CosmoDC2: A Synthetic Sky Catalog for Dark Energy Science with LSST

Korytov, Danila; Hearin, Andrew; Kovacs, Eve; Larsen, Patricia; Rangel, Esteban; Hollowed, Joseph; Benson, Andrew J.; Heitmann, Katrin; Mao, Yao-Yuan; Bahmanyar, Anita; Chang, Chihway; Campbell, Duncan; DeRose, Joseph; Finkel, Hal; Frontiere, Nicholas; Gawiser, Eric; Habib, Salman; Joachimi, Benjamin; Lanusse, François; Li, Nan; Mandelbaum, Rachel; Morrison, Christopher; Newman, Jeffrey A.; Pope, Adrian; Rykoff, Eli; Simet, Melanie; To, Chun-Hao; Vikraman, Vinu; Wechsler, Risa H.; White, Martin

doi:10.3847/1538-4365/ab510c

Title: CosmoDC2: A Synthetic Sky Catalog for Dark Energy Science with LSST

Journal Article · Fri Dec 06 00:00:00 EST 2019 · The Astrophysical Journal. Supplement Series (Online)

DOI:https://doi.org/10.3847/1538-4365/ab510c· OSTI ID:1593661

;

; Rangel, Esteban;

;

; Bahmanyar, Anita;

; Campbell, Duncan; DeRose, Joseph; Finkel, Hal; Frontiere, Nicholas;

;

; Joachimi, Benjamin;

;

This paper introduces cosmoDC2, a large synthetic galaxy catalog designed to support precision dark energy science with the Large Synoptic Survey Telescope (LSST). CosmoDC2 is the starting point for the second data challenge (DC2) carried out by the LSST Dark Energy Science Collaboration (LSST DESC). The catalog is based on a trillion-particle, 4.225 Gpc^3 box cosmological N-body simulation, the `Outer Rim' run. It covers 440 deg^2 of sky area to a redshift of z=3 and is complete to a magnitude depth of 28 in the r-band. Each galaxy is characterized by a multitude of properties including stellar mass, morphology, spectral energy distributions, broadband filter magnitudes, host halo information and weak lensing shear. The size and complexity of cosmoDC2 requires an efficient catalog generation methodology; our approach is based on a new hybrid technique that combines data-driven empirical approaches with semi-analytic galaxy modeling. A wide range of observation-based validation tests has been implemented to ensure that cosmoDC2 enables the science goals of the planned LSST DESC DC2 analyses. This paper also represents the official release of the cosmoDC2 data set, including an efficient reader that facilitates interaction with the data.

View Accepted Manuscript (DOE)

Cite

Export

Save

Research Organization:: Univ. of California, Berkeley, CA (United States); Carnegie Mellon Univ., Pittsburgh, PA (United States); Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States). National Energy Research Scientific Computing Center (NERSC); SLAC National Accelerator Lab., Menlo Park, CA (United States); Argonne National Lab. (ANL), Argonne, IL (United States). Argonne Leadership Computing Facility (ALCF)

Sponsoring Organization:: USDOE Office of Science (SC), High Energy Physics (HEP); National Aeronautics and Space Administration (NASA); National Science Foundation (NSF); USDOE Office of Science (SC), Basic Energy Sciences (BES). Scientific User Facilities Division

Contributing Organization:: The LSST Dark Energy Science Collaboration

Grant/Contract Number:: SC0017860; SC0010118; SC0010008; AC02-06CH11357; HST-HF2-51441.001; NAS5-26555; AC02-05CH11231; AC02-76SF00515; PHY-1607611; AST-95-09298; AST-0071048; AST-0507428; AST-0507483; NNG04GC89G

OSTI ID:: 1593661

Alternate ID(s):: OSTI ID: 1599073; OSTI ID: 1634013; OSTI ID: 1755643

Journal Information:: The Astrophysical Journal. Supplement Series (Online), Vol. 245, Issue 2; ISSN 1538-4365

Publisher:: American Astronomical Society/IOPCopyright Statement

Country of Publication:: United States

Language:: English

Citation Metrics:

Cited by: 40 works

Citation information provided by
Web of Science

References (133)

A lightcone catalogue from the Millennium-XXL simulation Smith, Alex; Cole, Shaun; Baugh, Carlton Monthly Notices of the Royal Astronomical Society, Vol. 470, Issue 4 https://doi.org/10.1093/mnras/stx1432	journal	June 2017
The Structure of Cold Dark Matter Halos Navarro, Julio F.; Frenk, Carlos S.; White, Simon D. M. The Astrophysical Journal, Vol. 462 https://doi.org/10.1086/177173	journal	May 1996
First data release of the Hyper Suprime-Cam Subaru Strategic Program Aihara, Hiroaki; Armstrong, Robert; Bickerton, Steven Publications of the Astronomical Society of Japan, Vol. 70, Issue SP1 https://doi.org/10.1093/pasj/psx081	journal	October 2017
Semi-analytic modelling of galaxy formation: the local Universe Somerville, Rachel S.; Primack, Joel R. Monthly Notices of the Royal Astronomical Society, Vol. 310, Issue 4 https://doi.org/10.1046/j.1365-8711.1999.03032.x	journal	December 1999
The formation and evolution of galaxies within merging dark matter haloes* Kauffmann, G.; White, S. D. M.; Guiderdoni, B. Monthly Notices of the Royal Astronomical Society, Vol. 264, Issue 1 https://doi.org/10.1093/mnras/264.1.201	journal	September 1993
Intrinsic alignments of SDSS-III BOSS LOWZ sample galaxies Singh, Sukhdeep; Mandelbaum, Rachel; More, Surhud Monthly Notices of the Royal Astronomical Society, Vol. 450, Issue 2 https://doi.org/10.1093/mnras/stv778	journal	May 2015
Weak gravitational lensing of the CMB Lewis, A.; Challinor, A. Physics Reports, Vol. 429, Issue 1 https://doi.org/10.1016/j.physrep.2006.03.002	journal	June 2006
Ray-tracing through the Millennium Simulation: Born corrections and lens-lens coupling in cosmic shear and galaxy-galaxy lensing Hilbert, S.; Hartlap, J.; White, S. D. M. Astronomy & Astrophysics, Vol. 499, Issue 1 https://doi.org/10.1051/0004-6361/200811054	journal	March 2009
Galaxy Evolution from Halo Occupation Distribution Modeling of DEEP2 and SDSS Galaxy Clustering Zheng, Zheng; Coil, Alison L.; Zehavi, Idit The Astrophysical Journal, Vol. 667, Issue 2 https://doi.org/10.1086/521074	journal	October 2007
Dark Energy Survey year 1 results: Cosmological constraints from galaxy clustering and weak lensing Abbott, T. M. C.; Abdalla, F. B.; Alarcon, A. Physical Review D, Vol. 98, Issue 4 https://doi.org/10.1103/PhysRevD.98.043526	journal	August 2018
An Atlas of Monte Carlo Models of Dust Extinction in Galaxies for Cosmological Applications Ferrara, Andrea; Bianchi, Simone; Cimatti, Andrea The Astrophysical Journal Supplement Series, Vol. 123, Issue 2 https://doi.org/10.1086/313244	journal	August 1999
PKDGRAV3: beyond trillion particle cosmological simulations for the next era of galaxy surveys Potter, Douglas; Stadel, Joachim; Teyssier, Romain Computational Astrophysics and Cosmology, Vol. 4, Issue 1 https://doi.org/10.1186/s40668-017-0021-1	journal	May 2017
Parallel DTFE Surface Density Field Reconstruction Rangel, Esteban; Li, Nan; Habib, Salman 2016 IEEE International Conference on Cluster Computing (CLUSTER) https://doi.org/10.1109/CLUSTER.2016.40	conference	September 2016
Forward Modeling of Large-scale Structure: An Open-source Approach with Halotools Hearin, Andrew P.; Campbell, Duncan; Tollerud, Erik The Astronomical Journal, Vol. 154, Issue 5 https://doi.org/10.3847/1538-3881/aa859f	journal	October 2017
HEALPix: A Framework for High‐Resolution Discretization and Fast Analysis of Data Distributed on the Sphere Gorski, K. M.; Hivon, E.; Banday, A. J. The Astrophysical Journal, Vol. 622, Issue 2 https://doi.org/10.1086/427976	journal	April 2005
Precision photometry of early-type galaxies in the Coma and Virgo clusters: a test of the universality of the colour-magnitude relation - II. Analysis Bower, R. G.; Lucey, J. R.; Ellis, R. S. Monthly Notices of the Royal Astronomical Society, Vol. 254, Issue 4 https://doi.org/10.1093/mnras/254.4.601	journal	February 1992
NIHAO project – I. Reproducing the inefficiency of galaxy formation across cosmic time with a large sample of cosmological hydrodynamical simulations Wang, Liang; Dutton, Aaron A.; Stinson, Gregory S. Monthly Notices of the Royal Astronomical Society, Vol. 454, Issue 1 https://doi.org/10.1093/mnras/stv1937	journal	September 2015
Evolution and Color Dependence of the Galaxy Angular Correlation Function: 350,000 Galaxies in 5 Square Degrees Coil, Alison L.; Newman, Jeffrey A.; Kaiser, Nick The Astrophysical Journal, Vol. 617, Issue 2 https://doi.org/10.1086/425676	journal	December 2004
HACC: Simulating sky surveys on state-of-the-art supercomputing architectures Habib, Salman; Pope, Adrian; Finkel, Hal New Astronomy, Vol. 42 https://doi.org/10.1016/j.newast.2015.06.003	journal	January 2016
emerge – an empirical model for the formation of galaxies since z ∼ 10 Moster, Benjamin P.; Naab, Thorsten; White, Simon D. M. Monthly Notices of the Royal Astronomical Society, Vol. 477, Issue 2 https://doi.org/10.1093/mnras/sty655	journal	March 2018
The Connection Between Galaxies and Their Dark Matter Halos Wechsler, Risa H.; Tinker, Jeremy L. Annual Review of Astronomy and Astrophysics, Vol. 56, Issue 1 https://doi.org/10.1146/annurev-astro-081817-051756	journal	September 2018
The Millennium Run Observatory: first light Overzier, R.; Lemson, G.; Angulo, R. E. Monthly Notices of the Royal Astronomical Society, Vol. 428, Issue 1 https://doi.org/10.1093/mnras/sts076	journal	October 2012
The Propagation of Uncertainties in Stellar Population Synthesis Modeling. i. the Relevance of Uncertain Aspects of Stellar Evolution and the Initial mass Function to the Derived Physical Properties of Galaxies Conroy, Charlie; Gunn, James E.; White, Martin The Astrophysical Journal, Vol. 699, Issue 1 https://doi.org/10.1088/0004-637X/699/1/486	journal	June 2009
Clustering of galaxies in a hierarchical universe -- I. Methods and results at z = 0 Kauffmann, G.; Colberg, J. M.; Diaferio, A. Monthly Notices of the Royal Astronomical Society, Vol. 303, Issue 1 https://doi.org/10.1046/j.1365-8711.1999.02202.x	journal	February 1999
Lightcone mock catalogues from semi-analytic models of galaxy formation – I. Construction and application to the BzK colour selection Merson, Alexander I.; Baugh, Carlton M.; Helly, John C. Monthly Notices of the Royal Astronomical Society, Vol. 429, Issue 1 https://doi.org/10.1093/mnras/sts355	journal	December 2012
The Deep2 Galaxy Redshift Survey: Design, Observations, data Reduction, and Redshifts Newman, Jeffrey A.; Cooper, Michael C.; Davis, Marc The Astrophysical Journal Supplement Series, Vol. 208, Issue 1 https://doi.org/10.1088/0067-0049/208/1/5	journal	August 2013
Galaxy Clusters in Hubble Volume Simulations: Cosmological Constraints from Sky Survey Populations Evrard, A. E.; MacFarland, T. J.; Couchman, H. M. P. The Astrophysical Journal, Vol. 573, Issue 1 https://doi.org/10.1086/340551	journal	July 2002
Primus: the Dependence of agn Accretion on host Stellar mass and Color Aird, James; Coil, Alison L.; Moustakas, John The Astrophysical Journal, Vol. 746, Issue 1 https://doi.org/10.1088/0004-637X/746/1/90	journal	January 2012
The Theoretical Astrophysical Observatory: Cloud-Based mock Galaxy Catalogs Bernyk, Maksym; Croton, Darren J.; Tonini, Chiara The Astrophysical Journal Supplement Series, Vol. 223, Issue 1 https://doi.org/10.3847/0067-0049/223/1/9	journal	March 2016
The Hubble Ultra Deep Field Beckwith, Steven V. W.; Stiavelli, Massimo; Koekemoer, Anton M. The Astronomical Journal, Vol. 132, Issue 5 https://doi.org/10.1086/507302	journal	September 2006
The Connection Between Galaxies and dark Matter Structures in the Local Universe Reddick, Rachel M.; Wechsler, Risa H.; Tinker, Jeremy L. The Astrophysical Journal, Vol. 771, Issue 1 https://doi.org/10.1088/0004-637X/771/1/30	journal	June 2013
The MassiveBlack-II simulation: the evolution of haloes and galaxies to z ∼ 0 Khandai, Nishikanta; Di Matteo, Tiziana; Croft, Rupert Monthly Notices of the Royal Astronomical Society, Vol. 450, Issue 2 https://doi.org/10.1093/mnras/stv627	journal	April 2015
Galaxy formation in the Planck cosmology – I. Matching the observed evolution of star formation rates, colours and stellar masses Henriques, Bruno M. B.; White, Simon D. M.; Thomas, Peter A. Monthly Notices of the Royal Astronomical Society, Vol. 451, Issue 3 https://doi.org/10.1093/mnras/stv705	journal	June 2015
FIRE-2 simulations: physics versus numerics in galaxy formation Hopkins, Philip F.; Wetzel, Andrew; Kereš, Dušan Monthly Notices of the Royal Astronomical Society, Vol. 480, Issue 1 https://doi.org/10.1093/mnras/sty1690	journal	June 2018
Coevolution (Or Not) of Supermassive Black Holes and Host Galaxies Kormendy, John; Ho, Luis C. Annual Review of Astronomy and Astrophysics, Vol. 51, Issue 1 https://doi.org/10.1146/annurev-astro-082708-101811	journal	August 2013
The First Release COSMOS Optical and Near‐IR Data and Catalog Capak, P.; Aussel, H.; Ajiki, M. The Astrophysical Journal Supplement Series, Vol. 172, Issue 1 https://doi.org/10.1086/519081	journal	September 2007
Extragalactic science, cosmology, and Galactic archaeology with the Subaru Prime Focus Spectrograph Takada, Masahiro; Ellis, Richard S.; Chiba, Masashi Publications of the Astronomical Society of Japan, Vol. 66, Issue 1 https://doi.org/10.1093/pasj/pst019	journal	February 2014
A COMPREHENSIVE ANALYSIS OF UNCERTAINTIES AFFECTING THE STELLAR MASS-HALO MASS RELATION FOR 0 < z < 4 Behroozi, Peter S.; Conroy, Charlie; Wechsler, Risa H. The Astrophysical Journal, Vol. 717, Issue 1 https://doi.org/10.1088/0004-637X/717/1/379	journal	June 2010
Some observational tests of a minimal galaxy formation model Cohn, J. D. Monthly Notices of the Royal Astronomical Society, Vol. 466, Issue 3 https://doi.org/10.1093/mnras/stw3202	journal	December 2016
Intrinsic galaxy shapes and alignments – I. Measuring and modelling COSMOS intrinsic galaxy ellipticities Joachimi, B.; Semboloni, E.; Bett, P. E. Monthly Notices of the Royal Astronomical Society, Vol. 431, Issue 1 https://doi.org/10.1093/mnras/stt172	journal	March 2013
Astropy: A community Python package for astronomy Robitaille, Thomas P.; Tollerud, Erik J.; Greenfield, Perry Astronomy & Astrophysics, Vol. 558 https://doi.org/10.1051/0004-6361/201322068	journal	September 2013
The Hyper Suprime-Cam SSP Survey: Overview and survey design Aihara, Hiroaki; Arimoto, Nobuo; Armstrong, Robert Publications of the Astronomical Society of Japan, Vol. 70, Issue SP1 https://doi.org/10.1093/pasj/psx066	journal	September 2017
The Mira-Titan Universe. II. Matter Power Spectrum Emulation Lawrence, Earl; Heitmann, Katrin; Kwan, Juliana The Astrophysical Journal, Vol. 847, Issue 1 https://doi.org/10.3847/1538-4357/aa86a9	journal	September 2017
The Halo Occupation Distribution and the Physics of Galaxy Formation Berlind, Andreas A.; Weinberg, David H.; Benson, Andrew J. The Astrophysical Journal, Vol. 593, Issue 1 https://doi.org/10.1086/376517	journal	August 2003
The high-redshift galaxy population in hierarchical galaxy formation models Kitzbichler, M. G.; White, S. D. M. Monthly Notices of the Royal Astronomical Society, Vol. 376, Issue 1 https://doi.org/10.1111/j.1365-2966.2007.11458.x	journal	March 2007
The SDSS galaxy angular two-point correlation function Wang, Y.; Brunner, R. J.; Dolence, J. C. Monthly Notices of the Royal Astronomical Society, Vol. 432, Issue 3 https://doi.org/10.1093/mnras/stt450	journal	May 2013
MultiDark simulations: the story of dark matter halo concentrations and density profiles Klypin, Anatoly; Yepes, Gustavo; Gottlöber, Stefan Monthly Notices of the Royal Astronomical Society, Vol. 457, Issue 4 https://doi.org/10.1093/mnras/stw248	journal	February 2016
UniverseMachine: The correlation between galaxy growth and dark matter halo assembly from z = 0−10 Behroozi, Peter; Wechsler, Risa H.; Hearin, Andrew P. Monthly Notices of the Royal Astronomical Society, Vol. 488, Issue 3 https://doi.org/10.1093/mnras/stz1182	journal	May 2019
MoMaF: the Mock Map Facility Blaizot, Jérémy; Wadadekar, Yogesh; Guiderdoni, Bruno Monthly Notices of the Royal Astronomical Society, Vol. 360, Issue 1 https://doi.org/10.1111/j.1365-2966.2005.09019.x	journal	June 2005
The Dark Side of the Halo Occupation Distribution Kravtsov, Andrey V.; Berlind, Andreas A.; Wechsler, Risa H. The Astrophysical Journal, Vol. 609, Issue 1 https://doi.org/10.1086/420959	journal	July 2004
Constraints on the Relationship Between Stellar mass and halo mass at low and high Redshift Moster, Benjamin P.; Somerville, Rachel S.; Maulbetsch, Christian The Astrophysical Journal, Vol. 710, Issue 2 https://doi.org/10.1088/0004-637X/710/2/903	journal	January 2010
The galaxy correlation function as a constraint on galaxy formation physics van Daalen, Marcel P.; Henriques, Bruno M. B.; Angulo, Raul E. Monthly Notices of the Royal Astronomical Society, Vol. 458, Issue 1 https://doi.org/10.1093/mnras/stw405	journal	February 2016
Constraining the galaxy–halo connection over the last 13.3 Gyr: star formation histories, galaxy mergers and structural properties Rodríguez-Puebla, Aldo; Primack, Joel R.; Avila-Reese, Vladimir Monthly Notices of the Royal Astronomical Society, Vol. 470, Issue 1 https://doi.org/10.1093/mnras/stx1172	journal	May 2017
Full-sky Gravitational Lensing Simulation for Large-area Galaxy Surveys and Cosmic Microwave Background Experiments Takahashi, Ryuichi; Hamana, Takashi; Shirasaki, Masato The Astrophysical Journal, Vol. 850, Issue 1 https://doi.org/10.3847/1538-4357/aa943d	journal	November 2017
SEVEN-YEAR WILKINSON MICROWAVE ANISOTROPY PROBE ( WMAP ) OBSERVATIONS: COSMOLOGICAL INTERPRETATION Komatsu, E.; Smith, K. M.; Dunkley, J. The Astrophysical Journal Supplement Series, Vol. 192, Issue 2 https://doi.org/10.1088/0067-0049/192/2/18	journal	January 2011
The Agora High-Resolution Galaxy Simulations Comparison Project Kim, Ji-hoon; Abel, Tom; Agertz, Oscar The Astrophysical Journal Supplement Series, Vol. 210, Issue 1 https://doi.org/10.1088/0067-0049/210/1/14	journal	December 2013
redMaPPer – IV. Photometric membership identification of red cluster galaxies with 1 per cent precision Rozo, E.; Rykoff, E. S.; Becker, M. Monthly Notices of the Royal Astronomical Society, Vol. 453, Issue 1 https://doi.org/10.1093/mnras/stv1560	journal	August 2015
The Borg Cube Simulation: Cosmological Hydrodynamics with CRK-SPH Emberson, J. D.; Frontiere, Nicholas; Habib, Salman The Astrophysical Journal, Vol. 877, Issue 2 https://doi.org/10.3847/1538-4357/ab1b31	journal	May 2019
The Redmapper Galaxy Cluster Catalog from des Science Verification data Rykoff, E. S.; Rozo, E.; Hollowood, D. The Astrophysical Journal Supplement Series, Vol. 224, Issue 1 https://doi.org/10.3847/0067-0049/224/1/1	journal	May 2016
Lensed CMB simulation and parameter estimation Lewis, Antony Physical Review D, Vol. 71, Issue 8 https://doi.org/10.1103/PhysRevD.71.083008	journal	April 2005
The DEEP2 Galaxy Redshift Survey: Clustering of Galaxies in Early Data Coil, Alison L.; Davis, Marc; Madgwick, Darren S. The Astrophysical Journal, Vol. 609, Issue 2 https://doi.org/10.1086/421337	journal	July 2004
Toward a Complete Accounting of Energy and Momentum from Stellar Feedback in Galaxy Formation Simulations Agertz, Oscar; Kravtsov, Andrey V.; Leitner, Samuel N. The Astrophysical Journal, Vol. 770, Issue 1 https://doi.org/10.1088/0004-637X/770/1/25	journal	May 2013
Weak Lensing for Precision Cosmology Mandelbaum, Rachel Annual Review of Astronomy and Astrophysics, Vol. 56, Issue 1 https://doi.org/10.1146/annurev-astro-081817-051928	journal	September 2018
Why Baryons Matter: the Kinematics of Dwarf Spheroidal Satellites Brooks, Alyson M.; Zolotov, Adi The Astrophysical Journal, Vol. 786, Issue 2 https://doi.org/10.1088/0004-637X/786/2/87	journal	April 2014
The EAGLE project: simulating the evolution and assembly of galaxies and their environments Schaye, Joop; Crain, Robert A.; Bower, Richard G. Monthly Notices of the Royal Astronomical Society, Vol. 446, Issue 1 https://doi.org/10.1093/mnras/stu2058	journal	November 2014
The Rockstar Phase-Space Temporal halo Finder and the Velocity Offsets of Cluster Cores Behroozi, Peter S.; Wechsler, Risa H.; Wu, Hao-Yi The Astrophysical Journal, Vol. 762, Issue 2 https://doi.org/10.1088/0004-637X/762/2/109	journal	December 2012
The many lives of active galactic nuclei: cooling flows, black holes and the luminosities and colours of galaxies Croton, Darren J.; Springel, Volker; White, Simon D. M. Monthly Notices of the Royal Astronomical Society, Vol. 365, Issue 1 https://doi.org/10.1111/j.1365-2966.2005.09675.x	journal	January 2006
First results from the IllustrisTNG simulations: matter and galaxy clustering Springel, Volker; Pakmor, Rüdiger; Pillepich, Annalisa Monthly Notices of the Royal Astronomical Society, Vol. 475, Issue 1 https://doi.org/10.1093/mnras/stx3304	journal	December 2017
DESCQA: An Automated Validation Framework for Synthetic Sky Catalogs Mao, Yao-Yuan; Kovacs, Eve; Heitmann, Katrin The Astrophysical Journal Supplement Series, Vol. 234, Issue 2 https://doi.org/10.3847/1538-4365/aaa6c3	journal	February 2018
Dust and nebular emission: I. Models for normal galaxies Panuzzo, P.; Bressan, A.; Granato, G. L. Astronomy & Astrophysics, Vol. 409, Issue 1 https://doi.org/10.1051/0004-6361:20031094	journal	October 2003
IPython: A System for Interactive Scientific Computing Perez, Fernando; Granger, Brian E. Computing in Science & Engineering, Vol. 9, Issue 3 https://doi.org/10.1109/MCSE.2007.53	journal	January 2007
A Large Sky Simulation of the Gravitational Lensing of the Cosmic Microwave Background Das, Sudeep; Bode, Paul The Astrophysical Journal, Vol. 682, Issue 1 https://doi.org/10.1086/589638	journal	July 2008
SDSS-III Baryon Oscillation Spectroscopic Survey Data Release 12: galaxy target selection and large-scale structure catalogues Reid, Beth; Ho, Shirley; Padmanabhan, Nikhil Monthly Notices of the Royal Astronomical Society, Vol. 455, Issue 2 https://doi.org/10.1093/mnras/stv2382	journal	November 2015
Matplotlib: A 2D Graphics Environment Hunter, John D. Computing in Science & Engineering, Vol. 9, Issue 3 https://doi.org/10.1109/MCSE.2007.55	journal	January 2007
Galacticus: A semi-analytic model of galaxy formation Benson, Andrew J. New Astronomy, Vol. 17, Issue 2 https://doi.org/10.1016/j.newast.2011.07.004	journal	February 2012
Calibration of Semi-Analytic Models of Galaxy Formation Using Particle Swarm Optimization Ruiz, Andrés N.; Cora, Sofía A.; Padilla, Nelson D. The Astrophysical Journal, Vol. 801, Issue 2 https://doi.org/10.1088/0004-637X/801/2/139	journal	March 2015
Cython: The Best of Both Worlds Behnel, Stefan; Bradshaw, Robert; Citro, Craig Computing in Science & Engineering, Vol. 13, Issue 2 https://doi.org/10.1109/MCSE.2010.118	journal	March 2011
Bias and variance of angular correlation functions Landy, Stephen D.; Szalay, Alexander S. The Astrophysical Journal, Vol. 412 https://doi.org/10.1086/172900	journal	July 1993
Modeling Luminosity‐dependent Galaxy Clustering through Cosmic Time Conroy, Charlie; Wechsler, Risa H.; Kravtsov, Andrey V. The Astrophysical Journal, Vol. 647, Issue 1 https://doi.org/10.1086/503602	journal	August 2006
A unified multiwavelength model of galaxy formation Lacey, Cedric G.; Baugh, Carlton M.; Frenk, Carlos S. Monthly Notices of the Royal Astronomical Society, Vol. 462, Issue 4 https://doi.org/10.1093/mnras/stw1888	journal	August 2016
The NumPy Array: A Structure for Efficient Numerical Computation van der Walt, Stéfan; Colbert, S. Chris; Varoquaux, Gaël Computing in Science & Engineering, Vol. 13, Issue 2 https://doi.org/10.1109/MCSE.2011.37	journal	March 2011
Predicting Hα emission-line galaxy counts for future galaxy redshift surveys Merson, Alexander; Wang, Yun; Benson, Andrew Monthly Notices of the Royal Astronomical Society, Vol. 474, Issue 1 https://doi.org/10.1093/mnras/stx2649	journal	October 2017
The MICE Grand Challenge light-cone simulation – III. Galaxy lensing mocks from all-sky lensing maps Fosalba, P.; Gaztañaga, E.; Castander, F. J. Monthly Notices of the Royal Astronomical Society, Vol. 447, Issue 2 https://doi.org/10.1093/mnras/stu2464	journal	December 2014
Physical Models of Galaxy Formation in a Cosmological Framework Somerville, Rachel S.; Davé, Romeel Annual Review of Astronomy and Astrophysics, Vol. 53, Issue 1 https://doi.org/10.1146/annurev-astro-082812-140951	journal	August 2015
The 13th Data Release of the Sloan Digital Sky Survey: First Spectroscopic Data from the SDSS-IV Survey Mapping Nearby Galaxies at Apache Point Observatory Albareti, Franco D.; Prieto, Carlos Allende; Almeida, Andres The Astrophysical Journal Supplement Series, Vol. 233, Issue 2 https://doi.org/10.3847/1538-4365/aa8992	journal	December 2017
Intrinsic alignments of SDSS-III BOSS LOWZ sample galaxies Singh, Sukhdeep; Mandelbaum, Rachel; More, Surhud Carnegie Mellon University https://doi.org/10.1184/r1/6507038.v1	text	January 2015
The SDSS Galaxy Angular Two-Point Correlation Function Wang, Yiran; Brunner, Robert; Dolence, Joshua figshare https://doi.org/10.6084/m9.figshare.1541909.v1	text	January 2015
CASSPER is a semantic segmentation-based particle picking algorithm for single-particle cryo-electron microscopy George, Blesson; Assaiya, Anshul; Roy, Robin J. Communications Biology, Vol. 4, Issue 1 https://doi.org/10.1038/s42003-021-01721-1	journal	February 2021
Intrinsic alignments of SDSS-III BOSS LOWZ sample galaxies Singh, Sukhdeep; Mandelbaum, Rachel; More, Surhud Carnegie Mellon University https://doi.org/10.1184/r1/6507038	text	January 2015
The 13th Data Release of the Sloan Digital Sky Survey: First Spectroscopic Data from the SDSS-IV Survey Mapping Nearby Galaxies at Apache Point Observatory Albareti, Franco D.; Allende Prieto, Carlos; Almeida, Andres Apollo - University of Cambridge Repository https://doi.org/10.17863/cam.20755	text	January 2017
PKDGRAV3: beyond trillion particle cosmological simulations for the next era of galaxy surveys Potter, Douglas; Stadel, Joachim; Teyssier, Romain SpringerOpen https://doi.org/10.5167/uzh-140332	text	January 2017
The 13th Data Release of the Sloan Digital Sky Survey: First Spectroscopic Data from the SDSS-IV Survey Mapping Nearby Galaxies at Apache Point Observatory Albareti, Fd; Prieto, Ca; Almeida, A. Apollo - University of Cambridge Repository https://doi.org/10.17863/cam.25003	text	January 2017
FIRE-2 simulations: physics versus numerics in galaxy formation Hopkins, Philip F.; Wetzel, Andrew; Kereš, Dušan Oxford University Press https://doi.org/10.5167/uzh-157191	text	January 2018
The agora high-resolution galaxy simulations comparison project Kim, Ji-Hoon; Abel, Tom; Agertz, Oscar IOP Publishing https://doi.org/10.5167/uzh-90714	text	January 2014
The SDSS Galaxy Angular Two-Point Correlation Function Wang, Yiran; Brunner, Robert; Dolence, Joshua figshare https://doi.org/10.6084/m9.figshare.1541909	text	January 2015
A Large Sky Simulation of the Gravitational Lensing of the Cosmic Microwave Background Das, Sudeep; Bode, Paul arXiv https://doi.org/10.48550/arxiv.0711.3793	text	January 2007
The propagation of uncertainties in stellar population synthesis modeling I: The relevance of uncertain aspects of stellar evolution and the IMF to the derived physical properties of galaxies Conroy, Charlie; Gunn, James E.; White, Martin arXiv https://doi.org/10.48550/arxiv.0809.4261	text	January 2008
Ray-tracing through the Millennium Simulation: Born corrections and lens-lens coupling in cosmic shear and galaxy-galaxy lensing Hilbert, S.; Hartlap, J.; White, S. D. M. arXiv https://doi.org/10.48550/arxiv.0809.5035	text	January 2008
Constraints on the relationship between stellar mass and halo mass at low and high redshift Moster, Benjamin P.; Somerville, Rachel S.; Maulbetsch, Christian arXiv https://doi.org/10.48550/arxiv.0903.4682	text	January 2009
PRIMUS: The dependence of AGN accretion on host stellar mass and color Aird, James; Coil, Alison L.; Moustakas, John arXiv https://doi.org/10.48550/arxiv.1107.4368	text	January 2011
The Rockstar Phase-Space Temporal Halo Finder and the Velocity Offsets of Cluster Cores Behroozi, Peter S.; Wechsler, Risa H.; Wu, Hao-Yi arXiv https://doi.org/10.48550/arxiv.1110.4372	text	January 2011
The DEEP2 Galaxy Redshift Survey: Design, Observations, Data Reduction, and Redshifts Newman, Jeffrey A.; Cooper, Michael C.; Davis, Marc arXiv https://doi.org/10.48550/arxiv.1203.3192	text	January 2012
Intrinsic galaxy shapes and alignments I: Measuring and modelling COSMOS intrinsic galaxy ellipticities Joachimi, B.; Semboloni, E.; Bett, P. E. arXiv https://doi.org/10.48550/arxiv.1203.6833	text	January 2012
The Connection between Galaxies and Dark Matter Structures in the Local Universe Reddick, Rachel M.; Wechsler, Risa H.; Tinker, Jeremy L. arXiv https://doi.org/10.48550/arxiv.1207.2160	text	January 2012
Why Baryons Matter: The Kinematics of Dwarf Spheroidal Satellites Brooks, Alyson M.; Zolotov, Adi arXiv https://doi.org/10.48550/arxiv.1207.2468	text	January 2012
Coevolution (Or Not) of Supermassive Black Holes and Host Galaxies Kormendy, John; Ho, Luis C. arXiv https://doi.org/10.48550/arxiv.1304.7762	text	January 2013
The AGORA High-Resolution Galaxy Simulations Comparison Project Kim, Ji-hoon; Abel, Tom; Agertz, Oscar arXiv https://doi.org/10.48550/arxiv.1308.2669	text	January 2013
Calibration of semi-analytic models of galaxy formation using Particle Swarm Optimization Ruiz, Andrés N.; Cora, Sofía A.; Padilla, Nelson D. arXiv https://doi.org/10.48550/arxiv.1310.7034	text	January 2013
The MassiveBlack-II Simulation: The Evolution of Halos and Galaxies to z~0 Khandai, Nishikanta; Di Matteo, Tiziana; Croft, Rupert arXiv https://doi.org/10.48550/arxiv.1402.0888	text	January 2014
Galaxy formation in the Planck Cosmology - I. Matching the observed evolution of star formation rates, colours and stellar masses Henriques, Bruno; White, Simon; Thomas, Peter arXiv https://doi.org/10.48550/arxiv.1410.0365	text	January 2014
HACC: Simulating Sky Surveys on State-of-the-Art Supercomputing Architectures Habib, Salman; Pope, Adrian; Finkel, Hal arXiv https://doi.org/10.48550/arxiv.1410.2805	text	January 2014
NIHAO project I: Reproducing the inefficiency of galaxy formation across cosmic time with a large sample of cosmological hydrodynamical simulations Wang, Liang; Dutton, Aaron A.; Stinson, Gregory S. arXiv https://doi.org/10.48550/arxiv.1503.04818	text	January 2015
SDSS-III Baryon Oscillation Spectroscopic Survey Data Release 12: galaxy target selection and large scale structure catalogues Reid, Beth; Ho, Shirley; Padmanabhan, Nikhil arXiv https://doi.org/10.48550/arxiv.1509.06529	preprint	January 2015
A unified multi-wavelength model of galaxy formation Lacey, Cedric G.; Baugh, Carlton M.; Frenk, Carlos S. arXiv https://doi.org/10.48550/arxiv.1509.08473	text	January 2015
Forward Modeling of Large-Scale Structure: An open-source approach with Halotools Hearin, Andrew; Campbell, Duncan; Tollerud, Erik arXiv https://doi.org/10.48550/arxiv.1606.04106	text	January 2016
PKDGRAV3: Beyond Trillion Particle Cosmological Simulations for the Next Era of Galaxy Surveys Potter, Douglas; Stadel, Joachim; Teyssier, Romain arXiv https://doi.org/10.48550/arxiv.1609.08621	preprint	January 2016
First Data Release of the Hyper Suprime-Cam Subaru Strategic Program Aihara, Hiroaki; Armstrong, Robert; Bickerton, Steven arXiv https://doi.org/10.48550/arxiv.1702.08449	text	January 2017
EMERGE - An empirical model for the formation of galaxies since $z\sim10$ Moster, Benjamin P.; Naab, Thorsten; White, Simon D. M. arXiv https://doi.org/10.48550/arxiv.1705.05373	text	January 2017
Full-sky Gravitational Lensing Simulation for Large-area Galaxy Surveys and Cosmic Microwave Background Experiments Takahashi, Ryuichi; Hamana, Takashi; Shirasaki, Masato arXiv https://doi.org/10.48550/arxiv.1706.01472	text	January 2017
First results from the IllustrisTNG simulations: matter and galaxy clustering Springel, Volker; Pakmor, Rüdiger; Pillepich, Annalisa arXiv https://doi.org/10.48550/arxiv.1707.03397	text	January 2017
Dark Energy Survey Year 1 Results: Cosmological Constraints from Galaxy Clustering and Weak Lensing Collaboration, Des; Abbott, T. M. C.; Abdalla, F. B. arXiv https://doi.org/10.48550/arxiv.1708.01530	text	January 2017
The Borg Cube Simulation: Cosmological Hydrodynamics with CRK-SPH Emberson, J. D.; Frontiere, Nicholas; Habib, Salman arXiv https://doi.org/10.48550/arxiv.1811.03593	text	January 2018
Galaxy Clusters in Hubble Volume Simulations: Cosmological Constraints from Sky Survey Populations Evrard, A. E.; MacFarland, T. J.; Couchman, H. M. P. arXiv https://doi.org/10.48550/arxiv.astro-ph/0110246	text	January 2001
The Halo Occupation Distribution and the Physics of Galaxy Formation Berlind, Andreas A.; Weinberg, David H.; Benson, Andrew J. arXiv https://doi.org/10.48550/arxiv.astro-ph/0212357	text	January 2002
Dust and Nebular Emission. I. Models for Normal Galaxies Panuzzo, P.; Bressan, A.; Granato, G. L. arXiv https://doi.org/10.48550/arxiv.astro-ph/0307096	text	January 2003
The Dark Side of the Halo Occupation Distribution Kravtsov, Andrey V.; Berlind, Andreas A.; Wechsler, Risa H. arXiv https://doi.org/10.48550/arxiv.astro-ph/0308519	text	January 2003
HEALPix -- a Framework for High Resolution Discretization, and Fast Analysis of Data Distributed on the Sphere Gorski, K. M.; Hivon, E.; Banday, A. J. arXiv https://doi.org/10.48550/arxiv.astro-ph/0409513	text	January 2004
Weak Gravitational Lensing of the CMB Lewis, Antony; Challinor, Anthony arXiv https://doi.org/10.48550/arxiv.astro-ph/0601594	text	January 2006
The Hubble Ultra Deep Field Beckwith, Steven V. W.; Stiavelli, Massimo; Koekemoer, Anton M. arXiv https://doi.org/10.48550/arxiv.astro-ph/0607632	text	January 2006
Galaxy Evolution from Halo Occupation Distribution Modeling of DEEP2 and SDSS Galaxy Clustering Zheng, Zheng; Coil, Alison L.; Zehavi, Idit arXiv https://doi.org/10.48550/arxiv.astro-ph/0703457	text	January 2007
The Structure of Cold Dark Matter Halos Navarro, Julio F.; Frenk, Carlos S.; White, Simon D. M. arXiv https://doi.org/10.48550/arxiv.astro-ph/9508025	text	January 1995
Clustering of Galaxies in a Hierarchical Universe: I. Methods and Results at z=0 Kauffmann, Guinevere; Colberg, Joerg M.; Diaferio, Antonaldo arXiv https://doi.org/10.48550/arxiv.astro-ph/9805283	text	January 1998
An Atlas of Monte Carlo Models of Dust Extinction in Galaxies for Cosmological Applications Ferrara, A.; Bianchi, S.; Cimatti, A. arXiv https://doi.org/10.48550/arxiv.astro-ph/9903078	text	January 1999

Similar Records

The LSST DESC DC2 Simulated Sky Survey

Journal Article · Fri Mar 12 00:00:00 EST 2021 · The Astrophysical Journal. Supplement Series · OSTI ID:1593661

Abolfathi, Bela; Alonso, David; Armstrong, Robert; +76 more

Second data release of the Hyper Suprime-Cam Subaru Strategic Program

Journal Article · Tue Oct 22 00:00:00 EDT 2019 · Publications of the Astronomical Society of Japan · OSTI ID:1593661

Aihara, Hiroaki; AlSayyad, Yusra; Ando, Makoto; +62 more

Removing imaging systematics from galaxy clustering measurements with Obiwan: application to the SDSS-IV extended Baryon Oscillation Spectroscopic Survey emission-line galaxy sample

Journal Article · Sat Sep 19 00:00:00 EDT 2020 · Monthly Notices of the Royal Astronomical Society · OSTI ID:1593661

Kong, Hui; Burleigh, Kaylan J.; Ross, Ashley; +10 more

Related Subjects

79 ASTRONOMY AND ASTROPHYSICS
methods: numerical
large-scale structure of the universe

Title: CosmoDC2: A Synthetic Sky Catalog for Dark Energy Science with LSST

Citation Formats

References (133)

Similar Records

Related Subjects