alma Mater Studiorum Università di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, ItalyINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, A. PezzottaMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, Germany, M. PöntinenDepartment of Physics, P.O. Box 64, 00014 University of Helsinki, Finland, V. ScottezInstitut d'Astrophysique de Paris, 98bis Boulevard Arago, 75014, Paris, FranceJunia, EPA department, 41 Bd Vauban, 59800 Lille, France, M. TentiINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, M. VielIFPU, Institute for Fundamental Physics of the Universe, via Beirut 2, 34151 Trieste, ItalyINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, ItalySISSA, International School for Advanced Studies, Via Bonomea 265, 34136 Trieste TS, ItalyINFN, Sezione di Trieste, Via Valerio 2, 34127 Trieste TS, ItalyICSC - Centro Nazionale di Ricerca in High Performance Computing, Big Data e Quantum Computing, Via Magnanelli 2, Bologna, Italy, M. WiesmannInstitute of Theoretical Astrophysics, University of Oslo, P.O. Box 1029 Blindern, 0315 Oslo, Norway, Y. AkramiInstituto de Física Teórica UAM-CSIC, Campus de Cantoblanco, 28049 Madrid, SpainCERCA/ISO, Department of Physics, Case Western Reserve University, 10900 Euclid Avenue, Cleveland, OH 44106, USA, S. AnselmiINFN-Padova, Via Marzolo 8, 35131 Padova, ItalyDipartimento di Fisica e Astronomia "G. Galilei", Università di Padova, Via Marzolo 8, 35131 Padova, ItalyLaboratoire Univers et Théorie, Observatoire de Paris, Université PSL, Université Paris Cité, CNRS, 92190 Meudon, France, M. ArchidiaconoDipartimento di Fisica "Aldo Pontremoli", Università degli Studi di Milano, Via Celoria 16, 20133 Milano, ItalyINFN-Sezione di Milano, Via Celoria 16, 20133 Milano, Italy, F. Atrio-BarandelaDepartamento de Física Fundamental. Universidad de Salamanca. Plaza de la Merced s/n. 37008 Salamanca, Spain, M. BallardiniDipartimento di Fisica e Scienze della Terra, Università degli Studi di Ferrara, Via Giuseppe Saragat 1, 44122 Ferrara, ItalyINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, ItalyIstituto Nazionale di Fisica Nucleare, Sezione di Ferrara, Via Giuseppe Saragat 1, 44122 Ferrara, Italy, D. BertaccaDipartimento di Fisica e Astronomia "G. Galilei", Università di Padova, Via Marzolo 8, 35131 Padova, ItalyINAF-Osservatorio Astronomico di Padova, Via dell'Osservatorio 5, 35122 Padova, ItalyINFN-Padova, Via Marzolo 8, 35131 Padova, Italy, A. BlanchardInstitut de Recherche en Astrophysique et Planétologie, L. BlotCenter for Data-Driven Discovery, Kavli IPMULaboratoire Univers et Théorie, Observatoire de Paris, Université PSL, Université Paris Cité, CNRS, 92190 Meudon, France, H. BöhringerMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, GermanyLudwig-Maximilians-University, Schellingstrasse 4, 80799 Munich, GermanyMax-Planck-Institut für Physik, Boltzmannstr. 8, 85748 Garching, Germany, S. BrutonMinnesota Institute for Astrophysics, University of Minnesota, 116 Church St SE, Minneapolis, MN 55455, USA, R. CabanacInstitut de Recherche en Astrophysique et Planétologie, A. CalabroINAF-Osservatorio Astronomico di Roma, Via Frascati 33, 00078 Monteporzio Catone, Italy, B. Camacho QuevedoInstitut d'Estudis Espacials de CatalunyaInstitute of Space Sciences, G. Cañas-HerreraEuropean Space Agency/ESTEC, Keplerlaan 1, 2201 AZ Noordwijk, The NetherlandsInstitute Lorentz, Leiden University, Niels Bohrweg 2, 2333 CA Leiden, The Netherlands, A. CappiINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, ItalyUniversité Côte d'Azur, Observatoire de la Côte d'Azur, CNRS, Laboratoire Lagrange, Bd de l'Observatoire, CS 34229, 06304 Nice cedex 4, France, F. CaroINAF-Osservatorio Astronomico di Roma, Via Frascati 33, 00078 Monteporzio Catone, Italy, C. S. CarvalhoInstituto de Astrofísica e Ciências do Espaço, Faculdade de Ciências, Universidade de Lisboa, Tapada da Ajuda, 1349-018 Lisboa, Portugal, T. CastroINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, ItalyINFN, Sezione di Trieste, Via Valerio 2, 34127 Trieste TS, ItalyIFPU, Institute for Fundamental Physics of the Universe, via Beirut 2, 34151 Trieste, ItalyICSC - Centro Nazionale di Ricerca in High Performance Computing, Big Data e Quantum Computing, Via Magnanelli 2, Bologna, Italy, K. C. ChambersInstitute for Astronomy, University of Hawaii, 2680 Woodlawn Drive, Honolulu, HI 96822, USA, S. ContariniMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, Germany, A. R. CoorayDepartment of Physics & Astronomy, University of California Irvine, Irvine CA 92697, USA, G. DesprezDepartment of Astronomy & Physics and Institute for Computational Astrophysics, Saint Mary's University, 923 Robie Street, Halifax, Nova Scotia, B3H 3C3, Canada, A. Díaz-SánchezDepartamento Física Aplicada, Universidad Politécnica de Cartagena, Campus Muralla del Mar, 30202 Cartagena, Murcia, Spain, J. J. DiazInstituto de Astrofísica de Canarias, S. Di DomizioDipartimento di Fisica, Università di Genova, Via Dodecaneso 33, 16146, Genova, ItalyINFN-Sezione di Genova, Via Dodecaneso 33, 16146, Genova, Italy, H. DoleUniversité Paris-Saclay, CNRS, Institut d'astrophysique spatiale, 91405, Orsay, France, S. EscoffierAix-Marseille Université, CNRS/IN2P3, CPPM, Marseille, France, M. EzziatiAix-Marseille Université, CNRS, CNES, LAM, Marseille, France, A. G. FerrariDipartimento di Fisica e Astronomia "Augusto Righi" - Alma Mater Studiorum Università di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, ItalyINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, P. G. FerreiraDepartment of Physics, Oxford University, Keble Road, Oxford OX1 3RH, UK, I. FerreroInstitute of Theoretical Astrophysics, University of Oslo, P.O. Box 1029 Blindern, 0315 Oslo, Norway, A. FinoguenovDepartment of Physics, P.O. Box 64, 00014 University of Helsinki, Finland, A. FontanaINAF-Osservatorio Astronomico di Roma, Via Frascati 33, 00078 Monteporzio Catone, Italy, F. FornariINFN-Bologna, Via Irnerio 46, 40126 Bologna, Italy, L. GabarraDepartment of Physics, Oxford University, Keble Road, Oxford OX1 3RH, UK, K. GangaUniversité Paris Cité, CNRS, Astroparticule et Cosmologie, 75013 Paris, France, J. García-BellidoInstituto de Física Teórica UAM-CSIC, Campus de Cantoblanco, 28049 Madrid, Spain, T. GasparettoINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, V. GautardCEA Saclay, DFR/IRFU, Service d'Astrophysique, Bat. 709, 91191 Gif-sur-Yvette, France, E. GaztanagaInstitute of Space SciencesInstitut d'Estudis Espacials de CatalunyaInstitute of Cosmology and Gravitation, University of Portsmouth, Portsmouth PO1 3FX, UK, F. GiacominiINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, F. GianottiINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, G. GozaliaslDepartment of Computer Science, Aalto University, PO Box 15400, Espoo, FI-00 076, FinlandDepartment of Physics, P.O. Box 64, 00014 University of Helsinki, Finland, C. M. GutierrezInstituto de Astrofí sica de Canarias, c/ Via Lactea s/n, La Laguna E-38200, Spain. Departamento de Astrofí sica de la Universidad de La Laguna, Avda. Francisco Sanchez, La Laguna, E-38200, Spain, A. HallInstitute for Astronomy, University of Edinburgh, Royal Observatory, Blackford Hill, Edinburgh EH9 3HJ, UK, H. HildebrandtRuhr University Bochum, Faculty of Physics and Astronomy, Astronomical Institute, J. HjorthDARK, Niels Bohr Institute, University of Copenhagen, Jagtvej 155, 2200 Copenhagen, Denmark, A. Jimenez MuñozUniv. Grenoble Alpes, CNRS, Grenoble INP, LPSC-IN2P3, 53, Avenue des Martyrs, 38000, Grenoble, France, S. JoudakiInstitute of Cosmology and Gravitation, University of Portsmouth, Portsmouth PO1 3FX, UK, J. J. E. KajavaDepartment of Physics and Astronomy, Vesilinnantie 5, 20014 University of Turku, FinlandSerco for European Space Agency, V. KansalARC Centre of Excellence for Dark Matter Particle Physics, Melbourne, AustraliaCentre for Astrophysics & Supercomputing, Swinburne University of Technology, Hawthorn, Victoria 3122, Australia, D. KaragiannisSchool of Physics and Astronomy, Queen Mary University of London, Mile End Road, London E1 4NS, UKDepartment of Physics and Astronomy, University of the Western Cape, Bellville, Cape Town, 7535, South Africa, C. C. KirkpatrickDepartment of Physics and Helsinki Institute of Physics, Gustaf Hällströmin katu 2, 00014 University of Helsinki, Finland, J. Le GraetAix-Marseille Université, CNRS/IN2P3, CPPM, Marseille, France, L. LegrandICTP South American Institute for Fundamental Research, Instituto de Física Teórica, Universidade Estadual Paulista, São Paulo, Brazil, J. LesgourguesInstitute for Theoretical Particle Physics and Cosmology, T. I. LiaudatIRFU, CEA, Université Paris-Saclay 91191 Gif-sur-Yvette Cedex, France, S. J. LiuINAF-Istituto di Astrofisica e Planetologia Spaziali, via del Fosso del Cavaliere, 100, 00100 Roma, Italy, A. LoureiroOskar Klein Centre for Cosmoparticle Physics, Department of Physics, Stockholm University, Stockholm, SE-106 91, SwedenAstrophysics Group, Blackett Laboratory, Imperial College London, London SW7 2AZ, UK, G. MaggioINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, M. MagliocchettiINAF-Istituto di Astrofisica e Planetologia Spaziali, via del Fosso del Cavaliere, 100, 00100 Roma, Italy, F. MannucciINAF-Osservatorio Astrofisico di Arcetri, Largo E. Fermi 5, 50125, Firenze, Italy, R. MaoliDipartimento di Fisica, Sapienza Università di Roma, Piazzale Aldo Moro 2, 00185 Roma, ItalyINAF-Osservatorio Astronomico di Roma, Via Frascati 33, 00078 Monteporzio Catone, Italy, J. Martín-FleitasAurora Technology for European Space Agency, C. J. A. P. MartinsCentro de Astrofísica da Universidade do Porto, Rua das Estrelas, 4150-762 Porto, PortugalInstituto de Astrofísica e Ciências do Espaço, Universidade do Porto, CAUP, Rua das Estrelas, PT4150-762 Porto, Portugal, L. MaurinUniversité Paris-Saclay, CNRS, Institut d'astrophysique spatiale, 91405, Orsay, France, R. B. MetcalfDipartimento di Fisica e Astronomia "Augusto Righi" - Alma Mater Studiorum Università di Bologna, via Piero Gobetti 93/2, 40129 Bologna, ItalyINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, M. MiluzioESAC/ESA, Camino Bajo del Castillo, s/n., Urb. Villafranca del Castillo, 28692 Villanueva de la Cañada, Madrid, SpainHE Space for European Space Agency, P. MonacoDipartimento di Fisica - Sezione di Astronomia, Università di Trieste, Via Tiepolo 11, 34131 Trieste, ItalyINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, ItalyINFN, Sezione di Trieste, Via Valerio 2, 34127 Trieste TS, ItalyIFPU, Institute for Fundamental Physics of the Universe, via Beirut 2, 34151 Trieste, Italy, A. MontoroInstitute of Space SciencesInstitut d'Estudis Espacials de Catalunya, A. MoraAurora Technology for European Space Agency, C. MorettiSISSA, International School for Advanced Studies, Via Bonomea 265, 34136 Trieste TS, ItalyICSC - Centro Nazionale di Ricerca in High Performance Computing, Big Data e Quantum Computing, Via Magnanelli 2, Bologna, ItalyINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, ItalyIFPU, Institute for Fundamental Physics of the Universe, via Beirut 2, 34151 Trieste, ItalyINFN, Sezione di Trieste, Via Valerio 2, 34127 Trieste TS, Italy, G. MorganteINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, C. MurrayUniversité Paris Cité, CNRS, Astroparticule et Cosmologie, 75013 Paris, France, S. NadathurInstitute of Cosmology and Gravitation, University of Portsmouth, Portsmouth PO1 3FX, UK, Nicholas A. WaltonInstitute of Astronomy, University of Cambridge, Madingley Road, Cambridge CB3 0HA, UK, L. PaganoDipartimento di Fisica e Scienze della Terra, Università degli Studi di Ferrara, Via Giuseppe Saragat 1, 44122 Ferrara, ItalyIstituto Nazionale di Fisica Nucleare, Sezione di Ferrara, Via Giuseppe Saragat 1, 44122 Ferrara, Italy, L. PatriziiINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, V. PopaInstitute of Space Science, Str. Atomistilor, nr. 409 Măgurele, Ilfov, 077125, Romania, D. PotterDepartment of Astrophysics, University of Zurich, Winterthurerstrasse 190, 8057 Zurich, Switzerland, P. ReimbergInstitut d'Astrophysique de Paris, 98bis Boulevard Arago, 75014, Paris, France, I. RissoDipartimento di Fisica, Università degli studi di Genova, and INFN-Sezione di Genova, via Dodecaneso 33, 16146, Genova, Italy, P. -F. RocciUniversité Paris-Saclay, CNRS, Institut d'astrophysique spatiale, 91405, Orsay, France, M. SahlénTheoretical astrophysics, Department of Physics and Astronomy, Uppsala University, Box 515, 751 20 Uppsala, Sweden, E. SarpaSISSA, International School for Advanced Studies, Via Bonomea 265, 34136 Trieste TS, ItalyICSC - Centro Nazionale di Ricerca in High Performance Computing, Big Data e Quantum Computing, Via Magnanelli 2, Bologna, ItalyINFN, Sezione di Trieste, Via Valerio 2, 34127 Trieste TS, Italy, A. SchneiderDepartment of Astrophysics, University of Zurich, Winterthurerstrasse 190, 8057 Zurich, Switzerland, M. SerenoINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, ItalyINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, A. SilvestriInstitute Lorentz, Leiden University, Niels Bohrweg 2, 2333 CA Leiden, The Netherlands, A. Spurio ManciniDepartment of Physics, Royal Holloway, University of London, TW20 0EX, UKMullard Space Science Laboratory, University College London, Holmbury St Mary, Dorking, Surrey RH5 6NT, UK, J. StadelDepartment of Astrophysics, University of Zurich, Winterthurerstrasse 190, 8057 Zurich, Switzerland, K. TanidisDepartment of Physics, Oxford University, Keble Road, Oxford OX1 3RH, UK, C. TaoAix-Marseille Université, CNRS/IN2P3, CPPM, Marseille, France, N. TessoreDepartment of Physics and Astronomy, University College London, Gower Street, London WC1E 6BT, UK, G. TesteraINFN-Sezione di Genova, Via Dodecaneso 33, 16146, Genova, Italy, R. TeyssierDepartment of Astrophysical Sciences, Peyton Hall, Princeton University, Princeton, NJ 08544, USA, S. ToftCosmic Dawn CenterNiels Bohr Institute, University of Copenhagen, Jagtvej 128, 2200 Copenhagen, Denmark, S. TosiDipartimento di Fisica, Università di Genova, Via Dodecaneso 33, 16146, Genova, ItalyINFN-Sezione di Genova, Via Dodecaneso 33, 16146, Genova, Italy, A. TrojaDipartimento di Fisica e Astronomia "G. Galilei", Università di Padova, Via Marzolo 8, 35131 Padova, ItalyINFN-Padova, Via Marzolo 8, 35131 Padova, Italy, M. TucciDepartment of Astronomy, University of Geneva, ch. d'Ecogia 16, 1290 Versoix, Switzerland, J. ValiviitaDepartment of Physics, P.O. Box 64, 00014 University of Helsinki, FinlandHelsinki Institute of Physics, Gustaf Hällströmin katu 2, University of Helsinki, Helsinki, Finland, D. VerganiINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, G. VerzaCenter for Cosmology and Particle Physics, Department of Physics, New York University, New York, NY 10003, USACenter for Computational Astrophysics, Flatiron Institute, 162 5th Avenue, 10010, New York, NY, USA, P. VielzeufAix-Marseille Université, CNRS/IN2P3, CPPM, Marseille, France
We study the constraint on $f(R)$ gravity that can be obtained by photometricprimary probes of the Euclid mission. Our focus is the dependence of theconstraint on the theoretical modelling of the nonlinear matter power spectrum.In the Hu-Sawicki $f(R)$ gravity model, we consider four different predictionsfor the ratio between the power spectrum in $f(R)$ and that in $Lambda$CDM: afitting formula, the halo model reaction approach, ReACT and two emulatorsbased on dark matter only $N$-body simulations, FORGE and e-Mantis. Thesepredictions are added to the MontePython implementation to predict the angularpower spectra for weak lensing (WL), photometric galaxy clustering and theircross-correlation. By running Markov Chain Monte Carlo, we compare constraintson parameters and investigate the bias of the recovered $f(R)$ parameter if thedata are created by a different model. For the pessimistic setting of WL, onedimensional bias for the $f(R)$ parameter, $log_{10}|f_{R0}|$, is found to be$0.5 sigma$ when FORGE is used to create the synthetic data with$log_{10}|f_{R0}| =-5.301$ and fitted by e-Mantis. The impact of baryonicphysics on WL is studied by using a baryonification emulator BCemu. For theoptimistic setting, the $f(R)$ parameter and two main baryon parameters arewell constrained despite the degeneracies among these parameters. However, thedifference in the nonlinear dark matter prediction can be compensated by theadjustment of baryon parameters, and the one-dimensional marginalisedconstraint on $log_{10}|f_{R0}|$ is biased. This bias can be avoided in thepessimistic setting at the expense of weaker constraints. For the pessimisticsetting, using the $Lambda$CDM synthetic data for WL, we obtain theprior-independent upper limit of $log_{10}|f_{R0}|< -5.6$. Finally, weimplement a method to include theoretical errors to avoid the bias.
我们研究了通过欧几里德任务的光度初探可以获得的对$f(R)$引力的约束。在Hu-Sawicki的$f(R)$引力模型中,我们考虑了$f(R)$中的功率谱与$Lambda$CDM中的功率谱之间的比率的四种不同预测:拟合公式、光环模型反应方法、ReACT以及两种基于暗物质唯一$N$体模拟的仿真器:FORGE和e-Mantis。这些预测被添加到 MontePython 实现中,以预测弱透镜(WL)、测光星系聚类及其交叉相关的角功率光谱。通过运行马尔可夫链蒙特卡罗,我们比较了参数的约束条件,并研究了如果数据是由不同模型创建的,那么恢复的 $f(R)$ 参数的偏差。在WL的悲观设置下,当FORGE创建的合成数据为$log_{10}|f_{R0}|=-5.301$并用e-Mantis拟合时,发现$f(R)$参数的单维偏差$log_{10}|f_{R0}|$为0.5 sigma$。重子物理对 WL 的影响是通过重子化模拟器 BCemu 来研究的。在乐观设置下,尽管$f(R)$参数和两个主要重子参数之间存在退行性,但这些参数还是得到了很好的约束。然而,非线性暗物质预言的差异可以通过重子参数的调整得到补偿,而且对$log_{10}|f_{R0}|$的一维边际约束是有偏差的。在悲观设置中,这种偏差可以通过弱化约束来避免。在悲观设置中,使用$Lambda$CDM合成数据WL,我们得到了$log_{10}|f_{R0}|<-5.6$这个与先验无关的上限。最后,我们采用了一种包含理论误差的方法来避免偏差。
{"title":"Euclid preparation. Simulations and nonlinearities beyond $Λ$CDM. 4. Constraints on $f(R)$ models from the photometric primary probes","authors":"Euclid Collaboration, K. KoyamaInstitute of Cosmology and Gravitation, University of Portsmouth, Portsmouth PO1 3FX, UK, S. PamukInstitute for Theoretical Particle Physics and Cosmology, S. CasasInstitute for Theoretical Particle Physics and Cosmology, B. BoseInstitute for Astronomy, University of Edinburgh, Royal Observatory, Blackford Hill, Edinburgh EH9 3HJ, UK, P. CarrilhoInstitute for Astronomy, University of Edinburgh, Royal Observatory, Blackford Hill, Edinburgh EH9 3HJ, UK, I. Sáez-CasaresLaboratoire Univers et Théorie, Observatoire de Paris, Université PSL, Université Paris Cité, CNRS, 92190 Meudon, France, L. AtaydeInstituto de Astrofísica e Ciências do Espaço, Faculdade de Ciências, Universidade de Lisboa, Campo Grande, 1749-016 Lisboa, PortugalDepartamento de Física, Faculdade de Ciências, Universidade de Lisboa, Edifício C8, Campo Grande, PT1749-016 Lisboa, Portugal, M. CataneoRuhr University Bochum, Faculty of Physics and Astronomy, Astronomical InstituteUniversität Bonn, Argelander-Institut für Astronomie, Auf dem Hügel 71, 53121 Bonn, Germany, B. FioriniInstitute of Cosmology and Gravitation, University of Portsmouth, Portsmouth PO1 3FX, UK, C. GiocoliINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, ItalyIstituto Nazionale di Fisica Nucleare, Sezione di Bologna, Via Irnerio 46, 40126 Bologna, Italy, A. M. C. Le BrunLaboratoire Univers et Théorie, Observatoire de Paris, Université PSL, Université Paris Cité, CNRS, 92190 Meudon, France, F. PaceDipartimento di Fisica, Università degli Studi di Torino, Via P. Giuria 1, 10125 Torino, ItalyINFN-Sezione di Torino, Via P. Giuria 1, 10125 Torino, ItalyINAF-Osservatorio Astrofisico di Torino, Via Osservatorio 20, 10025 Pino Torinese, A. PourtsidouInstitute for Astronomy, University of Edinburgh, Royal Observatory, Blackford Hill, Edinburgh EH9 3HJ, UKHiggs Centre for Theoretical Physics, School of Physics and Astronomy, The University of Edinburgh, Edinburgh EH9 3FD, UK, Y. RaseraLaboratoire Univers et Théorie, Observatoire de Paris, Université PSL, Université Paris Cité, CNRS, 92190 Meudon, FranceInstitut universitaire de France, Z. SakrInstitut für Theoretische Physik, University of Heidelberg, Philosophenweg 16, 69120 Heidelberg, GermanyInstitut de Recherche en Astrophysique et PlanétologieUniversité St Joseph, Faculty of Sciences, Beirut, Lebanon, H. -A. WintherInstitute of Theoretical Astrophysics, University of Oslo, P.O. Box 1029 Blindern, 0315 Oslo, Norway, E. AltamuraJodrell Bank Centre for Astrophysics, Department of Physics and Astronomy, University of Manchester, Oxford Road, Manchester M13 9PL, UK, J. AdamekDepartment of Astrophysics, University of Zurich, Winterthurerstrasse 190, 8057 Zurich, Switzerland, M. BaldiDipartimento di Fisica e Astronomia, Università di Bologna, Via Gobetti 93/2, 40129 Bologna, ItalyINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, ItalyINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, M. -A. BretonInstitute of Space SciencesInstitut de Ciencies de l'EspaiLaboratoire Univers et Théorie, Observatoire de Paris, Université PSL, Université Paris Cité, CNRS, 92190 Meudon, France, G. RáczJet Propulsion Laboratory, California Institute of Technology, 4800 Oak Grove Drive, Pasadena, CA, 91109, USA, F. VernizziInstitut de Physique Théorique, CEA, CNRS, Université Paris-Saclay 91191 Gif-sur-Yvette Cedex, France, A. AmaraSchool of Mathematics and Physics, University of Surrey, Guildford, Surrey, GU2 7XH, UK, S. AndreonINAF-Osservatorio Astronomico di Brera, Via Brera 28, 20122 Milano, Italy, N. AuricchioINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, C. BaccigalupiIFPU, Institute for Fundamental Physics of the Universe, via Beirut 2, 34151 Trieste, ItalyINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, ItalyINFN, Sezione di Trieste, Via Valerio 2, 34127 Trieste TS, ItalySISSA, International School for Advanced Studies, Via Bonomea 265, 34136 Trieste TS, Italy, S. BardelliINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, F. BernardeauInstitut de Physique Théorique, CEA, CNRS, Université Paris-Saclay 91191 Gif-sur-Yvette Cedex, FranceInstitut d'Astrophysique de Paris, UMR 7095, CNRS, and Sorbonne Université, 98 bis boulevard Arago, 75014 Paris, France, C. BodendorfMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, Germany, D. BoninoINAF-Osservatorio Astrofisico di Torino, Via Osservatorio 20, 10025 Pino Torinese, E. BranchiniDipartimento di Fisica, Università di Genova, Via Dodecaneso 33, 16146, Genova, ItalyINFN-Sezione di Genova, Via Dodecaneso 33, 16146, Genova, ItalyINAF-Osservatorio Astronomico di Brera, Via Brera 28, 20122 Milano, Italy, M. BresciaDepartment of Physics \"E. Pancini\", University Federico II, Via Cinthia 6, 80126, Napoli, ItalyINAF-Osservatorio Astronomico di Capodimonte, Via Moiariello 16, 80131 Napoli, ItalyINFN section of Naples, Via Cinthia 6, 80126, Napoli, Italy, J. BrinchmannInstituto de Astrofísica e Ciências do Espaço, Universidade do Porto, CAUP, Rua das Estrelas, PT4150-762 Porto, PortugalFaculdade de Ciências da Universidade do Porto, Rua do Campo de Alegre, 4150-007 Porto, Portugal, A. CaillatAix-Marseille Université, CNRS, CNES, LAM, Marseille, France, S. CameraDipartimento di Fisica, Università degli Studi di Torino, Via P. Giuria 1, 10125 Torino, ItalyINFN-Sezione di Torino, Via P. Giuria 1, 10125 Torino, ItalyINAF-Osservatorio Astrofisico di Torino, Via Osservatorio 20, 10025 Pino Torinese, V. CapobiancoINAF-Osservatorio Astrofisico di Torino, Via Osservatorio 20, 10025 Pino Torinese, C. CarboneINAF-IASF Milano, Via Alfonso Corti 12, 20133 Milano, Italy, J. CarreteroCentro de Investigaciones Energéticas, Medioambientales y TecnológicasPort d'Informació Científica, Campus UAB, C. Albareda s/n, 08193 Bellaterra, M. CastellanoINAF-Osservatorio Astronomico di Roma, Via Frascati 33, 00078 Monteporzio Catone, Italy, G. CastignaniINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, S. CavuotiINAF-Osservatorio Astronomico di Capodimonte, Via Moiariello 16, 80131 Napoli, ItalyINFN section of Naples, Via Cinthia 6, 80126, Napoli, Italy, A. CimattiDipartimento di Fisica e Astronomia \"Augusto Righi\" - Alma Mater Studiorum Università di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, C. Colodro-CondeInstituto de Astrofísica de Canarias, Calle Vía Láctea s/n, 38204, San Cristóbal de La Laguna, Tenerife, Spain, G. CongedoInstitute for Astronomy, University of Edinburgh, Royal Observatory, Blackford Hill, Edinburgh EH9 3HJ, UK, C. J. ConseliceJodrell Bank Centre for Astrophysics, Department of Physics and Astronomy, University of Manchester, Oxford Road, Manchester M13 9PL, UK, L. ConversiEuropean Space Agency/ESRIN, Largo Galileo Galilei 1, 00044 Frascati, Roma, ItalyESAC/ESA, Camino Bajo del Castillo, s/n., Urb. Villafranca del Castillo, 28692 Villanueva de la Cañada, Madrid, Spain, Y. CopinUniversité Claude Bernard Lyon 1, CNRS/IN2P3, IP2I Lyon, UMR 5822, Villeurbanne, F-69100, France, F. CourbinInstitute of Physics, Laboratory of Astrophysics, Ecole Polytechnique Fédérale de LausanneInstitut de Ciències del CosmosInstitució Catalana de Recerca i Estudis Avançats, H. M. CourtoisUCB Lyon 1, CNRS/IN2P3, IUF, IP2I Lyon, 4 rue Enrico Fermi, 69622 Villeurbanne, France, A. Da SilvaDepartamento de Física, Faculdade de Ciências, Universidade de Lisboa, Edifício C8, Campo Grande, PT1749-016 Lisboa, PortugalInstituto de Astrofísica e Ciências do Espaço, Faculdade de Ciências, Universidade de Lisboa, Campo Grande, 1749-016 Lisboa, Portugal, H. DegaudenziDepartment of Astronomy, University of Geneva, ch. d'Ecogia 16, 1290 Versoix, Switzerland, G. De LuciaINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, M. DouspisUniversité Paris-Saclay, CNRS, Institut d'astrophysique spatiale, 91405, Orsay, France, F. DubathDepartment of Astronomy, University of Geneva, ch. d'Ecogia 16, 1290 Versoix, Switzerland, C. A. J. DuncanJodrell Bank Centre for Astrophysics, Department of Physics and Astronomy, University of Manchester, Oxford Road, Manchester M13 9PL, UK, X. DupacESAC/ESA, Camino Bajo del Castillo, s/n., Urb. Villafranca del Castillo, 28692 Villanueva de la Cañada, Madrid, Spain, S. DusiniINFN-Padova, Via Marzolo 8, 35131 Padova, Italy, M. FarinaINAF-Istituto di Astrofisica e Planetologia Spaziali, via del Fosso del Cavaliere, 100, 00100 Roma, Italy, S. FarrensUniversité Paris-Saclay, Université Paris Cité, CEA, CNRS, AIM, 91191, Gif-sur-Yvette, France, S. FerriolUniversité Claude Bernard Lyon 1, CNRS/IN2P3, IP2I Lyon, UMR 5822, Villeurbanne, F-69100, France, P. FosalbaInstitut d'Estudis Espacials de CatalunyaInstitute of Space Sciences, M. FrailisINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, E. FranceschiINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, S. GaleottaINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, B. GillisInstitute for Astronomy, University of Edinburgh, Royal Observatory, Blackford Hill, Edinburgh EH9 3HJ, UK, P. Gómez-AlvarezFRACTAL S.L.N.E., calle Tulipán 2, Portal 13 1A, 28231, Las Rozas de Madrid, SpainESAC/ESA, Camino Bajo del Castillo, s/n., Urb. Villafranca del Castillo, 28692 Villanueva de la Cañada, Madrid, Spain, A. GrazianINAF-Osservatorio Astronomico di Padova, Via dell'Osservatorio 5, 35122 Padova, Italy, F. GruppMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, GermanyUniversitäts-Sternwarte München, Fakultät für Physik, Ludwig-Maximilians-Universität München, Scheinerstrasse 1, 81679 München, Germany, L. GuzzoDipartimento di Fisica \"Aldo Pontremoli\", Università degli Studi di Milano, Via Celoria 16, 20133 Milano, ItalyINAF-Osservatorio Astronomico di Brera, Via Brera 28, 20122 Milano, Italy, M. HaileyMullard Space Science Laboratory, University College London, Holmbury St Mary, Dorking, Surrey RH5 6NT, UK, S. V. H. HauganInstitute of Theoretical Astrophysics, University of Oslo, P.O. Box 1029 Blindern, 0315 Oslo, Norway, W. HolmesJet Propulsion Laboratory, California Institute of Technology, 4800 Oak Grove Drive, Pasadena, CA, 91109, USA, F. HormuthFelix Hormuth Engineering, Goethestr. 17, 69181 Leimen, Germany, A. HornstrupTechnical University of Denmark, Elektrovej 327, 2800 Kgs. Lyngby, DenmarkCosmic Dawn Center, P. HudelotInstitut d'Astrophysique de Paris, UMR 7095, CNRS, and Sorbonne Université, 98 bis boulevard Arago, 75014 Paris, France, S. IlićUniversité Paris-Saclay, CNRS/IN2P3, IJCLab, 91405 Orsay, FranceInstitut de Recherche en Astrophysique et Planétologie, K. JahnkeMax-Planck-Institut für Astronomie, Königstuhl 17, 69117 Heidelberg, Germany, M. JhabvalaNASA Goddard Space Flight Center, Greenbelt, MD 20771, USA, B. JoachimiDepartment of Physics and Astronomy, University College London, Gower Street, London WC1E 6BT, UK, E. KeihänenDepartment of Physics and Helsinki Institute of Physics, Gustaf Hällströmin katu 2, 00014 University of Helsinki, Finland, S. KermicheAix-Marseille Université, CNRS/IN2P3, CPPM, Marseille, France, A. KiesslingJet Propulsion Laboratory, California Institute of Technology, 4800 Oak Grove Drive, Pasadena, CA, 91109, USA, M. KilbingerUniversité Paris-Saclay, Université Paris Cité, CEA, CNRS, AIM, 91191, Gif-sur-Yvette, France, B. KubikUniversité Claude Bernard Lyon 1, CNRS/IN2P3, IP2I Lyon, UMR 5822, Villeurbanne, F-69100, France, M. KunzUniversité de Genève, Département de Physique Théorique and Centre for Astroparticle Physics, 24 quai Ernest-Ansermet, CH-1211 Genève 4, Switzerland, H. Kurki-SuonioDepartment of Physics, P.O. Box 64, 00014 University of Helsinki, FinlandHelsinki Institute of Physics, Gustaf Hällströmin katu 2, University of Helsinki, Helsinki, Finland, P. B. LiljeInstitute of Theoretical Astrophysics, University of Oslo, P.O. Box 1029 Blindern, 0315 Oslo, Norway, V. LindholmDepartment of Physics, P.O. Box 64, 00014 University of Helsinki, FinlandHelsinki Institute of Physics, Gustaf Hällströmin katu 2, University of Helsinki, Helsinki, Finland, I. LloroNOVA optical infrared instrumentation group at ASTRON, Oude Hoogeveensedijk 4, 7991PD, Dwingeloo, The Netherlands, G. MainettiCentre de Calcul de l'IN2P3/CNRS, 21 avenue Pierre de Coubertin 69627 Villeurbanne Cedex, France, D. MainoDipartimento di Fisica \"Aldo Pontremoli\", Università degli Studi di Milano, Via Celoria 16, 20133 Milano, ItalyINAF-IASF Milano, Via Alfonso Corti 12, 20133 Milano, ItalyINFN-Sezione di Milano, Via Celoria 16, 20133 Milano, Italy, E. MaioranoINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, O. MansuttiINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, O. MarggrafUniversität Bonn, Argelander-Institut für Astronomie, Auf dem Hügel 71, 53121 Bonn, Germany, K. MarkovicJet Propulsion Laboratory, California Institute of Technology, 4800 Oak Grove Drive, Pasadena, CA, 91109, USA, M. MartinelliINAF-Osservatorio Astronomico di Roma, Via Frascati 33, 00078 Monteporzio Catone, ItalyINFN-Sezione di Roma, Piazzale Aldo Moro, 2 - c/o Dipartimento di Fisica, Edificio G. Marconi, 00185 Roma, Italy, N. MartinetAix-Marseille Université, CNRS, CNES, LAM, Marseille, France, F. MarulliDipartimento di Fisica e Astronomia \"Augusto Righi\" - Alma Mater Studiorum Università di Bologna, via Piero Gobetti 93/2, 40129 Bologna, ItalyINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, ItalyINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, R. MasseyDepartment of Physics, Institute for Computational Cosmology, Durham University, South Road, DH1 3LE, UK, E. MedinaceliINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, S. MeiUniversité Paris Cité, CNRS, Astroparticule et Cosmologie, 75013 Paris, France, M. MelchiorUniversity of Applied Sciences and Arts of Northwestern Switzerland, School of Engineering, 5210 Windisch, Switzerland, Y. MellierInstitut d'Astrophysique de Paris, 98bis Boulevard Arago, 75014, Paris, FranceInstitut d'Astrophysique de Paris, UMR 7095, CNRS, and Sorbonne Université, 98 bis boulevard Arago, 75014 Paris, France, M. MeneghettiINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, ItalyINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, E. MerlinINAF-Osservatorio Astronomico di Roma, Via Frascati 33, 00078 Monteporzio Catone, Italy, G. MeylanInstitute of Physics, Laboratory of Astrophysics, Ecole Polytechnique Fédérale de Lausanne, M. MorescoDipartimento di Fisica e Astronomia \"Augusto Righi\" - Alma Mater Studiorum Università di Bologna, via Piero Gobetti 93/2, 40129 Bologna, ItalyINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, L. MoscardiniDipartimento di Fisica e Astronomia \"Augusto Righi\" - Alma Mater Studiorum Università di Bologna, via Piero Gobetti 93/2, 40129 Bologna, ItalyINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, ItalyINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, E. MunariINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, ItalyIFPU, Institute for Fundamental Physics of the Universe, via Beirut 2, 34151 Trieste, Italy, C. NeissnerInstitut de Física d'Altes EnergiesPort d'Informació Científica, Campus UAB, C. Albareda s/n, 08193 Bellaterra, S. -M. NiemiEuropean Space Agency/ESTEC, Keplerlaan 1, 2201 AZ Noordwijk, The Netherlands, C. PadillaInstitut de Física d'Altes Energies, S. PaltaniDepartment of Astronomy, University of Geneva, ch. d'Ecogia 16, 1290 Versoix, Switzerland, F. PasianINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, K. PedersenDARK, Niels Bohr Institute, University of Copenhagen, Jagtvej 155, 2200 Copenhagen, Denmark, W. J. PercivalWaterloo Centre for Astrophysics, University of Waterloo, Waterloo, Ontario N2L 3G1, CanadaDepartment of Physics and Astronomy, University of Waterloo, Waterloo, Ontario N2L 3G1, CanadaPerimeter Institute for Theoretical Physics, Waterloo, Ontario N2L 2Y5, Canada, V. PettorinoEuropean Space Agency/ESTEC, Keplerlaan 1, 2201 AZ Noordwijk, The Netherlands, S. PiresUniversité Paris-Saclay, Université Paris Cité, CEA, CNRS, AIM, 91191, Gif-sur-Yvette, France, G. PolentaSpace Science Data Center, Italian Space Agency, via del Politecnico snc, 00133 Roma, Italy, M. PoncetCentre National d'Etudes Spatiales -- Centre spatial de Toulouse, 18 avenue Edouard Belin, 31401 Toulouse Cedex 9, France, L. A. PopaInstitute of Space Science, Str. Atomistilor, nr. 409 Măgurele, Ilfov, 077125, Romania, L. PozzettiINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, F. RaisonMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, Germany, A. RenziDipartimento di Fisica e Astronomia \"G. Galilei\", Università di Padova, Via Marzolo 8, 35131 Padova, ItalyINFN-Padova, Via Marzolo 8, 35131 Padova, Italy, J. RhodesJet Propulsion Laboratory, California Institute of Technology, 4800 Oak Grove Drive, Pasadena, CA, 91109, USA, G. RiccioINAF-Osservatorio Astronomico di Capodimonte, Via Moiariello 16, 80131 Napoli, Italy, E. RomelliINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, M. RoncarelliINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, R. SagliaUniversitäts-Sternwarte München, Fakultät für Physik, Ludwig-Maximilians-Universität München, Scheinerstrasse 1, 81679 München, GermanyMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, Germany, J. -C. SalvignolEuropean Space Agency/ESTEC, Keplerlaan 1, 2201 AZ Noordwijk, The Netherlands, A. G. SánchezMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, Germany, D. SaponeDepartamento de Física, FCFM, Universidad de Chile, Blanco Encalada 2008, Santiago, Chile, B. SartorisUniversitäts-Sternwarte München, Fakultät für Physik, Ludwig-Maximilians-Universität München, Scheinerstrasse 1, 81679 München, GermanyINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, M. SchirmerMax-Planck-Institut für Astronomie, Königstuhl 17, 69117 Heidelberg, Germany, T. SchrabbackUniversität Innsbruck, Institut für Astro- und Teilchenphysik, Technikerstr. 25/8, 6020 Innsbruck, Austria, A. SecrounAix-Marseille Université, CNRS/IN2P3, CPPM, Marseille, France, G. SeidelMax-Planck-Institut für Astronomie, Königstuhl 17, 69117 Heidelberg, Germany, S. SerranoInstitut d'Estudis Espacials de CatalunyaSatlantis, University Science Park, Sede Bld 48940, Leioa-Bilbao, SpainInstitute of Space Sciences, C. SirignanoDipartimento di Fisica e Astronomia \"G. Galilei\", Università di Padova, Via Marzolo 8, 35131 Padova, ItalyINFN-Padova, Via Marzolo 8, 35131 Padova, Italy, G. SirriINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, L. StancoINFN-Padova, Via Marzolo 8, 35131 Padova, Italy, J. SteinwagnerMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, Germany, P. Tallada-CrespíCentro de Investigaciones Energéticas, Medioambientales y TecnológicasPort d'Informació Científica, Campus UAB, C. Albareda s/n, 08193 Bellaterra, A. N. TaylorInstitute for Astronomy, University of Edinburgh, Royal Observatory, Blackford Hill, Edinburgh EH9 3HJ, UK, I. TerenoDepartamento de Física, Faculdade de Ciências, Universidade de Lisboa, Edifício C8, Campo Grande, PT1749-016 Lisboa, PortugalInstituto de Astrofísica e Ciências do Espaço, Faculdade de Ciências, Universidade de Lisboa, Tapada da Ajuda, 1349-018 Lisboa, Portugal, R. Toledo-MoreoUniversidad Politécnica de Cartagena, Departamento de Electrónica y Tecnología de Computadoras, Plaza del Hospital 1, 30202 Cartagena, Spain, F. TorradeflotPort d'Informació Científica, Campus UAB, C. Albareda s/n, 08193 BellaterraCentro de Investigaciones Energéticas, Medioambientales y Tecnológicas, I. TutusausInstitut de Recherche en Astrophysique et Planétologie, L. ValenzianoINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, ItalyINFN-Bologna, Via Irnerio 46, 40126 Bologna, Italy, T. VassalloUniversitäts-Sternwarte München, Fakultät für Physik, Ludwig-Maximilians-Universität München, Scheinerstrasse 1, 81679 München, GermanyINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, G. Verdoes KleijnKapteyn Astronomical Institute, University of Groningen, PO Box 800, 9700 AV Groningen, The Netherlands, A. VeropalumboINAF-Osservatorio Astronomico di Brera, Via Brera 28, 20122 Milano, ItalyINFN-Sezione di Genova, Via Dodecaneso 33, 16146, Genova, ItalyDipartimento di Fisica, Università degli studi di Genova, and INFN-Sezione di Genova, via Dodecaneso 33, 16146, Genova, Italy, Y. WangInfrared Processing and Analysis Center, California Institute of Technology, Pasadena, CA 91125, USA, J. WellerUniversitäts-Sternwarte München, Fakultät für Physik, Ludwig-Maximilians-Universität München, Scheinerstrasse 1, 81679 München, GermanyMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, Germany, G. ZamoraniINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, E. ZuccaINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, A. BivianoINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, ItalyIFPU, Institute for Fundamental Physics of the Universe, via Beirut 2, 34151 Trieste, Italy, E. BozzoDepartment of Astronomy, University of Geneva, ch. d'Ecogia 16, 1290 Versoix, Switzerland, C. BuriganaINAF, Istituto di Radioastronomia, Via Piero Gobetti 101, 40129 Bologna, ItalyINFN-Bologna, Via Irnerio 46, 40126 Bologna, Italy, M. CalabreseAstronomical Observatory of the Autonomous Region of the Aosta ValleyINAF-IASF Milano, Via Alfonso Corti 12, 20133 Milano, Italy, D. Di FerdinandoINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, J. A. Escartin VigoMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, Germany, G. FabbianInstitute of Astronomy, University of Cambridge, Madingley Road, Cambridge CB3 0HA, UKSchool of Physics and Astronomy, Cardiff University, The Parade, Cardiff, CF24 3AA, UK, R. FarinelliINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, F. FinelliINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, ItalyINFN-Bologna, Via Irnerio 46, 40126 Bologna, Italy, J. Gracia-CarpioMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, Germany, S. MatthewInstitute for Astronomy, University of Edinburgh, Royal Observatory, Blackford Hill, Edinburgh EH9 3HJ, UK, N. MauriDipartimento di Fisica e Astronomia \"Augusto Righi\" - Alma Mater Studiorum Università di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, ItalyINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, A. PezzottaMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, Germany, M. PöntinenDepartment of Physics, P.O. Box 64, 00014 University of Helsinki, Finland, V. ScottezInstitut d'Astrophysique de Paris, 98bis Boulevard Arago, 75014, Paris, FranceJunia, EPA department, 41 Bd Vauban, 59800 Lille, France, M. TentiINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, M. VielIFPU, Institute for Fundamental Physics of the Universe, via Beirut 2, 34151 Trieste, ItalyINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, ItalySISSA, International School for Advanced Studies, Via Bonomea 265, 34136 Trieste TS, ItalyINFN, Sezione di Trieste, Via Valerio 2, 34127 Trieste TS, ItalyICSC - Centro Nazionale di Ricerca in High Performance Computing, Big Data e Quantum Computing, Via Magnanelli 2, Bologna, Italy, M. WiesmannInstitute of Theoretical Astrophysics, University of Oslo, P.O. Box 1029 Blindern, 0315 Oslo, Norway, Y. AkramiInstituto de Física Teórica UAM-CSIC, Campus de Cantoblanco, 28049 Madrid, SpainCERCA/ISO, Department of Physics, Case Western Reserve University, 10900 Euclid Avenue, Cleveland, OH 44106, USA, S. AnselmiINFN-Padova, Via Marzolo 8, 35131 Padova, ItalyDipartimento di Fisica e Astronomia \"G. Galilei\", Università di Padova, Via Marzolo 8, 35131 Padova, ItalyLaboratoire Univers et Théorie, Observatoire de Paris, Université PSL, Université Paris Cité, CNRS, 92190 Meudon, France, M. ArchidiaconoDipartimento di Fisica \"Aldo Pontremoli\", Università degli Studi di Milano, Via Celoria 16, 20133 Milano, ItalyINFN-Sezione di Milano, Via Celoria 16, 20133 Milano, Italy, F. Atrio-BarandelaDepartamento de Física Fundamental. Universidad de Salamanca. Plaza de la Merced s/n. 37008 Salamanca, Spain, M. BallardiniDipartimento di Fisica e Scienze della Terra, Università degli Studi di Ferrara, Via Giuseppe Saragat 1, 44122 Ferrara, ItalyINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, ItalyIstituto Nazionale di Fisica Nucleare, Sezione di Ferrara, Via Giuseppe Saragat 1, 44122 Ferrara, Italy, D. BertaccaDipartimento di Fisica e Astronomia \"G. Galilei\", Università di Padova, Via Marzolo 8, 35131 Padova, ItalyINAF-Osservatorio Astronomico di Padova, Via dell'Osservatorio 5, 35122 Padova, ItalyINFN-Padova, Via Marzolo 8, 35131 Padova, Italy, A. BlanchardInstitut de Recherche en Astrophysique et Planétologie, L. BlotCenter for Data-Driven Discovery, Kavli IPMULaboratoire Univers et Théorie, Observatoire de Paris, Université PSL, Université Paris Cité, CNRS, 92190 Meudon, France, H. BöhringerMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, GermanyLudwig-Maximilians-University, Schellingstrasse 4, 80799 Munich, GermanyMax-Planck-Institut für Physik, Boltzmannstr. 8, 85748 Garching, Germany, S. BrutonMinnesota Institute for Astrophysics, University of Minnesota, 116 Church St SE, Minneapolis, MN 55455, USA, R. CabanacInstitut de Recherche en Astrophysique et Planétologie, A. CalabroINAF-Osservatorio Astronomico di Roma, Via Frascati 33, 00078 Monteporzio Catone, Italy, B. Camacho QuevedoInstitut d'Estudis Espacials de CatalunyaInstitute of Space Sciences, G. Cañas-HerreraEuropean Space Agency/ESTEC, Keplerlaan 1, 2201 AZ Noordwijk, The NetherlandsInstitute Lorentz, Leiden University, Niels Bohrweg 2, 2333 CA Leiden, The Netherlands, A. CappiINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, ItalyUniversité Côte d'Azur, Observatoire de la Côte d'Azur, CNRS, Laboratoire Lagrange, Bd de l'Observatoire, CS 34229, 06304 Nice cedex 4, France, F. CaroINAF-Osservatorio Astronomico di Roma, Via Frascati 33, 00078 Monteporzio Catone, Italy, C. S. CarvalhoInstituto de Astrofísica e Ciências do Espaço, Faculdade de Ciências, Universidade de Lisboa, Tapada da Ajuda, 1349-018 Lisboa, Portugal, T. CastroINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, ItalyINFN, Sezione di Trieste, Via Valerio 2, 34127 Trieste TS, ItalyIFPU, Institute for Fundamental Physics of the Universe, via Beirut 2, 34151 Trieste, ItalyICSC - Centro Nazionale di Ricerca in High Performance Computing, Big Data e Quantum Computing, Via Magnanelli 2, Bologna, Italy, K. C. ChambersInstitute for Astronomy, University of Hawaii, 2680 Woodlawn Drive, Honolulu, HI 96822, USA, S. ContariniMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, Germany, A. R. CoorayDepartment of Physics & Astronomy, University of California Irvine, Irvine CA 92697, USA, G. DesprezDepartment of Astronomy & Physics and Institute for Computational Astrophysics, Saint Mary's University, 923 Robie Street, Halifax, Nova Scotia, B3H 3C3, Canada, A. Díaz-SánchezDepartamento Física Aplicada, Universidad Politécnica de Cartagena, Campus Muralla del Mar, 30202 Cartagena, Murcia, Spain, J. J. DiazInstituto de Astrofísica de Canarias, S. Di DomizioDipartimento di Fisica, Università di Genova, Via Dodecaneso 33, 16146, Genova, ItalyINFN-Sezione di Genova, Via Dodecaneso 33, 16146, Genova, Italy, H. DoleUniversité Paris-Saclay, CNRS, Institut d'astrophysique spatiale, 91405, Orsay, France, S. EscoffierAix-Marseille Université, CNRS/IN2P3, CPPM, Marseille, France, M. EzziatiAix-Marseille Université, CNRS, CNES, LAM, Marseille, France, A. G. FerrariDipartimento di Fisica e Astronomia \"Augusto Righi\" - Alma Mater Studiorum Università di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, ItalyINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, P. G. FerreiraDepartment of Physics, Oxford University, Keble Road, Oxford OX1 3RH, UK, I. FerreroInstitute of Theoretical Astrophysics, University of Oslo, P.O. Box 1029 Blindern, 0315 Oslo, Norway, A. FinoguenovDepartment of Physics, P.O. Box 64, 00014 University of Helsinki, Finland, A. FontanaINAF-Osservatorio Astronomico di Roma, Via Frascati 33, 00078 Monteporzio Catone, Italy, F. FornariINFN-Bologna, Via Irnerio 46, 40126 Bologna, Italy, L. GabarraDepartment of Physics, Oxford University, Keble Road, Oxford OX1 3RH, UK, K. GangaUniversité Paris Cité, CNRS, Astroparticule et Cosmologie, 75013 Paris, France, J. García-BellidoInstituto de Física Teórica UAM-CSIC, Campus de Cantoblanco, 28049 Madrid, Spain, T. GasparettoINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, V. GautardCEA Saclay, DFR/IRFU, Service d'Astrophysique, Bat. 709, 91191 Gif-sur-Yvette, France, E. GaztanagaInstitute of Space SciencesInstitut d'Estudis Espacials de CatalunyaInstitute of Cosmology and Gravitation, University of Portsmouth, Portsmouth PO1 3FX, UK, F. GiacominiINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, F. GianottiINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, G. GozaliaslDepartment of Computer Science, Aalto University, PO Box 15400, Espoo, FI-00 076, FinlandDepartment of Physics, P.O. Box 64, 00014 University of Helsinki, Finland, C. M. GutierrezInstituto de Astrofí sica de Canarias, c/ Via Lactea s/n, La Laguna E-38200, Spain. Departamento de Astrofí sica de la Universidad de La Laguna, Avda. Francisco Sanchez, La Laguna, E-38200, Spain, A. HallInstitute for Astronomy, University of Edinburgh, Royal Observatory, Blackford Hill, Edinburgh EH9 3HJ, UK, H. HildebrandtRuhr University Bochum, Faculty of Physics and Astronomy, Astronomical Institute, J. HjorthDARK, Niels Bohr Institute, University of Copenhagen, Jagtvej 155, 2200 Copenhagen, Denmark, A. Jimenez MuñozUniv. Grenoble Alpes, CNRS, Grenoble INP, LPSC-IN2P3, 53, Avenue des Martyrs, 38000, Grenoble, France, S. JoudakiInstitute of Cosmology and Gravitation, University of Portsmouth, Portsmouth PO1 3FX, UK, J. J. E. KajavaDepartment of Physics and Astronomy, Vesilinnantie 5, 20014 University of Turku, FinlandSerco for European Space Agency, V. KansalARC Centre of Excellence for Dark Matter Particle Physics, Melbourne, AustraliaCentre for Astrophysics & Supercomputing, Swinburne University of Technology, Hawthorn, Victoria 3122, Australia, D. KaragiannisSchool of Physics and Astronomy, Queen Mary University of London, Mile End Road, London E1 4NS, UKDepartment of Physics and Astronomy, University of the Western Cape, Bellville, Cape Town, 7535, South Africa, C. C. KirkpatrickDepartment of Physics and Helsinki Institute of Physics, Gustaf Hällströmin katu 2, 00014 University of Helsinki, Finland, J. Le GraetAix-Marseille Université, CNRS/IN2P3, CPPM, Marseille, France, L. LegrandICTP South American Institute for Fundamental Research, Instituto de Física Teórica, Universidade Estadual Paulista, São Paulo, Brazil, J. LesgourguesInstitute for Theoretical Particle Physics and Cosmology, T. I. LiaudatIRFU, CEA, Université Paris-Saclay 91191 Gif-sur-Yvette Cedex, France, S. J. LiuINAF-Istituto di Astrofisica e Planetologia Spaziali, via del Fosso del Cavaliere, 100, 00100 Roma, Italy, A. LoureiroOskar Klein Centre for Cosmoparticle Physics, Department of Physics, Stockholm University, Stockholm, SE-106 91, SwedenAstrophysics Group, Blackett Laboratory, Imperial College London, London SW7 2AZ, UK, G. MaggioINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, M. MagliocchettiINAF-Istituto di Astrofisica e Planetologia Spaziali, via del Fosso del Cavaliere, 100, 00100 Roma, Italy, F. MannucciINAF-Osservatorio Astrofisico di Arcetri, Largo E. Fermi 5, 50125, Firenze, Italy, R. MaoliDipartimento di Fisica, Sapienza Università di Roma, Piazzale Aldo Moro 2, 00185 Roma, ItalyINAF-Osservatorio Astronomico di Roma, Via Frascati 33, 00078 Monteporzio Catone, Italy, J. Martín-FleitasAurora Technology for European Space Agency, C. J. A. P. MartinsCentro de Astrofísica da Universidade do Porto, Rua das Estrelas, 4150-762 Porto, PortugalInstituto de Astrofísica e Ciências do Espaço, Universidade do Porto, CAUP, Rua das Estrelas, PT4150-762 Porto, Portugal, L. MaurinUniversité Paris-Saclay, CNRS, Institut d'astrophysique spatiale, 91405, Orsay, France, R. B. MetcalfDipartimento di Fisica e Astronomia \"Augusto Righi\" - Alma Mater Studiorum Università di Bologna, via Piero Gobetti 93/2, 40129 Bologna, ItalyINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, M. MiluzioESAC/ESA, Camino Bajo del Castillo, s/n., Urb. Villafranca del Castillo, 28692 Villanueva de la Cañada, Madrid, SpainHE Space for European Space Agency, P. MonacoDipartimento di Fisica - Sezione di Astronomia, Università di Trieste, Via Tiepolo 11, 34131 Trieste, ItalyINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, ItalyINFN, Sezione di Trieste, Via Valerio 2, 34127 Trieste TS, ItalyIFPU, Institute for Fundamental Physics of the Universe, via Beirut 2, 34151 Trieste, Italy, A. MontoroInstitute of Space SciencesInstitut d'Estudis Espacials de Catalunya, A. MoraAurora Technology for European Space Agency, C. MorettiSISSA, International School for Advanced Studies, Via Bonomea 265, 34136 Trieste TS, ItalyICSC - Centro Nazionale di Ricerca in High Performance Computing, Big Data e Quantum Computing, Via Magnanelli 2, Bologna, ItalyINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, ItalyIFPU, Institute for Fundamental Physics of the Universe, via Beirut 2, 34151 Trieste, ItalyINFN, Sezione di Trieste, Via Valerio 2, 34127 Trieste TS, Italy, G. MorganteINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, C. MurrayUniversité Paris Cité, CNRS, Astroparticule et Cosmologie, 75013 Paris, France, S. NadathurInstitute of Cosmology and Gravitation, University of Portsmouth, Portsmouth PO1 3FX, UK, Nicholas A. WaltonInstitute of Astronomy, University of Cambridge, Madingley Road, Cambridge CB3 0HA, UK, L. PaganoDipartimento di Fisica e Scienze della Terra, Università degli Studi di Ferrara, Via Giuseppe Saragat 1, 44122 Ferrara, ItalyIstituto Nazionale di Fisica Nucleare, Sezione di Ferrara, Via Giuseppe Saragat 1, 44122 Ferrara, Italy, L. PatriziiINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, V. PopaInstitute of Space Science, Str. Atomistilor, nr. 409 Măgurele, Ilfov, 077125, Romania, D. PotterDepartment of Astrophysics, University of Zurich, Winterthurerstrasse 190, 8057 Zurich, Switzerland, P. ReimbergInstitut d'Astrophysique de Paris, 98bis Boulevard Arago, 75014, Paris, France, I. RissoDipartimento di Fisica, Università degli studi di Genova, and INFN-Sezione di Genova, via Dodecaneso 33, 16146, Genova, Italy, P. -F. RocciUniversité Paris-Saclay, CNRS, Institut d'astrophysique spatiale, 91405, Orsay, France, M. SahlénTheoretical astrophysics, Department of Physics and Astronomy, Uppsala University, Box 515, 751 20 Uppsala, Sweden, E. SarpaSISSA, International School for Advanced Studies, Via Bonomea 265, 34136 Trieste TS, ItalyICSC - Centro Nazionale di Ricerca in High Performance Computing, Big Data e Quantum Computing, Via Magnanelli 2, Bologna, ItalyINFN, Sezione di Trieste, Via Valerio 2, 34127 Trieste TS, Italy, A. SchneiderDepartment of Astrophysics, University of Zurich, Winterthurerstrasse 190, 8057 Zurich, Switzerland, M. SerenoINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, ItalyINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, A. SilvestriInstitute Lorentz, Leiden University, Niels Bohrweg 2, 2333 CA Leiden, The Netherlands, A. Spurio ManciniDepartment of Physics, Royal Holloway, University of London, TW20 0EX, UKMullard Space Science Laboratory, University College London, Holmbury St Mary, Dorking, Surrey RH5 6NT, UK, J. StadelDepartment of Astrophysics, University of Zurich, Winterthurerstrasse 190, 8057 Zurich, Switzerland, K. TanidisDepartment of Physics, Oxford University, Keble Road, Oxford OX1 3RH, UK, C. TaoAix-Marseille Université, CNRS/IN2P3, CPPM, Marseille, France, N. TessoreDepartment of Physics and Astronomy, University College London, Gower Street, London WC1E 6BT, UK, G. TesteraINFN-Sezione di Genova, Via Dodecaneso 33, 16146, Genova, Italy, R. TeyssierDepartment of Astrophysical Sciences, Peyton Hall, Princeton University, Princeton, NJ 08544, USA, S. ToftCosmic Dawn CenterNiels Bohr Institute, University of Copenhagen, Jagtvej 128, 2200 Copenhagen, Denmark, S. TosiDipartimento di Fisica, Università di Genova, Via Dodecaneso 33, 16146, Genova, ItalyINFN-Sezione di Genova, Via Dodecaneso 33, 16146, Genova, Italy, A. TrojaDipartimento di Fisica e Astronomia \"G. Galilei\", Università di Padova, Via Marzolo 8, 35131 Padova, ItalyINFN-Padova, Via Marzolo 8, 35131 Padova, Italy, M. TucciDepartment of Astronomy, University of Geneva, ch. d'Ecogia 16, 1290 Versoix, Switzerland, J. ValiviitaDepartment of Physics, P.O. Box 64, 00014 University of Helsinki, FinlandHelsinki Institute of Physics, Gustaf Hällströmin katu 2, University of Helsinki, Helsinki, Finland, D. VerganiINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, G. VerzaCenter for Cosmology and Particle Physics, Department of Physics, New York University, New York, NY 10003, USACenter for Computational Astrophysics, Flatiron Institute, 162 5th Avenue, 10010, New York, NY, USA, P. VielzeufAix-Marseille Université, CNRS/IN2P3, CPPM, Marseille, France","doi":"arxiv-2409.03524","DOIUrl":"https://doi.org/arxiv-2409.03524","url":null,"abstract":"We study the constraint on $f(R)$ gravity that can be obtained by photometric\u0000primary probes of the Euclid mission. Our focus is the dependence of the\u0000constraint on the theoretical modelling of the nonlinear matter power spectrum.\u0000In the Hu-Sawicki $f(R)$ gravity model, we consider four different predictions\u0000for the ratio between the power spectrum in $f(R)$ and that in $Lambda$CDM: a\u0000fitting formula, the halo model reaction approach, ReACT and two emulators\u0000based on dark matter only $N$-body simulations, FORGE and e-Mantis. These\u0000predictions are added to the MontePython implementation to predict the angular\u0000power spectra for weak lensing (WL), photometric galaxy clustering and their\u0000cross-correlation. By running Markov Chain Monte Carlo, we compare constraints\u0000on parameters and investigate the bias of the recovered $f(R)$ parameter if the\u0000data are created by a different model. For the pessimistic setting of WL, one\u0000dimensional bias for the $f(R)$ parameter, $log_{10}|f_{R0}|$, is found to be\u0000$0.5 sigma$ when FORGE is used to create the synthetic data with\u0000$log_{10}|f_{R0}| =-5.301$ and fitted by e-Mantis. The impact of baryonic\u0000physics on WL is studied by using a baryonification emulator BCemu. For the\u0000optimistic setting, the $f(R)$ parameter and two main baryon parameters are\u0000well constrained despite the degeneracies among these parameters. However, the\u0000difference in the nonlinear dark matter prediction can be compensated by the\u0000adjustment of baryon parameters, and the one-dimensional marginalised\u0000constraint on $log_{10}|f_{R0}|$ is biased. This bias can be avoided in the\u0000pessimistic setting at the expense of weaker constraints. For the pessimistic\u0000setting, using the $Lambda$CDM synthetic data for WL, we obtain the\u0000prior-independent upper limit of $log_{10}|f_{R0}|< -5.6$. Finally, we\u0000implement a method to include theoretical errors to avoid the bias.","PeriodicalId":501207,"journal":{"name":"arXiv - PHYS - Cosmology and Nongalactic Astrophysics","volume":"11 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-09-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142192606","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
On the virialization threshold for halo mass functions 关于光环质量函数的病毒化阈值
Pub Date : 2024-09-05 DOI: arxiv-2409.03895
Ronaldo C. Batista
In a recent study by Euclid collaboration, the halo mass function (HMF) hasbeen fitted with accuracy better than $1%$ for the $Lambda$CDM model. Severalparameters were introduced and fitted against N-body simulations, assuming theusual linearly extrapolated matter density contrast at the collapse time,$delta_c$, as a basic threshold for halo formation. As a result, a newfunction that multiplies $delta_c$ was introduced, producing an effectivethreshold that varies both with redshift and mass scale. We show that theredshift evolution of this effective threshold is similar to the one of thelinear extrapolated matter density contrast at the virialization time,$delta_{rm v}$. Assuming the Euclid HMF as a fiducial model, we refit theSheth-Tormen (ST) HMF using $delta_{rm v}$ as a threshold. This new fitimproves the agreement between ST-HMF and the Euclid one with respect toDespali et al. (2016) fit, specially at high masses. Interestingly, theparameters $a$ and $p$ in this refit have values closer to the Press-Schechterlimit of the ST-HMF, showing that the use of $delta_{rm v}$ can providesemi-analytical HMF less dependent on extra parameters. Moreover, we analyzethe consistency of the ST-HMF fitted with $delta_{rm v}$ in smooth darkenergy models with time-varying equation of state, finding an overall goodagreement with the evolution of halo abundances expected from the linearevolution of perturbations and the Euclid HMF extrapolated to these scenarios.These findings suggest that the use $delta_{rm v}$ as a basic function todescribe the threshold for halo formation can be a good guide when consideringextrapolations for models beyond $Lambda$CDM, which are typically harder tostudy in simulations.
在欧几里得(Euclid)合作组织最近的一项研究中,对$Lambda$CDM模型的光环质量函数(HMF)进行了拟合,拟合精度优于$1%$。在假定坍缩时间的线性外推物质密度对比$delta_c$是光环形成的基本阈值的情况下,引入了几个参数并与N-体模拟进行了拟合。结果,引入了一个乘以 $delta_c$ 的新函数,产生了一个随红移和质量尺度变化的有效阈值。我们证明,这个有效阈值的红移演化与病毒化时间的线性外推物质密度对比($delta_{rm v}$)相似。假定欧几里得HMF是一个基准模型,我们用$delta_{rm v}$作为阈值来重新拟合谢思-托门(ST)HMF。与Despali等人(2016)的拟合相比,这种新的拟合改进了ST-HMF和Euclid模型之间的一致性,特别是在高质时。有趣的是,这种拟合中的参数$a$和$p$的值更接近ST-HMF的Press-Schechter临界值,这表明使用$delta_{rm v}$可以提供对额外参数依赖较少的半解析HMF。此外,我们还分析了在具有时变状态方程的平滑暗能量模型中使用$delta_{rm v}$拟合的ST-HMF的一致性,发现它与从扰动的线性演化和欧几里得HMF外推到这些情景中所预期的光环丰度演化总体上吻合得很好。这些发现表明,当考虑对$Lambda$CDM以外的模型进行外推时,使用$delta_{rm v}$作为描述光环形成阈值的基本函数是一个很好的指南,因为这些模型通常在模拟中更难研究。
{"title":"On the virialization threshold for halo mass functions","authors":"Ronaldo C. Batista","doi":"arxiv-2409.03895","DOIUrl":"https://doi.org/arxiv-2409.03895","url":null,"abstract":"In a recent study by Euclid collaboration, the halo mass function (HMF) has\u0000been fitted with accuracy better than $1%$ for the $Lambda$CDM model. Several\u0000parameters were introduced and fitted against N-body simulations, assuming the\u0000usual linearly extrapolated matter density contrast at the collapse time,\u0000$delta_c$, as a basic threshold for halo formation. As a result, a new\u0000function that multiplies $delta_c$ was introduced, producing an effective\u0000threshold that varies both with redshift and mass scale. We show that the\u0000redshift evolution of this effective threshold is similar to the one of the\u0000linear extrapolated matter density contrast at the virialization time,\u0000$delta_{rm v}$. Assuming the Euclid HMF as a fiducial model, we refit the\u0000Sheth-Tormen (ST) HMF using $delta_{rm v}$ as a threshold. This new fit\u0000improves the agreement between ST-HMF and the Euclid one with respect to\u0000Despali et al. (2016) fit, specially at high masses. Interestingly, the\u0000parameters $a$ and $p$ in this refit have values closer to the Press-Schechter\u0000limit of the ST-HMF, showing that the use of $delta_{rm v}$ can provide\u0000semi-analytical HMF less dependent on extra parameters. Moreover, we analyze\u0000the consistency of the ST-HMF fitted with $delta_{rm v}$ in smooth dark\u0000energy models with time-varying equation of state, finding an overall good\u0000agreement with the evolution of halo abundances expected from the linear\u0000evolution of perturbations and the Euclid HMF extrapolated to these scenarios.\u0000These findings suggest that the use $delta_{rm v}$ as a basic function to\u0000describe the threshold for halo formation can be a good guide when considering\u0000extrapolations for models beyond $Lambda$CDM, which are typically harder to\u0000study in simulations.","PeriodicalId":501207,"journal":{"name":"arXiv - PHYS - Cosmology and Nongalactic Astrophysics","volume":"12 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-09-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142192600","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Euclid preparation. Simulations and nonlinearities beyond $Λ$CDM. 1. Numerical methods and validation 欧几里得准备。超越Λ$CDM的模拟与非线性。1.数值方法与验证
Pub Date : 2024-09-05 DOI: arxiv-2409.03522
Euclid Collaboration, J. AdamekDepartment of Astrophysics, University of Zurich, Winterthurerstrasse 190, 8057 Zurich, Switzerland, B. FioriniInstitute of Cosmology and Gravitation, University of Portsmouth, Portsmouth PO1 3FX, UK, M. BaldiDipartimento di Fisica e Astronomia, Università di Bologna, Via Gobetti 93/2, 40129 Bologna, ItalyINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, ItalyINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, G. BrandoMax Planck Institute for Gravitational Physics, M. -A. BretonInstitute of Space SciencesInstitut de Ciencies de l'EspaiLaboratoire Univers et Théorie, Observatoire de Paris, Université PSL, Université Paris Cité, CNRS, 92190 Meudon, France, F. HassaniInstitute of Theoretical Astrophysics, University of Oslo, P.O. Box 1029 Blindern, 0315 Oslo, Norway, K. KoyamaInstitute of Cosmology and Gravitation, University of Portsmouth, Portsmouth PO1 3FX, UK, A. M. C. Le BrunLaboratoire Univers et Théorie, Observatoire de Paris, Université PSL, Université Paris Cité, CNRS, 92190 Meudon, France, G. RáczJet Propulsion Laboratory, California Institute of Technology, 4800 Oak Grove Drive, Pasadena, CA, 91109, USA, H. -A. WintherInstitute of Theoretical Astrophysics, University of Oslo, P.O. Box 1029 Blindern, 0315 Oslo, Norway, A. CasalinoDipartimento di Fisica e Astronomia, Università di Bologna, Via Gobetti 93/2, 40129 Bologna, Italy, C. Hernández-AguayoMax-Planck-Institut für Astrophysik, Karl-Schwarzschild-Str.~1, 85748 Garching, Germany, B. LiDepartment of Physics, Institute for Computational Cosmology, Durham University, South Road, DH1 3LE, UK, D. PotterDepartment of Astrophysics, University of Zurich, Winterthurerstrasse 190, 8057 Zurich, Switzerland, E. AltamuraJodrell Bank Centre for Astrophysics, Department of Physics and Astronomy, University of Manchester, Oxford Road, Manchester M13 9PL, UK, C. CarboneINAF-IASF Milano, Via Alfonso Corti 12, 20133 Milano, Italy, C. GiocoliINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, ItalyIstituto Nazionale di Fisica Nucleare, Sezione di Bologna, Via Irnerio 46, 40126 Bologna, Italy, D. F. MotaInstitute of Theoretical Astrophysics, University of Oslo, P.O. Box 1029 Blindern, 0315 Oslo, Norway, A. PourtsidouInstitute for Astronomy, University of Edinburgh, Royal Observatory, Blackford Hill, Edinburgh EH9 3HJ, UKHiggs Centre for Theoretical Physics, School of Physics and Astronomy, The University of Edinburgh, Edinburgh EH9 3FD, UK, Z. SakrInstitut für Theoretische Physik, University of Heidelberg, Philosophenweg 16, 69120 Heidelberg, GermanyInstitut de Recherche en Astrophysique et PlanétologieUniversité St Joseph, Faculty of Sciences, Beirut, Lebanon, F. VernizziInstitut de Physique Théorique, CEA, CNRS, Université Paris-Saclay 91191 Gif-sur-Yvette Cedex, France, A. AmaraSchool of Mathematics and Physics, University of Surrey, Guildford, Surrey, GU2 7XH, UK, S. AndreonINAF-Osservatorio Astronomico di Brera, Via Brera 28, 20122 Milano, Italy, N. AuricchioINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, C. BaccigalupiIFPU, Institute for Fundamental Physics of the Universe, via Beirut 2, 34151 Trieste, ItalyINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, ItalyINFN, Sezione di Trieste, Via Valerio 2, 34127 Trieste TS, ItalySISSA, International School for Advanced Studies, Via Bonomea 265, 34136 Trieste TS, Italy, S. BardelliINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, P. BattagliaINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, D. BoninoINAF-Osservatorio Astrofisico di Torino, Via Osservatorio 20, 10025 Pino Torinese, E. BranchiniDipartimento di Fisica, Università di Genova, Via Dodecaneso 33, 16146, Genova, ItalyINFN-Sezione di Genova, Via Dodecaneso 33, 16146, Genova, ItalyINAF-Osservatorio Astronomico di Brera, Via Brera 28, 20122 Milano, Italy, M. BresciaDepartment of Physics "E. Pancini", University Federico II, Via Cinthia 6, 80126, Napoli, ItalyINAF-Osservatorio Astronomico di Capodimonte, Via Moiariello 16, 80131 Napoli, ItalyINFN section of Naples, Via Cinthia 6, 80126, Napoli, Italy, J. BrinchmannInstituto de Astrofísica e Ciências do Espaço, Universidade do Porto, CAUP, Rua das Estrelas, PT4150-762 Porto, PortugalFaculdade de Ciências da Universidade do Porto, Rua do Campo de Alegre, 4150-007 Porto, Portugal, A. CaillatAix-Marseille Université, CNRS, CNES, LAM, Marseille, France, S. CameraDipartimento di Fisica, Università degli Studi di Torino, Via P. Giuria 1, 10125 Torino, ItalyINFN-Sezione di Torino, Via P. Giuria 1, 10125 Torino, ItalyINAF-Osservatorio Astrofisico di Torino, Via Osservatorio 20, 10025 Pino Torinese, V. CapobiancoINAF-Osservatorio Astrofisico di Torino, Via Osservatorio 20, 10025 Pino Torinese, V. F. CardoneINAF-Osservatorio Astronomico di Roma, Via Frascati 33, 00078 Monteporzio Catone, ItalyINFN-Sezione di Roma, Piazzale Aldo Moro, 2 - c/o Dipartimento di Fisica, Edificio G. Marconi, 00185 Roma, Italy, J. CarreteroCentro de Investigaciones Energéticas, Medioambientales y TecnológicasPort d'Informació Científica, Campus UAB, C. Albareda s/n, 08193 Bellaterra, S. CasasInstitute for Theoretical Particle Physics and Cosmology, F. J. CastanderInstitute of Space SciencesInstitut d'Estudis Espacials de Catalunya, M. CastellanoINAF-Osservatorio Astronomico di Roma, Via Frascati 33, 00078 Monteporzio Catone, Italy, G. CastignaniINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, S. CavuotiINAF-Osservatorio Astronomico di Capodimonte, Via Moiariello 16, 80131 Napoli, ItalyINFN section of Naples, Via Cinthia 6, 80126, Napoli, Italy, A. CimattiDipartimento di Fisica e Astronomia "Augusto Righi" - Alma Mater Studiorum Università di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, C. Colodro-CondeInstituto de Astrofísica de Canarias, Calle Vía Láctea s/n, 38204, San Cristóbal de La Laguna, Tenerife, Spain, G. CongedoInstitute for Astronomy, University of Edinburgh, Royal Observatory, Blackford Hill, Edinburgh EH9 3HJ, UK, C. J. ConseliceJodrell Bank Centre for Astrophysics, Department of Physics and Astronomy, University of Manchester, Oxford Road, Manchester M13 9PL, UK, L. ConversiEuropean Space Agency/ESRIN, Largo Galileo Galilei 1, 00044 Frascati, Roma, ItalyESAC/ESA, Camino Bajo del Castillo, s/n., Urb. Villafranca del Castillo, 28692 Villanueva de la Cañada, Madrid, Spain, Y. CopinUniversité Claude Bernard Lyon 1, CNRS/IN2P3, IP2I Lyon, UMR 5822, Villeurbanne, F-69100, France, F. CourbinInstitute of Physics, Laboratory of Astrophysics, Ecole Polytechnique Fédérale de LausanneInstitut de Ciències del CosmosInstitució Catalana de Recerca i Estudis Avançats, H. M. CourtoisUCB Lyon 1, CNRS/IN2P3, IUF, IP2I Lyon, 4 rue Enrico Fermi, 69622 Villeurbanne, France, A. Da SilvaDepartamento de Física, Faculdade de Ciências, Universidade de Lisboa, Edifício C8, Campo Grande, PT1749-016 Lisboa, PortugalInstituto de Astrofísica e Ciências do Espaço, Faculdade de Ciências, Universidade de Lisboa, Campo Grande, 1749-016 Lisboa, Portugal, H. DegaudenziDepartment of Astronomy, University of Geneva, ch. d'Ecogia 16, 1290 Versoix, Switzerland, G. De LuciaINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, M. DouspisUniversité Paris-Saclay, CNRS, Institut d'astrophysique spatiale, 91405, Orsay, France, F. DubathDepartment of Astronomy, University of Geneva, ch. d'Ecogia 16, 1290 Versoix, Switzerland, X. DupacESAC/ESA, Camino Bajo del Castillo, s/n., Urb. Villafranca del Castillo, 28692 Villanueva de la Cañada, Madrid, Spain, S. DusiniINFN-Padova, Via Marzolo 8, 35131 Padova, Italy, M. FarinaINAF-Istituto di Astrofisica e Planetologia Spaziali, via del Fosso del Cavaliere, 100, 00100 Roma, Italy, S. FarrensUniversité Paris-Saclay, Université Paris Cité, CEA, CNRS, AIM, 91191, Gif-sur-Yvette, France, S. FerriolUniversité Claude Bernard Lyon 1, CNRS/IN2P3, IP2I Lyon, UMR 5822, Villeurbanne, F-69100, France, P. FosalbaInstitut d'Estudis Espacials de CatalunyaInstitute of Space Sciences, M. FrailisINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, E. FranceschiINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, M. FumanaINAF-IASF Milano, Via Alfonso Corti 12, 20133 Milano, Italy, S. GaleottaINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, B. GillisInstitute for Astronomy, University of Edinburgh, Royal Observatory, Blackford Hill, Edinburgh EH9 3HJ, UK, P. Gómez-AlvarezFRACTAL S.L.N.E., calle Tulipán 2, Portal 13 1A, 28231, Las Rozas de Madrid, SpainESAC/ESA, Camino Bajo del Castillo, s/n., Urb. Villafranca del Castillo, 28692 Villanueva de la Cañada, Madrid, Spain, A. GrazianINAF-Osservatorio Astronomico di Padova, Via dell'Osservatorio 5, 35122 Padova, Italy, F. GruppMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, GermanyUniversitäts-Sternwarte München, Fakultät für Physik, Ludwig-Maximilians-Universität München, Scheinerstrasse 1, 81679 München, Germany, L. GuzzoDipartimento di Fisica "Aldo Pontremoli", Università degli Studi di Milano, Via Celoria 16, 20133 Milano, ItalyINAF-Osservatorio Astronomico di Brera, Via Brera 28, 20122 Milano, Italy, S. V. H. HauganInstitute of Theoretical Astrophysics, University of Oslo, P.O. Box 1029 Blindern, 0315 Oslo, Norway, W. HolmesJet Propulsion Laboratory, California Institute of Technology, 4800 Oak Grove Drive, Pasadena, CA, 91109, USA, F. HormuthFelix Hormuth Engineering, Goethestr. 17, 69181 Leimen, Germany, A. HornstrupTechnical University of Denmark, Elektrovej 327, 2800 Kgs. Lyngby, DenmarkCosmic Dawn Center, S. IlićUniversité Paris-Saclay, CNRS/IN2P3, IJCLab, 91405 Orsay, FranceInstitut de Recherche en Astrophysique et Planétologie, K. JahnkeMax-Planck-Institut für Astronomie, Königstuhl 17, 69117 Heidelberg, Germany, M. JhabvalaNASA Goddard Space Flight Center, Greenbelt, MD 20771, USA, B. JoachimiDepartment of Physics and Astronomy, University College London, Gower Street, London WC1E 6BT, UK, E. KeihänenDepartment of Physics and Helsinki Institute of Physics, Gustaf Hällströmin katu 2, 00014 University of Helsinki, Finland, S. KermicheAix-Marseille Université, CNRS/IN2P3, CPPM, Marseille, France, A. KiesslingJet Propulsion Laboratory, California Institute of Technology, 4800 Oak Grove Drive, Pasadena, CA, 91109, USA, M. KilbingerUniversité Paris-Saclay, Université Paris Cité, CEA, CNRS, AIM, 91191, Gif-sur-Yvette, France, B. KubikUniversité Claude Bernard Lyon 1, CNRS/IN2P3, IP2I Lyon, UMR 5822, Villeurbanne, F-69100, France, M. KümmelUniversitäts-Sternwarte München, Fakultät für Physik, Ludwig-Maximilians-Universität München, Scheinerstrasse 1, 81679 München, Germany, M. KunzUniversité de Genève, Département de Physique Théorique and Centre for Astroparticle Physics, 24 quai Ernest-Ansermet, CH-1211 Genève 4, Switzerland, H. Kurki-SuonioDepartment of Physics, P.O. Box 64, 00014 University of Helsinki, FinlandHelsinki Institute of Physics, Gustaf Hällströmin katu 2, University of Helsinki, Helsinki, Finland, S. LigoriINAF-Osservatorio Astrofisico di Torino, Via Osservatorio 20, 10025 Pino Torinese, P. B. LiljeInstitute of Theoretical Astrophysics, University of Oslo, P.O. Box 1029 Blindern, 0315 Oslo, Norway, V. LindholmDepartment of Physics, P.O. Box 64, 00014 University of Helsinki, FinlandHelsinki Institute of Physics, Gustaf Hällströmin katu 2, University of Helsinki, Helsinki, Finland, I. LloroNOVA optical infrared instrumentation group at ASTRON, Oude Hoogeveensedijk 4, 7991PD, Dwingeloo, The Netherlands, G. MainettiCentre de Calcul de l'IN2P3/CNRS, 21 avenue Pierre de Coubertin 69627 Villeurbanne Cedex, France, E. MaioranoINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, O. MansuttiINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, O. MarggrafUniversität Bonn, Argelander-Institut für Astronomie, Auf dem Hügel 71, 53121 Bonn, Germany, K. MarkovicJet Propulsion Laboratory, California Institute of Technology, 4800 Oak Grove Drive, Pasadena, CA, 91109, USA, M. MartinelliINAF-Osservatorio Astronomico di Roma, Via Frascati 33, 00078 Monteporzio Catone, ItalyINFN-Sezione di Roma, Piazzale Aldo Moro, 2 - c/o Dipartimento di Fisica, Edificio G. Marconi, 00185 Roma, Italy, N. MartinetAix-Marseille Université, CNRS, CNES, LAM, Marseille, France, F. MarulliDipartimento di Fisica e Astronomia "Augusto Righi" - Alma Mater Studiorum Università di Bologna, via Piero Gobetti 93/2, 40129 Bologna, ItalyINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, ItalyINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, R. MasseyDepartment of Physics, Institute for Computational Cosmology, Durham University, South Road, DH1 3LE, UK, E. MedinaceliINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, S. MeiUniversité Paris Cité, CNRS, Astroparticule et Cosmologie, 75013 Paris, France, M. MelchiorUniversity of Applied Sciences and Arts of Northwestern Switzerland, School of Engineering, 5210 Windisch, Switzerland, Y. MellierInstitut d'Astrophysique de Paris, 98bis Boulevard Arago, 75014, Paris, FranceInstitut d'Astrophysique de Paris, UMR 7095, CNRS, and Sorbonne Université, 98 bis boulevard Arago, 75014 Paris, France, M. MeneghettiINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, ItalyINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, E. MerlinINAF-Osservatorio Astronomico di Roma, Via Frascati 33, 00078 Monteporzio Catone, Italy, G. MeylanInstitute of Physics, Laboratory of Astrophysics, Ecole Polytechnique Fédérale de Lausanne, M. MorescoDipartimento di Fisica e Astronomia "Augusto Righi" - Alma Mater Studiorum Università di Bologna, via Piero Gobetti 93/2, 40129 Bologna, ItalyINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, L. MoscardiniDipartimento di Fisica e Astronomia "Augusto Righi" - Alma Mater Studiorum Università di Bologna, via Piero Gobetti 93/2, 40129 Bologna, ItalyINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, ItalyINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, C. NeissnerInstitut de Física d'Altes EnergiesPort d'Informació Científica, Campus UAB, C. Albareda s/n, 08193 Bellaterra, S. -M. NiemiEuropean Space Agency/ESTEC, Keplerlaan 1, 2201 AZ Noordwijk, The Netherlands, C. PadillaInstitut de Física d'Altes Energies, S. PaltaniDepartment of Astronomy, University of Geneva, ch. d'Ecogia 16, 1290 Versoix, Switzerland, F. PasianINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, K. PedersenDARK, Niels Bohr Institute, University of Copenhagen, Jagtvej 155, 2200 Copenhagen, Denmark, W. J. PercivalWaterloo Centre for Astrophysics, University of Waterloo, Waterloo, Ontario N2L 3G1, CanadaDepartment of Physics and Astronomy, University of Waterloo, Waterloo, Ontario N2L 3G1, CanadaPerimeter Institute for Theoretical Physics, Waterloo, Ontario N2L 2Y5, Canada, V. PettorinoEuropean Space Agency/ESTEC, Keplerlaan 1, 2201 AZ Noordwijk, The Netherlands, S. PiresUniversité Paris-Saclay, Université Paris Cité, CEA, CNRS, AIM, 91191, Gif-sur-Yvette, France, G. PolentaSpace Science Data Center, Italian Space Agency, via del Politecnico snc, 00133 Roma, Italy, M. PoncetCentre National d'Etudes Spatiales -- Centre spatial de Toulouse, 18 avenue Edouard Belin, 31401 Toulouse Cedex 9, France, L. A. PopaInstitute of Space Science, Str. Atomistilor, nr. 409 Măgurele, Ilfov, 077125, Romania, L. PozzettiINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, F. RaisonMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, Germany, A. RenziDipartimento di Fisica e Astronomia "G. Galilei", Università di Padova, Via Marzolo 8, 35131 Padova, ItalyINFN-Padova, Via Marzolo 8, 35131 Padova, Italy, J. RhodesJet Propulsion Laboratory, California Institute of Technology, 4800 Oak Grove Drive, Pasadena, CA, 91109, USA, G. RiccioINAF-Osservatorio Astronomico di Capodimonte, Via Moiariello 16, 80131 Napoli, Italy, E. RomelliINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, M. RoncarelliINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, R. SagliaUniversitäts-Sternwarte München, Fakultät für Physik, Ludwig-Maximilians-Universität München, Scheinerstrasse 1, 81679 München, GermanyMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, Germany, A. G. SánchezMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, Germany, D. SaponeDepartamento de Física, FCFM, Universidad de Chile, Blanco Encalada 2008, Santiago, Chile, B. SartorisUniversitäts-Sternwarte München, Fakultät für Physik, Ludwig-Maximilians-Universität München, Scheinerstrasse 1, 81679 München, GermanyINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, M. SchirmerMax-Planck-Institut für Astronomie, Königstuhl 17, 69117 Heidelberg, Germany, T. SchrabbackUniversität Innsbruck, Institut für Astro- und Teilchenphysik, Technikerstr. 25/8, 6020 Innsbruck, Austria, A. SecrounAix-Marseille Université, CNRS/IN2P3, CPPM, Marseille, France, G. SeidelMax-Planck-Institut für Astronomie, Königstuhl 17, 69117 Heidelberg, Germany, S. SerranoInstitut d'Estudis Espacials de CatalunyaSatlantis, University Science Park, Sede Bld 48940, Leioa-Bilbao, SpainInstitute of Space Sciences, C. SirignanoDipartimento di Fisica e Astronomia "G. Galilei", Università di Padova, Via Marzolo 8, 35131 Padova, ItalyINFN-Padova, Via Marzolo 8, 35131 Padova, Italy, G. SirriINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, L. StancoINFN-Padova, Via Marzolo 8, 35131 Padova, Italy, J. SteinwagnerMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, Germany, P. Tallada-CrespíCentro de Investigaciones Energéticas, Medioambientales y TecnológicasPort d'Informació Científica, Campus UAB, C. Albareda s/n, 08193 Bellaterra, D. TavagnaccoINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, I. TerenoDepartamento de Física, Faculdade de Ciências, Universidade de Lisboa, Edifício C8, Campo Grande, PT1749-016 Lisboa, PortugalInstituto de Astrofísica e Ciências do Espaço, Faculdade de Ciências, Universidade de Lisboa, Tapada da Ajuda, 1349-018 Lisboa, Portugal, R. Toledo-MoreoUniversidad Politécnica de Cartagena, Departamento de Electrónica y Tecnología de Computadoras, Plaza del Hospital 1, 30202 Cartagena, Spain, F. TorradeflotPort d'Informació Científica, Campus UAB, C. Albareda s/n, 08193 BellaterraCentro de Investigaciones Energéticas, Medioambientales y Tecnológicas, I. TutusausInstitut de Recherche en Astrophysique et Planétologie, E. A. ValentijnKapteyn Astronomical Institute, University of Groningen, PO Box 800, 9700 AV Groningen, The Netherlands, L. ValenzianoINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, ItalyINFN-Bologna, Via Irnerio 46, 40126 Bologna, Italy, T. VassalloUniversitäts-Sternwarte München, Fakultät für Physik, Ludwig-Maximilians-Universität München, Scheinerstrasse 1, 81679 München, GermanyINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, G. Verdoes KleijnKapteyn Astronomical Institute, University of Groningen, PO Box 800, 9700 AV Groningen, The Netherlands, A. VeropalumboINAF-Osservatorio Astronomico di Brera, Via Brera 28, 20122 Milano, ItalyINFN-Sezione di Genova, Via Dodecaneso 33, 16146, Genova, ItalyDipartimento di Fisica, Università degli studi di Genova, and INFN-Sezione di Genova, via Dodecaneso 33, 16146, Genova, Italy, Y. WangInfrared Processing and Analysis Center, California Institute of Technology, Pasadena, CA 91125, USA, J. WellerUniversitäts-Sternwarte München, Fakultät für Physik, Ludwig-Maximilians-Universität München, Scheinerstrasse 1, 81679 München, GermanyMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, Germany, G. ZamoraniINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, E. ZuccaINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, A. BivianoINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, ItalyIFPU, Institute for Fundamental Physics of the Universe, via Beirut 2, 34151 Trieste, Italy, C. BuriganaINAF, Istituto di Radioastronomia, Via Piero Gobetti 101, 40129 Bologna, ItalyINFN-Bologna, Via Irnerio 46, 40126 Bologna, Italy, M. CalabreseAstronomical Observatory of the Autonomous Region of the Aosta ValleyINAF-IASF Milano, Via Alfonso Corti 12, 20133 Milano, Italy, D. Di FerdinandoINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, J. A. Escartin VigoMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, Germany, G. FabbianInstitute of Astronomy, University of Cambridge, Madingley Road, Cambridge CB3 0HA, UKSchool of Physics and Astronomy, Cardiff University, The Parade, Cardiff, CF24 3AA, UK, F. FinelliINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, ItalyINFN-Bologna, Via Irnerio 46, 40126 Bologna, Italy, J. Gracia-CarpioMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, Germany, S. MatthewInstitute for Astronomy, University of Edinburgh, Royal Observatory, Blackford Hill, Edinburgh EH9 3HJ, UK, N. MauriDipartimento di Fisica e Astronomia "Augusto Righi" - Alma Mater Studiorum Università di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, ItalyINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, A. PezzottaMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, Germany, M. PöntinenDepartment of Physics, P.O. Box 64, 00014 University of Helsinki, Finland, V. 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AkramiInstituto de Física Teórica UAM-CSIC, Campus de Cantoblanco, 28049 Madrid, SpainCERCA/ISO, Department of Physics, Case Western Reserve University, 10900 Euclid Avenue, Cleveland, OH 44106, USA, V. AllevatoINAF-Osservatorio Astronomico di Capodimonte, Via Moiariello 16, 80131 Napoli, Italy, S. AnselmiINFN-Padova, Via Marzolo 8, 35131 Padova, ItalyDipartimento di Fisica e Astronomia "G. Galilei", Università di Padova, Via Marzolo 8, 35131 Padova, ItalyLaboratoire Univers et Théorie, Observatoire de Paris, Université PSL, Université Paris Cité, CNRS, 92190 Meudon, France, M. ArchidiaconoDipartimento di Fisica "Aldo Pontremoli", Università degli Studi di Milano, Via Celoria 16, 20133 Milano, ItalyINFN-Sezione di Milano, Via Celoria 16, 20133 Milano, Italy, F. Atrio-BarandelaDepartamento de Física Fundamental. Universidad de Salamanca. Plaza de la Merced s/n. 37008 Salamanca, Spain, A. 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BöhringerMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, GermanyLudwig-Maximilians-University, Schellingstrasse 4, 80799 Munich, GermanyMax-Planck-Institut für Physik, Boltzmannstr. 8, 85748 Garching, Germany, S. BorganiDipartimento di Fisica - Sezione di Astronomia, Università di Trieste, Via Tiepolo 11, 34131 Trieste, ItalyIFPU, Institute for Fundamental Physics of the Universe, via Beirut 2, 34151 Trieste, ItalyINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, ItalyINFN, Sezione di Trieste, Via Valerio 2, 34127 Trieste TS, Italy, S. BrutonMinnesota Institute for Astrophysics, University of Minnesota, 116 Church St SE, Minneapolis, MN 55455, USA, R. CabanacInstitut de Recherche en Astrophysique et Planétologie, A. CalabroINAF-Osservatorio Astronomico di Roma, Via Frascati 33, 00078 Monteporzio Catone, Italy, B. Camacho QuevedoInstitut d'Estudis Espacials de CatalunyaInstitute of Space Sciences, G. Cañas-HerreraEuropean Space Agency/ESTEC, Keplerlaan 1, 2201 AZ Noordwijk, The NetherlandsInstitute Lorentz, Leiden University, Niels Bohrweg 2, 2333 CA Leiden, The Netherlands, A. CappiINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, ItalyUniversité Côte d'Azur, Observatoire de la Côte d'Azur, CNRS, Laboratoire Lagrange, Bd de l'Observatoire, CS 34229, 06304 Nice cedex 4, France, F. CaroINAF-Osservatorio Astronomico di Roma, Via Frascati 33, 00078 Monteporzio Catone, Italy, C. S. CarvalhoInstituto de Astrofísica e Ciências do Espaço, Faculdade de Ciências, Universidade de Lisboa, Tapada da Ajuda, 1349-018 Lisboa, Portugal, T. CastroINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, ItalyINFN, Sezione di Trieste, Via Valerio 2, 34127 Trieste TS, ItalyIFPU, Institute for Fundamental Physics of the Universe, via Beirut 2, 34151 Trieste, ItalyICSC - Centro Nazionale di Ricerca in High Performance Computing, Big Data e Quantum Computing, Via Magnanelli 2, Bologna, Italy, K. C. ChambersInstitute for Astronomy, University of Hawaii, 2680 Woodlawn Drive, Honolulu, HI 96822, USA, S. ContariniMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, Germany, A. R. CoorayDepartment of Physics & Astronomy, University of California Irvine, Irvine CA 92697, USA, G. DesprezDepartment of Astronomy & Physics and Institute for Computational Astrophysics, Saint Mary's University, 923 Robie Street, Halifax, Nova Scotia, B3H 3C3, Canada, A. Díaz-SánchezDepartamento Física Aplicada, Universidad Politécnica de Cartagena, Campus Muralla del Mar, 30202 Cartagena, Murcia, Spain, J. J. DiazInstituto de Astrofísica de Canarias, S. Di DomizioDipartimento di Fisica, Università di Genova, Via Dodecaneso 33, 16146, Genova, ItalyINFN-Sezione di Genova, Via Dodecaneso 33, 16146, Genova, Italy, H. DoleUniversité Paris-Saclay, CNRS, Institut d'astrophysique spatiale, 91405, Orsay, France, S. EscoffierAix-Marseille Université, CNRS/IN2P3, CPPM, Marseille, France, A. G. FerrariDipartimento di Fisica e Astronomia "Augusto Righi" - Alma Mater Studiorum Università di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, ItalyINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, P. G. FerreiraDepartment of Physics, Oxford University, Keble Road, Oxford OX1 3RH, UK, I. FerreroInstitute of Theoretical Astrophysics, University of Oslo, P.O. Box 1029 Blindern, 0315 Oslo, Norway, A. FinoguenovDepartment of Physics, P.O. Box 64, 00014 University of Helsinki, Finland, F. FornariINFN-Bologna, Via Irnerio 46, 40126 Bologna, Italy, L. GabarraDepartment of Physics, Oxford University, Keble Road, Oxford OX1 3RH, UK, K. GangaUniversité Paris Cité, CNRS, Astroparticule et Cosmologie, 75013 Paris, France, J. García-BellidoInstituto de Física Teórica UAM-CSIC, Campus de Cantoblanco, 28049 Madrid, Spain, T. GasparettoINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, V. GautardCEA Saclay, DFR/IRFU, Service d'Astrophysique, Bat. 709, 91191 Gif-sur-Yvette, France, E. GaztanagaInstitute of Space SciencesInstitut d'Estudis Espacials de CatalunyaInstitute of Cosmology and Gravitation, University of Portsmouth, Portsmouth PO1 3FX, UK, F. GiacominiINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, F. GianottiINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, G. GozaliaslDepartment of Computer Science, Aalto University, PO Box 15400, Espoo, FI-00 076, Finland, C. M. GutierrezInstituto de Astrofí sica de Canarias, c/ Via Lactea s/n, La Laguna E-38200, Spain. Departamento de Astrofí sica de la Universidad de La Laguna, Avda. Francisco Sanchez, La Laguna, E-38200, Spain, A. HallInstitute for Astronomy, University of Edinburgh, Royal Observatory, Blackford Hill, Edinburgh EH9 3HJ, UK, H. HildebrandtRuhr University Bochum, Faculty of Physics and Astronomy, Astronomical Institute, J. HjorthDARK, Niels Bohr Institute, University of Copenhagen, Jagtvej 155, 2200 Copenhagen, Denmark, A. Jimenez MuñozUniv. Grenoble Alpes, CNRS, Grenoble INP, LPSC-IN2P3, 53, Avenue des Martyrs, 38000, Grenoble, France, S. JoudakiInstitute of Cosmology and Gravitation, University of Portsmouth, Portsmouth PO1 3FX, UK, J. J. E. KajavaDepartment of Physics and Astronomy, Vesilinnantie 5, 20014 University of Turku, FinlandSerco for European Space Agency, V. KansalARC Centre of Excellence for Dark Matter Particle Physics, Melbourne, AustraliaCentre for Astrophysics & Supercomputing, Swinburne University of Technology, Hawthorn, Victoria 3122, Australia, D. KaragiannisSchool of Physics and Astronomy, Queen Mary University of London, Mile End Road, London E1 4NS, UKDepartment of Physics and Astronomy, University of the Western Cape, Bellville, Cape Town, 7535, South Africa, C. C. KirkpatrickDepartment of Physics and Helsinki Institute of Physics, Gustaf Hällströmin katu 2, 00014 University of Helsinki, Finland, S. KrukESAC/ESA, Camino Bajo del Castillo, s/n., Urb. Villafranca del Castillo, 28692 Villanueva de la Cañada, Madrid, Spain, J. Le GraetAix-Marseille Université, CNRS/IN2P3, CPPM, Marseille, France, L. LegrandICTP South American Institute for Fundamental Research, Instituto de Física Teórica, Universidade Estadual Paulista, São Paulo, Brazil, J. LesgourguesInstitute for Theoretical Particle Physics and Cosmology, T. I. LiaudatIRFU, CEA, Université Paris-Saclay 91191 Gif-sur-Yvette Cedex, France, A. LoureiroOskar Klein Centre for Cosmoparticle Physics, Department of Physics, Stockholm University, Stockholm, SE-106 91, SwedenAstrophysics Group, Blackett Laboratory, Imperial College London, London SW7 2AZ, UK, G. MaggioINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, M. MagliocchettiINAF-Istituto di Astrofisica e Planetologia Spaziali, via del Fosso del Cavaliere, 100, 00100 Roma, Italy, F. MannucciINAF-Osservatorio Astrofisico di Arcetri, Largo E. Fermi 5, 50125, Firenze, Italy, R. MaoliDipartimento di Fisica, Sapienza Università di Roma, Piazzale Aldo Moro 2, 00185 Roma, ItalyINAF-Osservatorio Astronomico di Roma, Via Frascati 33, 00078 Monteporzio Catone, Italy, C. J. A. P. MartinsCentro de Astrofísica da Universidade do Porto, Rua das Estrelas, 4150-762 Porto, PortugalInstituto de Astrofísica e Ciências do Espaço, Universidade do Porto, CAUP, Rua das Estrelas, PT4150-762 Porto, Portugal, L. MaurinUniversité Paris-Saclay, CNRS, Institut d'astrophysique spatiale, 91405, Orsay, France, R. B. MetcalfDipartimento di Fisica e Astronomia "Augusto Righi" - Alma Mater Studiorum Università di Bologna, via Piero Gobetti 93/2, 40129 Bologna, ItalyINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, M. MigliaccioDipartimento di Fisica, Università di Roma Tor Vergata, Via della Ricerca Scientifica 1, Roma, ItalyINFN, Sezione di Roma 2, Via della Ricerca Scientifica 1, Roma, Italy, M. MiluzioESAC/ESA, Camino Bajo del Castillo, s/n., Urb. Villafranca del Castillo, 28692 Villanueva de la Cañada, Madrid, SpainHE Space for European Space Agency, P. MonacoDipartimento di Fisica - Sezione di Astronomia, Università di Trieste, Via Tiepolo 11, 34131 Trieste, ItalyINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, ItalyINFN, Sezione di Trieste, Via Valerio 2, 34127 Trieste TS, ItalyIFPU, Institute for Fundamental Physics of the Universe, via Beirut 2, 34151 Trieste, Italy, A. MontoroInstitute of Space SciencesInstitut d'Estudis Espacials de Catalunya, A. MoraAurora Technology for European Space Agency, C. MorettiSISSA, International School for Advanced Studies, Via Bonomea 265, 34136 Trieste TS, ItalyICSC - Centro Nazionale di Ricerca in High Performance Computing, Big Data e Quantum Computing, Via Magnanelli 2, Bologna, ItalyINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, ItalyIFPU, Institute for Fundamental Physics of the Universe, via Beirut 2, 34151 Trieste, ItalyINFN, Sezione di Trieste, Via Valerio 2, 34127 Trieste TS, Italy, G. MorganteINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, S. NadathurInstitute of Cosmology and Gravitation, University of Portsmouth, Portsmouth PO1 3FX, UK, L. PatriziiINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, V. PopaInstitute of Space Science, Str. Atomistilor, nr. 409 Măgurele, Ilfov, 077125, Romania, P. ReimbergInstitut d'Astrophysique de Paris, 98bis Boulevard Arago, 75014, Paris, France, I. RissoINAF-Osservatorio Astronomico di Brera, Via Brera 28, 20122 Milano, Italy, and INFN-Sezione di Genova, Via Dodecaneso 33, 16146, Genova, Italy, P. -F. RocciUniversité Paris-Saclay, CNRS, Institut d'astrophysique spatiale, 91405, Orsay, France, M. SahlénTheoretical astrophysics, Department of Physics and Astronomy, Uppsala University, Box 515, 751 20 Uppsala, Sweden, E. SarpaSISSA, International School for Advanced Studies, Via Bonomea 265, 34136 Trieste TS, ItalyICSC - Centro Nazionale di Ricerca in High Performance Computing, Big Data e Quantum Computing, Via Magnanelli 2, Bologna, ItalyINFN, Sezione di Trieste, Via Valerio 2, 34127 Trieste TS, Italy, A. SchneiderDepartment of Astrophysics, University of Zurich, Winterthurerstrasse 190, 8057 Zurich, Switzerland, M. SerenoINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, ItalyINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, A. SilvestriInstitute Lorentz, Leiden University, Niels Bohrweg 2, 2333 CA Leiden, The Netherlands, A. Spurio ManciniDepartment of Physics, Royal Holloway, University of London, TW20 0EX, UKMullard Space Science Laboratory, University College London, Holmbury St Mary, Dorking, Surrey RH5 6NT, UK, K. TanidisDepartment of Physics, Oxford University, Keble Road, Oxford OX1 3RH, UK, C. TaoAix-Marseille Université, CNRS/IN2P3, CPPM, Marseille, France, N. TessoreDepartment of Physics and Astronomy, University College London, Gower Street, London WC1E 6BT, UK, G. TesteraINFN-Sezione di Genova, Via Dodecaneso 33, 16146, Genova, Italy, R. TeyssierDepartment of Astrophysical Sciences, Peyton Hall, Princeton University, Princeton, NJ 08544, USA, S. ToftCosmic Dawn CenterNiels Bohr Institute, University of Copenhagen, Jagtvej 128, 2200 Copenhagen, Denmark, S. TosiDipartimento di Fisica, Università di Genova, Via Dodecaneso 33, 16146, Genova, ItalyINFN-Sezione di Genova, Via Dodecaneso 33, 16146, Genova, Italy, A. TrojaDipartimento di Fisica e Astronomia "G. Galilei", Università di Padova, Via Marzolo 8, 35131 Padova, ItalyINFN-Padova, Via Marzolo 8, 35131 Padova, Italy, M. TucciDepartment of Astronomy, University of Geneva, ch. d'Ecogia 16, 1290 Versoix, Switzerland, C. ValieriINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, J. ValiviitaDepartment of Physics, P.O. Box 64, 00014 University of Helsinki, FinlandHelsinki Institute of Physics, Gustaf Hällströmin katu 2, University of Helsinki, Helsinki, Finland, D. VerganiINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, G. VerzaCenter for Cosmology and Particle Physics, Department of Physics, New York University, New York, NY 10003, USACenter for Computational Astrophysics, Flatiron Institute, 162 5th Avenue, 10010, New York, NY, USA, P. VielzeufAix-Marseille Université, CNRS/IN2P3, CPPM, Marseille, France, N. A. WaltonInstitute of Astronomy, University of Cambridge, Madingley Road, Cambridge CB3 0HA, UK
To constrain models beyond $Lambda$CDM, the development of the Euclidanalysis pipeline requires simulations that capture the nonlinear phenomenologyof such models. We present an overview of numerical methods and $N$-bodysimulation codes developed to study the nonlinear regime of structure formationin alternative dark energy and modified gravity theories. We review a varietyof numerical techniques and approximations employed in cosmological $N$-bodysimulations to model the complex phenomenology of scenarios beyond$Lambda$CDM. This includes discussions on solving nonlinear field equations,accounting for fifth forces, and implementing screening mechanisms.Furthermore, we conduct a code comparison exercise to assess the reliabilityand convergence of different simulation codes across a range of models. Ouranalysis demonstrates a high degree of agreement among the outputs of differentsimulation codes, providing confidence in current numerical methods formodelling cosmic structure formation beyond $Lambda$CDM. We highlight recentadvances made in simulating the nonlinear scales of structure formation, whichare essential for leveraging the full scientific potential of the forthcomingobservational data from the Euclid mission.
为了约束超越$Lambda$CDM的模型,欧几里得分析管道的发展需要能够捕捉这些模型的非线性现象学的模拟。我们概述了为研究替代暗能量和修正引力理论中结构形成的非线性机制而开发的数值方法和$N$体模拟代码。我们回顾了在宇宙学$N$-bodysimulations中使用的各种数值技术和近似方法,以模拟超越$Lambda$CDM的复杂现象。此外,我们还进行了代码比较练习,以评估不同模拟代码在一系列模型中的可靠性和收敛性。我们的分析表明,不同模拟代码的输出结果具有高度的一致性,这使我们对当前模拟超越$Lambda$CDM的宇宙结构形成的数值方法充满信心。我们强调了最近在模拟结构形成的非线性尺度方面取得的进展,这对于充分发挥即将从欧几里得任务中获得的观测数据的科学潜力至关重要。
{"title":"Euclid preparation. Simulations and nonlinearities beyond $Λ$CDM. 1. Numerical methods and validation","authors":"Euclid Collaboration, J. AdamekDepartment of Astrophysics, University of Zurich, Winterthurerstrasse 190, 8057 Zurich, Switzerland, B. FioriniInstitute of Cosmology and Gravitation, University of Portsmouth, Portsmouth PO1 3FX, UK, M. BaldiDipartimento di Fisica e Astronomia, Università di Bologna, Via Gobetti 93/2, 40129 Bologna, ItalyINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, ItalyINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, G. BrandoMax Planck Institute for Gravitational Physics, M. -A. BretonInstitute of Space SciencesInstitut de Ciencies de l'EspaiLaboratoire Univers et Théorie, Observatoire de Paris, Université PSL, Université Paris Cité, CNRS, 92190 Meudon, France, F. HassaniInstitute of Theoretical Astrophysics, University of Oslo, P.O. Box 1029 Blindern, 0315 Oslo, Norway, K. KoyamaInstitute of Cosmology and Gravitation, University of Portsmouth, Portsmouth PO1 3FX, UK, A. M. C. Le BrunLaboratoire Univers et Théorie, Observatoire de Paris, Université PSL, Université Paris Cité, CNRS, 92190 Meudon, France, G. RáczJet Propulsion Laboratory, California Institute of Technology, 4800 Oak Grove Drive, Pasadena, CA, 91109, USA, H. -A. WintherInstitute of Theoretical Astrophysics, University of Oslo, P.O. Box 1029 Blindern, 0315 Oslo, Norway, A. CasalinoDipartimento di Fisica e Astronomia, Università di Bologna, Via Gobetti 93/2, 40129 Bologna, Italy, C. Hernández-AguayoMax-Planck-Institut für Astrophysik, Karl-Schwarzschild-Str.~1, 85748 Garching, Germany, B. LiDepartment of Physics, Institute for Computational Cosmology, Durham University, South Road, DH1 3LE, UK, D. PotterDepartment of Astrophysics, University of Zurich, Winterthurerstrasse 190, 8057 Zurich, Switzerland, E. AltamuraJodrell Bank Centre for Astrophysics, Department of Physics and Astronomy, University of Manchester, Oxford Road, Manchester M13 9PL, UK, C. CarboneINAF-IASF Milano, Via Alfonso Corti 12, 20133 Milano, Italy, C. GiocoliINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, ItalyIstituto Nazionale di Fisica Nucleare, Sezione di Bologna, Via Irnerio 46, 40126 Bologna, Italy, D. F. MotaInstitute of Theoretical Astrophysics, University of Oslo, P.O. Box 1029 Blindern, 0315 Oslo, Norway, A. PourtsidouInstitute for Astronomy, University of Edinburgh, Royal Observatory, Blackford Hill, Edinburgh EH9 3HJ, UKHiggs Centre for Theoretical Physics, School of Physics and Astronomy, The University of Edinburgh, Edinburgh EH9 3FD, UK, Z. SakrInstitut für Theoretische Physik, University of Heidelberg, Philosophenweg 16, 69120 Heidelberg, GermanyInstitut de Recherche en Astrophysique et PlanétologieUniversité St Joseph, Faculty of Sciences, Beirut, Lebanon, F. VernizziInstitut de Physique Théorique, CEA, CNRS, Université Paris-Saclay 91191 Gif-sur-Yvette Cedex, France, A. AmaraSchool of Mathematics and Physics, University of Surrey, Guildford, Surrey, GU2 7XH, UK, S. AndreonINAF-Osservatorio Astronomico di Brera, Via Brera 28, 20122 Milano, Italy, N. AuricchioINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, C. BaccigalupiIFPU, Institute for Fundamental Physics of the Universe, via Beirut 2, 34151 Trieste, ItalyINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, ItalyINFN, Sezione di Trieste, Via Valerio 2, 34127 Trieste TS, ItalySISSA, International School for Advanced Studies, Via Bonomea 265, 34136 Trieste TS, Italy, S. BardelliINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, P. BattagliaINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, D. BoninoINAF-Osservatorio Astrofisico di Torino, Via Osservatorio 20, 10025 Pino Torinese, E. BranchiniDipartimento di Fisica, Università di Genova, Via Dodecaneso 33, 16146, Genova, ItalyINFN-Sezione di Genova, Via Dodecaneso 33, 16146, Genova, ItalyINAF-Osservatorio Astronomico di Brera, Via Brera 28, 20122 Milano, Italy, M. BresciaDepartment of Physics \"E. Pancini\", University Federico II, Via Cinthia 6, 80126, Napoli, ItalyINAF-Osservatorio Astronomico di Capodimonte, Via Moiariello 16, 80131 Napoli, ItalyINFN section of Naples, Via Cinthia 6, 80126, Napoli, Italy, J. BrinchmannInstituto de Astrofísica e Ciências do Espaço, Universidade do Porto, CAUP, Rua das Estrelas, PT4150-762 Porto, PortugalFaculdade de Ciências da Universidade do Porto, Rua do Campo de Alegre, 4150-007 Porto, Portugal, A. CaillatAix-Marseille Université, CNRS, CNES, LAM, Marseille, France, S. CameraDipartimento di Fisica, Università degli Studi di Torino, Via P. Giuria 1, 10125 Torino, ItalyINFN-Sezione di Torino, Via P. Giuria 1, 10125 Torino, ItalyINAF-Osservatorio Astrofisico di Torino, Via Osservatorio 20, 10025 Pino Torinese, V. CapobiancoINAF-Osservatorio Astrofisico di Torino, Via Osservatorio 20, 10025 Pino Torinese, V. F. CardoneINAF-Osservatorio Astronomico di Roma, Via Frascati 33, 00078 Monteporzio Catone, ItalyINFN-Sezione di Roma, Piazzale Aldo Moro, 2 - c/o Dipartimento di Fisica, Edificio G. Marconi, 00185 Roma, Italy, J. CarreteroCentro de Investigaciones Energéticas, Medioambientales y TecnológicasPort d'Informació Científica, Campus UAB, C. Albareda s/n, 08193 Bellaterra, S. CasasInstitute for Theoretical Particle Physics and Cosmology, F. J. CastanderInstitute of Space SciencesInstitut d'Estudis Espacials de Catalunya, M. CastellanoINAF-Osservatorio Astronomico di Roma, Via Frascati 33, 00078 Monteporzio Catone, Italy, G. CastignaniINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, S. CavuotiINAF-Osservatorio Astronomico di Capodimonte, Via Moiariello 16, 80131 Napoli, ItalyINFN section of Naples, Via Cinthia 6, 80126, Napoli, Italy, A. CimattiDipartimento di Fisica e Astronomia \"Augusto Righi\" - Alma Mater Studiorum Università di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, C. Colodro-CondeInstituto de Astrofísica de Canarias, Calle Vía Láctea s/n, 38204, San Cristóbal de La Laguna, Tenerife, Spain, G. CongedoInstitute for Astronomy, University of Edinburgh, Royal Observatory, Blackford Hill, Edinburgh EH9 3HJ, UK, C. J. ConseliceJodrell Bank Centre for Astrophysics, Department of Physics and Astronomy, University of Manchester, Oxford Road, Manchester M13 9PL, UK, L. ConversiEuropean Space Agency/ESRIN, Largo Galileo Galilei 1, 00044 Frascati, Roma, ItalyESAC/ESA, Camino Bajo del Castillo, s/n., Urb. Villafranca del Castillo, 28692 Villanueva de la Cañada, Madrid, Spain, Y. CopinUniversité Claude Bernard Lyon 1, CNRS/IN2P3, IP2I Lyon, UMR 5822, Villeurbanne, F-69100, France, F. CourbinInstitute of Physics, Laboratory of Astrophysics, Ecole Polytechnique Fédérale de LausanneInstitut de Ciències del CosmosInstitució Catalana de Recerca i Estudis Avançats, H. M. CourtoisUCB Lyon 1, CNRS/IN2P3, IUF, IP2I Lyon, 4 rue Enrico Fermi, 69622 Villeurbanne, France, A. Da SilvaDepartamento de Física, Faculdade de Ciências, Universidade de Lisboa, Edifício C8, Campo Grande, PT1749-016 Lisboa, PortugalInstituto de Astrofísica e Ciências do Espaço, Faculdade de Ciências, Universidade de Lisboa, Campo Grande, 1749-016 Lisboa, Portugal, H. DegaudenziDepartment of Astronomy, University of Geneva, ch. d'Ecogia 16, 1290 Versoix, Switzerland, G. De LuciaINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, M. DouspisUniversité Paris-Saclay, CNRS, Institut d'astrophysique spatiale, 91405, Orsay, France, F. DubathDepartment of Astronomy, University of Geneva, ch. d'Ecogia 16, 1290 Versoix, Switzerland, X. DupacESAC/ESA, Camino Bajo del Castillo, s/n., Urb. Villafranca del Castillo, 28692 Villanueva de la Cañada, Madrid, Spain, S. DusiniINFN-Padova, Via Marzolo 8, 35131 Padova, Italy, M. FarinaINAF-Istituto di Astrofisica e Planetologia Spaziali, via del Fosso del Cavaliere, 100, 00100 Roma, Italy, S. FarrensUniversité Paris-Saclay, Université Paris Cité, CEA, CNRS, AIM, 91191, Gif-sur-Yvette, France, S. FerriolUniversité Claude Bernard Lyon 1, CNRS/IN2P3, IP2I Lyon, UMR 5822, Villeurbanne, F-69100, France, P. FosalbaInstitut d'Estudis Espacials de CatalunyaInstitute of Space Sciences, M. FrailisINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, E. FranceschiINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, M. FumanaINAF-IASF Milano, Via Alfonso Corti 12, 20133 Milano, Italy, S. GaleottaINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, B. GillisInstitute for Astronomy, University of Edinburgh, Royal Observatory, Blackford Hill, Edinburgh EH9 3HJ, UK, P. Gómez-AlvarezFRACTAL S.L.N.E., calle Tulipán 2, Portal 13 1A, 28231, Las Rozas de Madrid, SpainESAC/ESA, Camino Bajo del Castillo, s/n., Urb. Villafranca del Castillo, 28692 Villanueva de la Cañada, Madrid, Spain, A. GrazianINAF-Osservatorio Astronomico di Padova, Via dell'Osservatorio 5, 35122 Padova, Italy, F. GruppMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, GermanyUniversitäts-Sternwarte München, Fakultät für Physik, Ludwig-Maximilians-Universität München, Scheinerstrasse 1, 81679 München, Germany, L. GuzzoDipartimento di Fisica \"Aldo Pontremoli\", Università degli Studi di Milano, Via Celoria 16, 20133 Milano, ItalyINAF-Osservatorio Astronomico di Brera, Via Brera 28, 20122 Milano, Italy, S. V. H. HauganInstitute of Theoretical Astrophysics, University of Oslo, P.O. Box 1029 Blindern, 0315 Oslo, Norway, W. HolmesJet Propulsion Laboratory, California Institute of Technology, 4800 Oak Grove Drive, Pasadena, CA, 91109, USA, F. HormuthFelix Hormuth Engineering, Goethestr. 17, 69181 Leimen, Germany, A. HornstrupTechnical University of Denmark, Elektrovej 327, 2800 Kgs. Lyngby, DenmarkCosmic Dawn Center, S. IlićUniversité Paris-Saclay, CNRS/IN2P3, IJCLab, 91405 Orsay, FranceInstitut de Recherche en Astrophysique et Planétologie, K. JahnkeMax-Planck-Institut für Astronomie, Königstuhl 17, 69117 Heidelberg, Germany, M. JhabvalaNASA Goddard Space Flight Center, Greenbelt, MD 20771, USA, B. JoachimiDepartment of Physics and Astronomy, University College London, Gower Street, London WC1E 6BT, UK, E. KeihänenDepartment of Physics and Helsinki Institute of Physics, Gustaf Hällströmin katu 2, 00014 University of Helsinki, Finland, S. KermicheAix-Marseille Université, CNRS/IN2P3, CPPM, Marseille, France, A. KiesslingJet Propulsion Laboratory, California Institute of Technology, 4800 Oak Grove Drive, Pasadena, CA, 91109, USA, M. KilbingerUniversité Paris-Saclay, Université Paris Cité, CEA, CNRS, AIM, 91191, Gif-sur-Yvette, France, B. KubikUniversité Claude Bernard Lyon 1, CNRS/IN2P3, IP2I Lyon, UMR 5822, Villeurbanne, F-69100, France, M. KümmelUniversitäts-Sternwarte München, Fakultät für Physik, Ludwig-Maximilians-Universität München, Scheinerstrasse 1, 81679 München, Germany, M. KunzUniversité de Genève, Département de Physique Théorique and Centre for Astroparticle Physics, 24 quai Ernest-Ansermet, CH-1211 Genève 4, Switzerland, H. Kurki-SuonioDepartment of Physics, P.O. Box 64, 00014 University of Helsinki, FinlandHelsinki Institute of Physics, Gustaf Hällströmin katu 2, University of Helsinki, Helsinki, Finland, S. LigoriINAF-Osservatorio Astrofisico di Torino, Via Osservatorio 20, 10025 Pino Torinese, P. B. LiljeInstitute of Theoretical Astrophysics, University of Oslo, P.O. Box 1029 Blindern, 0315 Oslo, Norway, V. LindholmDepartment of Physics, P.O. Box 64, 00014 University of Helsinki, FinlandHelsinki Institute of Physics, Gustaf Hällströmin katu 2, University of Helsinki, Helsinki, Finland, I. LloroNOVA optical infrared instrumentation group at ASTRON, Oude Hoogeveensedijk 4, 7991PD, Dwingeloo, The Netherlands, G. MainettiCentre de Calcul de l'IN2P3/CNRS, 21 avenue Pierre de Coubertin 69627 Villeurbanne Cedex, France, E. MaioranoINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, O. MansuttiINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, O. MarggrafUniversität Bonn, Argelander-Institut für Astronomie, Auf dem Hügel 71, 53121 Bonn, Germany, K. MarkovicJet Propulsion Laboratory, California Institute of Technology, 4800 Oak Grove Drive, Pasadena, CA, 91109, USA, M. MartinelliINAF-Osservatorio Astronomico di Roma, Via Frascati 33, 00078 Monteporzio Catone, ItalyINFN-Sezione di Roma, Piazzale Aldo Moro, 2 - c/o Dipartimento di Fisica, Edificio G. Marconi, 00185 Roma, Italy, N. MartinetAix-Marseille Université, CNRS, CNES, LAM, Marseille, France, F. MarulliDipartimento di Fisica e Astronomia \"Augusto Righi\" - Alma Mater Studiorum Università di Bologna, via Piero Gobetti 93/2, 40129 Bologna, ItalyINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, ItalyINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, R. MasseyDepartment of Physics, Institute for Computational Cosmology, Durham University, South Road, DH1 3LE, UK, E. MedinaceliINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, S. MeiUniversité Paris Cité, CNRS, Astroparticule et Cosmologie, 75013 Paris, France, M. MelchiorUniversity of Applied Sciences and Arts of Northwestern Switzerland, School of Engineering, 5210 Windisch, Switzerland, Y. MellierInstitut d'Astrophysique de Paris, 98bis Boulevard Arago, 75014, Paris, FranceInstitut d'Astrophysique de Paris, UMR 7095, CNRS, and Sorbonne Université, 98 bis boulevard Arago, 75014 Paris, France, M. MeneghettiINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, ItalyINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, E. MerlinINAF-Osservatorio Astronomico di Roma, Via Frascati 33, 00078 Monteporzio Catone, Italy, G. MeylanInstitute of Physics, Laboratory of Astrophysics, Ecole Polytechnique Fédérale de Lausanne, M. MorescoDipartimento di Fisica e Astronomia \"Augusto Righi\" - Alma Mater Studiorum Università di Bologna, via Piero Gobetti 93/2, 40129 Bologna, ItalyINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, L. MoscardiniDipartimento di Fisica e Astronomia \"Augusto Righi\" - Alma Mater Studiorum Università di Bologna, via Piero Gobetti 93/2, 40129 Bologna, ItalyINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, ItalyINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, C. NeissnerInstitut de Física d'Altes EnergiesPort d'Informació Científica, Campus UAB, C. Albareda s/n, 08193 Bellaterra, S. -M. NiemiEuropean Space Agency/ESTEC, Keplerlaan 1, 2201 AZ Noordwijk, The Netherlands, C. PadillaInstitut de Física d'Altes Energies, S. PaltaniDepartment of Astronomy, University of Geneva, ch. d'Ecogia 16, 1290 Versoix, Switzerland, F. PasianINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, K. PedersenDARK, Niels Bohr Institute, University of Copenhagen, Jagtvej 155, 2200 Copenhagen, Denmark, W. J. PercivalWaterloo Centre for Astrophysics, University of Waterloo, Waterloo, Ontario N2L 3G1, CanadaDepartment of Physics and Astronomy, University of Waterloo, Waterloo, Ontario N2L 3G1, CanadaPerimeter Institute for Theoretical Physics, Waterloo, Ontario N2L 2Y5, Canada, V. PettorinoEuropean Space Agency/ESTEC, Keplerlaan 1, 2201 AZ Noordwijk, The Netherlands, S. PiresUniversité Paris-Saclay, Université Paris Cité, CEA, CNRS, AIM, 91191, Gif-sur-Yvette, France, G. PolentaSpace Science Data Center, Italian Space Agency, via del Politecnico snc, 00133 Roma, Italy, M. PoncetCentre National d'Etudes Spatiales -- Centre spatial de Toulouse, 18 avenue Edouard Belin, 31401 Toulouse Cedex 9, France, L. A. PopaInstitute of Space Science, Str. Atomistilor, nr. 409 Măgurele, Ilfov, 077125, Romania, L. PozzettiINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, F. RaisonMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, Germany, A. RenziDipartimento di Fisica e Astronomia \"G. Galilei\", Università di Padova, Via Marzolo 8, 35131 Padova, ItalyINFN-Padova, Via Marzolo 8, 35131 Padova, Italy, J. RhodesJet Propulsion Laboratory, California Institute of Technology, 4800 Oak Grove Drive, Pasadena, CA, 91109, USA, G. RiccioINAF-Osservatorio Astronomico di Capodimonte, Via Moiariello 16, 80131 Napoli, Italy, E. RomelliINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, M. RoncarelliINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, R. SagliaUniversitäts-Sternwarte München, Fakultät für Physik, Ludwig-Maximilians-Universität München, Scheinerstrasse 1, 81679 München, GermanyMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, Germany, A. G. SánchezMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, Germany, D. SaponeDepartamento de Física, FCFM, Universidad de Chile, Blanco Encalada 2008, Santiago, Chile, B. SartorisUniversitäts-Sternwarte München, Fakultät für Physik, Ludwig-Maximilians-Universität München, Scheinerstrasse 1, 81679 München, GermanyINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, M. SchirmerMax-Planck-Institut für Astronomie, Königstuhl 17, 69117 Heidelberg, Germany, T. SchrabbackUniversität Innsbruck, Institut für Astro- und Teilchenphysik, Technikerstr. 25/8, 6020 Innsbruck, Austria, A. SecrounAix-Marseille Université, CNRS/IN2P3, CPPM, Marseille, France, G. SeidelMax-Planck-Institut für Astronomie, Königstuhl 17, 69117 Heidelberg, Germany, S. SerranoInstitut d'Estudis Espacials de CatalunyaSatlantis, University Science Park, Sede Bld 48940, Leioa-Bilbao, SpainInstitute of Space Sciences, C. SirignanoDipartimento di Fisica e Astronomia \"G. Galilei\", Università di Padova, Via Marzolo 8, 35131 Padova, ItalyINFN-Padova, Via Marzolo 8, 35131 Padova, Italy, G. SirriINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, L. StancoINFN-Padova, Via Marzolo 8, 35131 Padova, Italy, J. SteinwagnerMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, Germany, P. Tallada-CrespíCentro de Investigaciones Energéticas, Medioambientales y TecnológicasPort d'Informació Científica, Campus UAB, C. Albareda s/n, 08193 Bellaterra, D. TavagnaccoINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, I. TerenoDepartamento de Física, Faculdade de Ciências, Universidade de Lisboa, Edifício C8, Campo Grande, PT1749-016 Lisboa, PortugalInstituto de Astrofísica e Ciências do Espaço, Faculdade de Ciências, Universidade de Lisboa, Tapada da Ajuda, 1349-018 Lisboa, Portugal, R. Toledo-MoreoUniversidad Politécnica de Cartagena, Departamento de Electrónica y Tecnología de Computadoras, Plaza del Hospital 1, 30202 Cartagena, Spain, F. TorradeflotPort d'Informació Científica, Campus UAB, C. Albareda s/n, 08193 BellaterraCentro de Investigaciones Energéticas, Medioambientales y Tecnológicas, I. TutusausInstitut de Recherche en Astrophysique et Planétologie, E. A. ValentijnKapteyn Astronomical Institute, University of Groningen, PO Box 800, 9700 AV Groningen, The Netherlands, L. ValenzianoINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, ItalyINFN-Bologna, Via Irnerio 46, 40126 Bologna, Italy, T. VassalloUniversitäts-Sternwarte München, Fakultät für Physik, Ludwig-Maximilians-Universität München, Scheinerstrasse 1, 81679 München, GermanyINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, G. Verdoes KleijnKapteyn Astronomical Institute, University of Groningen, PO Box 800, 9700 AV Groningen, The Netherlands, A. VeropalumboINAF-Osservatorio Astronomico di Brera, Via Brera 28, 20122 Milano, ItalyINFN-Sezione di Genova, Via Dodecaneso 33, 16146, Genova, ItalyDipartimento di Fisica, Università degli studi di Genova, and INFN-Sezione di Genova, via Dodecaneso 33, 16146, Genova, Italy, Y. WangInfrared Processing and Analysis Center, California Institute of Technology, Pasadena, CA 91125, USA, J. WellerUniversitäts-Sternwarte München, Fakultät für Physik, Ludwig-Maximilians-Universität München, Scheinerstrasse 1, 81679 München, GermanyMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, Germany, G. ZamoraniINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, E. ZuccaINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, A. BivianoINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, ItalyIFPU, Institute for Fundamental Physics of the Universe, via Beirut 2, 34151 Trieste, Italy, C. BuriganaINAF, Istituto di Radioastronomia, Via Piero Gobetti 101, 40129 Bologna, ItalyINFN-Bologna, Via Irnerio 46, 40126 Bologna, Italy, M. CalabreseAstronomical Observatory of the Autonomous Region of the Aosta ValleyINAF-IASF Milano, Via Alfonso Corti 12, 20133 Milano, Italy, D. Di FerdinandoINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, J. A. Escartin VigoMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, Germany, G. FabbianInstitute of Astronomy, University of Cambridge, Madingley Road, Cambridge CB3 0HA, UKSchool of Physics and Astronomy, Cardiff University, The Parade, Cardiff, CF24 3AA, UK, F. FinelliINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, ItalyINFN-Bologna, Via Irnerio 46, 40126 Bologna, Italy, J. Gracia-CarpioMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, Germany, S. MatthewInstitute for Astronomy, University of Edinburgh, Royal Observatory, Blackford Hill, Edinburgh EH9 3HJ, UK, N. MauriDipartimento di Fisica e Astronomia \"Augusto Righi\" - Alma Mater Studiorum Università di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, ItalyINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, A. PezzottaMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, Germany, M. PöntinenDepartment of Physics, P.O. Box 64, 00014 University of Helsinki, Finland, V. ScottezInstitut d'Astrophysique de Paris, 98bis Boulevard Arago, 75014, Paris, FranceJunia, EPA department, 41 Bd Vauban, 59800 Lille, France, M. TentiINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, M. VielIFPU, Institute for Fundamental Physics of the Universe, via Beirut 2, 34151 Trieste, ItalyINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, ItalySISSA, International School for Advanced Studies, Via Bonomea 265, 34136 Trieste TS, ItalyINFN, Sezione di Trieste, Via Valerio 2, 34127 Trieste TS, ItalyICSC - Centro Nazionale di Ricerca in High Performance Computing, Big Data e Quantum Computing, Via Magnanelli 2, Bologna, Italy, M. WiesmannInstitute of Theoretical Astrophysics, University of Oslo, P.O. Box 1029 Blindern, 0315 Oslo, Norway, Y. AkramiInstituto de Física Teórica UAM-CSIC, Campus de Cantoblanco, 28049 Madrid, SpainCERCA/ISO, Department of Physics, Case Western Reserve University, 10900 Euclid Avenue, Cleveland, OH 44106, USA, V. AllevatoINAF-Osservatorio Astronomico di Capodimonte, Via Moiariello 16, 80131 Napoli, Italy, S. AnselmiINFN-Padova, Via Marzolo 8, 35131 Padova, ItalyDipartimento di Fisica e Astronomia \"G. Galilei\", Università di Padova, Via Marzolo 8, 35131 Padova, ItalyLaboratoire Univers et Théorie, Observatoire de Paris, Université PSL, Université Paris Cité, CNRS, 92190 Meudon, France, M. ArchidiaconoDipartimento di Fisica \"Aldo Pontremoli\", Università degli Studi di Milano, Via Celoria 16, 20133 Milano, ItalyINFN-Sezione di Milano, Via Celoria 16, 20133 Milano, Italy, F. Atrio-BarandelaDepartamento de Física Fundamental. Universidad de Salamanca. Plaza de la Merced s/n. 37008 Salamanca, Spain, A. Balaguera-AntolinezInstituto de Astrofísica de Canarias, Calle Vía Láctea s/n, 38204, San Cristóbal de La Laguna, Tenerife, SpainDepartamento de Astrofísica, Universidad de La Laguna, 38206, La Laguna, Tenerife, Spain, M. BallardiniDipartimento di Fisica e Scienze della Terra, Università degli Studi di Ferrara, Via Giuseppe Saragat 1, 44122 Ferrara, ItalyINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, ItalyIstituto Nazionale di Fisica Nucleare, Sezione di Ferrara, Via Giuseppe Saragat 1, 44122 Ferrara, Italy, A. BlanchardInstitut de Recherche en Astrophysique et Planétologie, L. BlotCenter for Data-Driven Discovery, Kavli IPMULaboratoire Univers et Théorie, Observatoire de Paris, Université PSL, Université Paris Cité, CNRS, 92190 Meudon, France, H. BöhringerMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, GermanyLudwig-Maximilians-University, Schellingstrasse 4, 80799 Munich, GermanyMax-Planck-Institut für Physik, Boltzmannstr. 8, 85748 Garching, Germany, S. BorganiDipartimento di Fisica - Sezione di Astronomia, Università di Trieste, Via Tiepolo 11, 34131 Trieste, ItalyIFPU, Institute for Fundamental Physics of the Universe, via Beirut 2, 34151 Trieste, ItalyINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, ItalyINFN, Sezione di Trieste, Via Valerio 2, 34127 Trieste TS, Italy, S. BrutonMinnesota Institute for Astrophysics, University of Minnesota, 116 Church St SE, Minneapolis, MN 55455, USA, R. CabanacInstitut de Recherche en Astrophysique et Planétologie, A. CalabroINAF-Osservatorio Astronomico di Roma, Via Frascati 33, 00078 Monteporzio Catone, Italy, B. Camacho QuevedoInstitut d'Estudis Espacials de CatalunyaInstitute of Space Sciences, G. Cañas-HerreraEuropean Space Agency/ESTEC, Keplerlaan 1, 2201 AZ Noordwijk, The NetherlandsInstitute Lorentz, Leiden University, Niels Bohrweg 2, 2333 CA Leiden, The Netherlands, A. CappiINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, ItalyUniversité Côte d'Azur, Observatoire de la Côte d'Azur, CNRS, Laboratoire Lagrange, Bd de l'Observatoire, CS 34229, 06304 Nice cedex 4, France, F. CaroINAF-Osservatorio Astronomico di Roma, Via Frascati 33, 00078 Monteporzio Catone, Italy, C. S. CarvalhoInstituto de Astrofísica e Ciências do Espaço, Faculdade de Ciências, Universidade de Lisboa, Tapada da Ajuda, 1349-018 Lisboa, Portugal, T. CastroINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, ItalyINFN, Sezione di Trieste, Via Valerio 2, 34127 Trieste TS, ItalyIFPU, Institute for Fundamental Physics of the Universe, via Beirut 2, 34151 Trieste, ItalyICSC - Centro Nazionale di Ricerca in High Performance Computing, Big Data e Quantum Computing, Via Magnanelli 2, Bologna, Italy, K. C. ChambersInstitute for Astronomy, University of Hawaii, 2680 Woodlawn Drive, Honolulu, HI 96822, USA, S. ContariniMax Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, Germany, A. R. CoorayDepartment of Physics & Astronomy, University of California Irvine, Irvine CA 92697, USA, G. DesprezDepartment of Astronomy & Physics and Institute for Computational Astrophysics, Saint Mary's University, 923 Robie Street, Halifax, Nova Scotia, B3H 3C3, Canada, A. Díaz-SánchezDepartamento Física Aplicada, Universidad Politécnica de Cartagena, Campus Muralla del Mar, 30202 Cartagena, Murcia, Spain, J. J. DiazInstituto de Astrofísica de Canarias, S. Di DomizioDipartimento di Fisica, Università di Genova, Via Dodecaneso 33, 16146, Genova, ItalyINFN-Sezione di Genova, Via Dodecaneso 33, 16146, Genova, Italy, H. DoleUniversité Paris-Saclay, CNRS, Institut d'astrophysique spatiale, 91405, Orsay, France, S. EscoffierAix-Marseille Université, CNRS/IN2P3, CPPM, Marseille, France, A. G. FerrariDipartimento di Fisica e Astronomia \"Augusto Righi\" - Alma Mater Studiorum Università di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, ItalyINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, P. G. FerreiraDepartment of Physics, Oxford University, Keble Road, Oxford OX1 3RH, UK, I. FerreroInstitute of Theoretical Astrophysics, University of Oslo, P.O. Box 1029 Blindern, 0315 Oslo, Norway, A. FinoguenovDepartment of Physics, P.O. Box 64, 00014 University of Helsinki, Finland, F. FornariINFN-Bologna, Via Irnerio 46, 40126 Bologna, Italy, L. GabarraDepartment of Physics, Oxford University, Keble Road, Oxford OX1 3RH, UK, K. GangaUniversité Paris Cité, CNRS, Astroparticule et Cosmologie, 75013 Paris, France, J. García-BellidoInstituto de Física Teórica UAM-CSIC, Campus de Cantoblanco, 28049 Madrid, Spain, T. GasparettoINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, V. GautardCEA Saclay, DFR/IRFU, Service d'Astrophysique, Bat. 709, 91191 Gif-sur-Yvette, France, E. GaztanagaInstitute of Space SciencesInstitut d'Estudis Espacials de CatalunyaInstitute of Cosmology and Gravitation, University of Portsmouth, Portsmouth PO1 3FX, UK, F. GiacominiINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, F. GianottiINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, G. GozaliaslDepartment of Computer Science, Aalto University, PO Box 15400, Espoo, FI-00 076, Finland, C. M. GutierrezInstituto de Astrofí sica de Canarias, c/ Via Lactea s/n, La Laguna E-38200, Spain. Departamento de Astrofí sica de la Universidad de La Laguna, Avda. Francisco Sanchez, La Laguna, E-38200, Spain, A. HallInstitute for Astronomy, University of Edinburgh, Royal Observatory, Blackford Hill, Edinburgh EH9 3HJ, UK, H. HildebrandtRuhr University Bochum, Faculty of Physics and Astronomy, Astronomical Institute, J. HjorthDARK, Niels Bohr Institute, University of Copenhagen, Jagtvej 155, 2200 Copenhagen, Denmark, A. Jimenez MuñozUniv. Grenoble Alpes, CNRS, Grenoble INP, LPSC-IN2P3, 53, Avenue des Martyrs, 38000, Grenoble, France, S. JoudakiInstitute of Cosmology and Gravitation, University of Portsmouth, Portsmouth PO1 3FX, UK, J. J. E. KajavaDepartment of Physics and Astronomy, Vesilinnantie 5, 20014 University of Turku, FinlandSerco for European Space Agency, V. KansalARC Centre of Excellence for Dark Matter Particle Physics, Melbourne, AustraliaCentre for Astrophysics & Supercomputing, Swinburne University of Technology, Hawthorn, Victoria 3122, Australia, D. KaragiannisSchool of Physics and Astronomy, Queen Mary University of London, Mile End Road, London E1 4NS, UKDepartment of Physics and Astronomy, University of the Western Cape, Bellville, Cape Town, 7535, South Africa, C. C. KirkpatrickDepartment of Physics and Helsinki Institute of Physics, Gustaf Hällströmin katu 2, 00014 University of Helsinki, Finland, S. KrukESAC/ESA, Camino Bajo del Castillo, s/n., Urb. Villafranca del Castillo, 28692 Villanueva de la Cañada, Madrid, Spain, J. Le GraetAix-Marseille Université, CNRS/IN2P3, CPPM, Marseille, France, L. LegrandICTP South American Institute for Fundamental Research, Instituto de Física Teórica, Universidade Estadual Paulista, São Paulo, Brazil, J. LesgourguesInstitute for Theoretical Particle Physics and Cosmology, T. I. LiaudatIRFU, CEA, Université Paris-Saclay 91191 Gif-sur-Yvette Cedex, France, A. LoureiroOskar Klein Centre for Cosmoparticle Physics, Department of Physics, Stockholm University, Stockholm, SE-106 91, SwedenAstrophysics Group, Blackett Laboratory, Imperial College London, London SW7 2AZ, UK, G. MaggioINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy, M. MagliocchettiINAF-Istituto di Astrofisica e Planetologia Spaziali, via del Fosso del Cavaliere, 100, 00100 Roma, Italy, F. MannucciINAF-Osservatorio Astrofisico di Arcetri, Largo E. Fermi 5, 50125, Firenze, Italy, R. MaoliDipartimento di Fisica, Sapienza Università di Roma, Piazzale Aldo Moro 2, 00185 Roma, ItalyINAF-Osservatorio Astronomico di Roma, Via Frascati 33, 00078 Monteporzio Catone, Italy, C. J. A. P. MartinsCentro de Astrofísica da Universidade do Porto, Rua das Estrelas, 4150-762 Porto, PortugalInstituto de Astrofísica e Ciências do Espaço, Universidade do Porto, CAUP, Rua das Estrelas, PT4150-762 Porto, Portugal, L. MaurinUniversité Paris-Saclay, CNRS, Institut d'astrophysique spatiale, 91405, Orsay, France, R. B. MetcalfDipartimento di Fisica e Astronomia \"Augusto Righi\" - Alma Mater Studiorum Università di Bologna, via Piero Gobetti 93/2, 40129 Bologna, ItalyINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, M. MigliaccioDipartimento di Fisica, Università di Roma Tor Vergata, Via della Ricerca Scientifica 1, Roma, ItalyINFN, Sezione di Roma 2, Via della Ricerca Scientifica 1, Roma, Italy, M. MiluzioESAC/ESA, Camino Bajo del Castillo, s/n., Urb. Villafranca del Castillo, 28692 Villanueva de la Cañada, Madrid, SpainHE Space for European Space Agency, P. MonacoDipartimento di Fisica - Sezione di Astronomia, Università di Trieste, Via Tiepolo 11, 34131 Trieste, ItalyINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, ItalyINFN, Sezione di Trieste, Via Valerio 2, 34127 Trieste TS, ItalyIFPU, Institute for Fundamental Physics of the Universe, via Beirut 2, 34151 Trieste, Italy, A. MontoroInstitute of Space SciencesInstitut d'Estudis Espacials de Catalunya, A. MoraAurora Technology for European Space Agency, C. MorettiSISSA, International School for Advanced Studies, Via Bonomea 265, 34136 Trieste TS, ItalyICSC - Centro Nazionale di Ricerca in High Performance Computing, Big Data e Quantum Computing, Via Magnanelli 2, Bologna, ItalyINAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, ItalyIFPU, Institute for Fundamental Physics of the Universe, via Beirut 2, 34151 Trieste, ItalyINFN, Sezione di Trieste, Via Valerio 2, 34127 Trieste TS, Italy, G. MorganteINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, S. NadathurInstitute of Cosmology and Gravitation, University of Portsmouth, Portsmouth PO1 3FX, UK, L. PatriziiINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, V. PopaInstitute of Space Science, Str. Atomistilor, nr. 409 Măgurele, Ilfov, 077125, Romania, P. ReimbergInstitut d'Astrophysique de Paris, 98bis Boulevard Arago, 75014, Paris, France, I. RissoINAF-Osservatorio Astronomico di Brera, Via Brera 28, 20122 Milano, Italy, and INFN-Sezione di Genova, Via Dodecaneso 33, 16146, Genova, Italy, P. -F. RocciUniversité Paris-Saclay, CNRS, Institut d'astrophysique spatiale, 91405, Orsay, France, M. SahlénTheoretical astrophysics, Department of Physics and Astronomy, Uppsala University, Box 515, 751 20 Uppsala, Sweden, E. SarpaSISSA, International School for Advanced Studies, Via Bonomea 265, 34136 Trieste TS, ItalyICSC - Centro Nazionale di Ricerca in High Performance Computing, Big Data e Quantum Computing, Via Magnanelli 2, Bologna, ItalyINFN, Sezione di Trieste, Via Valerio 2, 34127 Trieste TS, Italy, A. SchneiderDepartment of Astrophysics, University of Zurich, Winterthurerstrasse 190, 8057 Zurich, Switzerland, M. SerenoINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, ItalyINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, A. SilvestriInstitute Lorentz, Leiden University, Niels Bohrweg 2, 2333 CA Leiden, The Netherlands, A. Spurio ManciniDepartment of Physics, Royal Holloway, University of London, TW20 0EX, UKMullard Space Science Laboratory, University College London, Holmbury St Mary, Dorking, Surrey RH5 6NT, UK, K. TanidisDepartment of Physics, Oxford University, Keble Road, Oxford OX1 3RH, UK, C. TaoAix-Marseille Université, CNRS/IN2P3, CPPM, Marseille, France, N. TessoreDepartment of Physics and Astronomy, University College London, Gower Street, London WC1E 6BT, UK, G. TesteraINFN-Sezione di Genova, Via Dodecaneso 33, 16146, Genova, Italy, R. TeyssierDepartment of Astrophysical Sciences, Peyton Hall, Princeton University, Princeton, NJ 08544, USA, S. ToftCosmic Dawn CenterNiels Bohr Institute, University of Copenhagen, Jagtvej 128, 2200 Copenhagen, Denmark, S. TosiDipartimento di Fisica, Università di Genova, Via Dodecaneso 33, 16146, Genova, ItalyINFN-Sezione di Genova, Via Dodecaneso 33, 16146, Genova, Italy, A. TrojaDipartimento di Fisica e Astronomia \"G. Galilei\", Università di Padova, Via Marzolo 8, 35131 Padova, ItalyINFN-Padova, Via Marzolo 8, 35131 Padova, Italy, M. TucciDepartment of Astronomy, University of Geneva, ch. d'Ecogia 16, 1290 Versoix, Switzerland, C. ValieriINFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy, J. ValiviitaDepartment of Physics, P.O. Box 64, 00014 University of Helsinki, FinlandHelsinki Institute of Physics, Gustaf Hällströmin katu 2, University of Helsinki, Helsinki, Finland, D. VerganiINAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy, G. VerzaCenter for Cosmology and Particle Physics, Department of Physics, New York University, New York, NY 10003, USACenter for Computational Astrophysics, Flatiron Institute, 162 5th Avenue, 10010, New York, NY, USA, P. VielzeufAix-Marseille Université, CNRS/IN2P3, CPPM, Marseille, France, N. A. WaltonInstitute of Astronomy, University of Cambridge, Madingley Road, Cambridge CB3 0HA, UK","doi":"arxiv-2409.03522","DOIUrl":"https://doi.org/arxiv-2409.03522","url":null,"abstract":"To constrain models beyond $Lambda$CDM, the development of the Euclid\u0000analysis pipeline requires simulations that capture the nonlinear phenomenology\u0000of such models. We present an overview of numerical methods and $N$-body\u0000simulation codes developed to study the nonlinear regime of structure formation\u0000in alternative dark energy and modified gravity theories. We review a variety\u0000of numerical techniques and approximations employed in cosmological $N$-body\u0000simulations to model the complex phenomenology of scenarios beyond\u0000$Lambda$CDM. This includes discussions on solving nonlinear field equations,\u0000accounting for fifth forces, and implementing screening mechanisms.\u0000Furthermore, we conduct a code comparison exercise to assess the reliability\u0000and convergence of different simulation codes across a range of models. Our\u0000analysis demonstrates a high degree of agreement among the outputs of different\u0000simulation codes, providing confidence in current numerical methods for\u0000modelling cosmic structure formation beyond $Lambda$CDM. We highlight recent\u0000advances made in simulating the nonlinear scales of structure formation, which\u0000are essential for leveraging the full scientific potential of the forthcoming\u0000observational data from the Euclid mission.","PeriodicalId":501207,"journal":{"name":"arXiv - PHYS - Cosmology and Nongalactic Astrophysics","volume":"49 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-09-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142192608","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Chasing the beginning of reionization in the JWST era 在 JWST 时代追寻再电离的起点
Pub Date : 2024-09-04 DOI: arxiv-2409.02989
Christopher Cain, Garett Lopez, Anson D'Aloisio, Julian B. Munoz, Rolf A. Jansen, Rogier A. Windhorst, Nakul Gangolli
Recent JWST observations at $z > 6$ may imply galactic ionizing photonproduction in excess of prior expectations. Under observationally motivatedassumptions about escape fractions, these suggest a $z sim 8-9$ end toreionization, in strong tension with the $z < 6$ end required by the Ly$alpha$forest. In this work, we use radiative transfer simulations to understand whatdifferent observations tell us about when reionization ended and when itstarted. We consider a model that ends too early (at $z approx 8$) alongsidetwo more realistic scenarios that end late at $z approx 5$: one that startslate ($z sim 9$) and another that starts early ($z sim 13$). We find that thelatter requires up to an order-of-magnitude evolution in galaxy ionizingproperties at $6 < z < 12$, perhaps in tension with recent measurements of$xi_{rm ion}$ by JWST, which indicate little evolution. We also study howthese models compare to recent measurements of the Ly$alpha$ forest opacity,mean free path, IGM thermal history, visibility of $z > 8$ Ly$alpha$ emitters,and the patchy kSZ signal from the CMB. We find that neither of the late-endingscenarios is conclusively disfavored by any single data set. However, amajority of these observables, spanning several distinct types of observations,prefer a late start. Not all probes agree with this conclusion, hinting at apossible lack of concordance between observables. Observations by multipleexperiments (including JWST, Roman, and CMB-S4) in the coming years will eitherestablish a concordance picture of reionization's early stages or revealsystematics in data and/or theoretical modeling.
最近 JWST 在 $z > 6$ 的观测结果可能意味着银河电离光子的产生超出了先前的预期。在以观测为动机的逃逸分数假设下,这些观测结果表明电离结束的时间为$z sim 8-9$,这与Ly$alpha$森林所要求的结束时间$z < 6$有很大的矛盾。在这项工作中,我们利用辐射传递模拟来了解不同的观测结果告诉我们什么是再电离结束,什么是再电离开始。我们考虑了一个过早结束的模型(在$z approx 8$),以及两个更现实的在$z approx 5$晚期结束的情景:一个是晚期开始($z sim 9$),另一个是早期开始($z sim 13$)。我们发现,后者要求星系电离特性在$6 < z < 12$时有高达一个数量级的演化,这也许与JWST最近对$xi_{/rm ion}$的测量结果不一致,后者表明几乎没有演化。我们还研究了这些模型与最近对Ly$alpha$森林不透明性、平均自由路径、IGM热历史、$z > 8$ Ly$alpha$发射器的可见度以及来自CMB的零星kSZ信号的测量结果的比较。我们发现,任何一个数据集都不能最终否定晚端天体的存在。然而,这些观测数据中的绝大多数,包括几种不同类型的观测数据,都倾向于晚开始。并非所有探测结果都同意这一结论,这表明观测数据之间可能缺乏一致性。在未来几年里,多个实验(包括 JWST、Roman 和 CMB-S4)的观测要么会建立再电离早期阶段的一致性图景,要么会揭示数据和/或理论建模中的系统学问题。
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引用次数: 0
How empty are the voids? 空洞有多大?
Pub Date : 2024-09-04 DOI: arxiv-2409.02780
Anton N. Baushev
We find an analytical solution for the minimal matter density of a void, itscentral density. It turns out that the voids are not so empty: most of thevoids have the central underdensity $Delta_c sim -50%$ (which means that thematter density in their centers is only two times lower than in the Universe onaverage). For small voids (of radius $R_0simeq 5-10$~{Mpc}), the underdensitycan be significantly greater, but the number of voids decreases rapidly withincreasing of $|Delta_c|$ over $50%$, and voids with $Delta_c < -80%$ arepractically absent. The large voids ($R_0ge 40$~{Mpc}) always have $|Delta_c|< 50%$.
我们找到了空洞最小物质密度,即其中心密度的解析解。结果表明,空洞并不那么空:大多数空洞的中心密度不足 $Delta_c sim -50%$(这意味着它们中心的物质密度只比宇宙的平均值低两倍)。对于小空洞(半径为$R_0simeq 5-10$~{Mpc})来说,密度不足的程度可能要大得多,但是空洞的数量会在$|Delta_c|$超过$50%$时迅速减少,而$Delta_c < -80%$的空洞实际上是不存在的。大的空洞($R_0ge 40$~{Mpc})总是$|Delta_c|< 50%$.
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引用次数: 0
BASILISK II. Improved Constraints on the Galaxy-Halo Connection from Satellite Kinematics in SDSS BASILISK II.从 SDSS 的卫星运动学改进对银河系-光环联系的约束
Pub Date : 2024-09-04 DOI: arxiv-2409.03105
Kaustav MitraYale University, Frank C. van den BoschYale University, Johannes U. LangeAmerican UniversityDept. of Physics at U. MichiganLeinweber Center at U. Michigan
Basilisk is a novel Bayesian hierarchical method for inferring thegalaxy-halo connection, including its scatter, using the kinematics ofsatellite galaxies extracted from a redshift survey. In this paper, weintroduce crucial improvements, such as updated central and satelliteselection, advanced modelling of impurities and interlopers, extending thekinematic modelling to fourth order by including the kurtosis of theline-of-sight velocity distribution, and utilizing satellite abundance asadditional constraint. This drastically enhances Basilisk's performance,resulting in an unbiased recovery of the full conditional luminosity function(central and satellite) and with unprecedented precision. After validatingBasilisk's performance using realistic mock data, we apply it to the SDSS-DR7data. The resulting inferences on the galaxy-halo connection are consistentwith, but significantly tighter than, previous constraints from galaxy groupcatalogues, galaxy clustering and galaxy-galaxy lensing. Using full projectedphase-space information, Basilisk breaks the mass-anisotropy degeneracy, thusproviding precise global constraint on the average orbital velocity anisotropyof satellite galaxies across a wide range of halo masses. Satellite orbits arefound to be mildly radially anisotropic, in good agreement with the meananisotropy for subhaloes in dark matter-only simulations. Thus, we establishBasilisk as a powerful tool that is not only more constraining than othermethods on similar volumes of data, but crucially, is also insensitive to haloassembly bias which plagues the commonly used techniques like galaxy clusteringand galaxy-galaxy lensing.
Basilisk 是一种新颖的贝叶斯分层方法,用于利用从红移巡天中提取的卫星星系运动学数据推断星系与光环之间的联系,包括其散度。在本文中,我们引入了一些重要的改进,例如更新了中心和卫星的选择,对杂质和干扰者进行了高级建模,通过加入视线速度分布的峰度将运动学建模扩展到四阶,以及利用卫星丰度作为附加约束。这大大提高了 Basilisk 的性能,从而无偏地恢复了全部条件光度函数(中心光度和卫星光度),而且精确度前所未有。在使用现实模拟数据验证了Basilisk的性能之后,我们将其应用于SDSS-DR7数据。由此推断出的星系与光环之间的联系与以前从星系群目录、星系聚类和星系-星系透镜作用中得到的约束一致,但明显比它们更紧密。利用完整的投影相空间信息,Basilisk 打破了质量-各向异性退行性,从而在很大的光环质量范围内对卫星星系的平均轨道速度各向异性提供了精确的全球约束。我们发现卫星轨道具有轻微的径向各向异性,这与纯暗物质模拟中子晕的平均各向异性非常吻合。因此,我们将Basilisk确立为一种强大的工具,它不仅比其他方法对类似数据量的约束性更强,而且关键的是,它对困扰星系聚类和星系-星系透镜等常用技术的晕组合偏差也不敏感。
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引用次数: 0
Signatures of high-redshift galactic outflows in the thermal Sunyaev Zel'dovich effect 热苏尼亚耶夫-泽尔多维奇效应中的高红移星系外流特征
Pub Date : 2024-09-04 DOI: arxiv-2409.02988
Guochao Sun, Steven R. Furlanetto, Adam Lidz
Anisotropies of the Sunyaev Zel'dovich (SZ) effect serve as a powerful probeof the thermal history of the universe. At high redshift, hot galactic outflowsdriven by supernovae (SNe) can inject a significant amount of thermal energyinto the intergalactic medium, causing a strong $y$-type distortion of the CMBspectrum through inverse Compton scattering. The resulting anisotropies of the$y$-type distortion are sensitive to key physical properties of high-$z$galaxies pertaining to the launch of energetic SNe-driven outflows, such as theefficiency and the spatio-temporal clustering of star formation. We develop asimple analytic framework to calculate anisotropies of $y$-type distortionassociated with SNe-powered outflows of galaxies at $z>6$. We show thatgalactic outflows are likely the dominant source of thermal energy injection,compared to contributions from reionized bubbles and gravitational heating. Wefurther show that next-generation CMB experiments such as LiteBIRD can detectthe contribution to $y$ anisotropies from high-$z$ galactic outflows throughthe cross-correlation with surveys of Lyman-break galaxies by e.g. the RomanSpace Telescope. Our analysis and forecasts demonstrate that thermal SZanisotropies are a promising probe of SNe feedback in early star-forminggalaxies.
Sunyaev Zel'dovich(SZ)效应的各向异性是对宇宙热历史的有力探测。在高红移下,由超新星(SNe)驱动的炽热星系外流会向星系际介质注入大量热能,通过反康普顿散射导致 CMB 频谱发生强烈的 y$ 型畸变。由此产生的y$$型畸变各向异性对高$z$星系的关键物理特性非常敏感,这些特性与高能SNe驱动的外流的发射有关,例如效率和恒星形成的时空聚类。我们建立了一个简单的分析框架来计算与SNe驱动的$z>6$星系外流相关的y$型扭曲各向异性。我们表明,与来自再电离气泡和引力加热的贡献相比,星系外流可能是热能注入的主要来源。我们进一步证明,LiteBIRD 等下一代 CMB 实验可以通过与罗曼-空间望远镜等对莱曼-断裂星系的巡天观测的交叉相关性,探测到高 z 值星系外流对 y 值各向异性的贡献。我们的分析和预测表明,热SZan各向异性是早期恒星形成星系中SNE反馈的一个很有前途的探测器。
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引用次数: 0
Galaxy assembly bias in the stellar-to-halo mass relation for red central galaxies from SDSS 来自 SDSS 的红色中央星系恒星与光环质量关系中的星系集合偏差
Pub Date : 2024-09-04 DOI: arxiv-2409.03004
Grecco A. Oyarzún, Jeremy L. Tinker, Kevin Bundy, Enia Xhakaj, J. Stuart B. Wyithe
We report evidence of galaxy assembly bias - the correlation between galaxyproperties and biased secondary halo properties at fixed halo mass (M$_H$) - inthe stellar-to-halo mass relation (SHMR) for red central galaxies from theSloan Digital Sky Survey. In the M$_H = 10^{11.5}-10^{13.5} h^{-1}$ M$_{odot}$range, central galaxy stellar mass (M$_*$) is correlated with the numberdensity of galaxies within $10 h^{-1}$ Mpc ($delta_{10}$), a common proxy forhalo formation time. This galaxy assembly bias signal is also present whenM$_H$, M$_*$, and $delta_{10}$ are substituted with group luminosity, galaxyluminosity, and metrics of the large-scale density field. To associatedifferences in $delta_{10}$ with variations in halo formation time, we fitteda model that accounts for (1) errors in the M$_H$ measured by the Tinker 2021,2022 group catalog and (2) the level of correlation between halo formation timeand M$_*$ at fixed M$_H$. Fitting of this model yields that (1) errors in M$_H$are 0.15 dex and (2) halo formation time and M$_*$ are strongly correlated(Spearman's rank correlation coefficient ~0.85). At fixed M$_H$, variations of~0.4 dex in M$_*$ are associated with ~1-3 Gyr variations in halo formationtime and in galaxy formation time (from stellar population fitting; Oyarz'unet al. 2022). These results are indicative that halo properties other thanM$_H$ can impact central galaxy assembly.
我们报告了来自斯隆数字巡天的红色中心星系的恒星-光环质量关系(SHMR)中星系组装偏差的证据--即在固定光环质量(M$_H$)下星系属性与有偏差的次级光环属性之间的相关性。在M$_H = 10^{11.5}-10^{13.5} h^{-1}$ M$_{odot}$范围内,中心星系恒星质量(M$_*$)与$10 h^{-1}$ Mpc范围内的星系数量密度($delta_{10}$)相关,后者是光环形成时间的常用代用指标。当把M$_H$、M$_*$和$delta_{10}$换成星系群光度、星系光度和大尺度密度场指标时,这种星系集合偏差信号也会出现。为了把$delta_{10}$的差异与光环形成时间的变化联系起来,我们拟合了一个模型,这个模型考虑了:(1)Tinker 2021,2022星团星表测量的M$_H$的误差;(2)在固定的M$_H$下,光环形成时间与M$_*$之间的相关程度。该模型的拟合结果表明:(1)M$_H$的误差为0.15 dex;(2)光环形成时间和M$_*$之间具有很强的相关性(斯皮尔曼等级相关系数~0.85)。在M$_H$固定的情况下,M$_*$的~0.4 dex的变化与光环形成时间和星系形成时间~1-3 Gyr的变化有关(根据恒星群拟合;Oyarz'unet al.,2022)。这些结果表明,除了M$_H$之外,光环的其他性质也会影响中心星系的组装。
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引用次数: 0
期刊
arXiv - PHYS - Cosmology and Nongalactic Astrophysics
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