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

Journal Article · · The Astrophysical Journal. Supplement Series (Online)
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  1. University of California, Berkeley
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 deg2 of sky area to a redshift of z = 3 and matches expected number densities from contemporary surveys to a magnitude depth of 28 in the r band. Each galaxy is characterized by a multitude of galaxy 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-based empirical approaches with semianalytic 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.
Research Organization:
Argonne National Laboratory (ANL), Argonne, IL (United States); Argonne National Laboratory (ANL), Argonne, IL (United States). Argonne Leadership Computing Facility (ALCF); Carnegie Mellon Univ., Pittsburgh, PA (United States); Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States). National Energy Research Scientific Computing Center (NERSC); Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States). National Energy Research Scientific Computing Center (NERSC); SLAC National Accelerator Laboratory (SLAC), Menlo Park, CA (United States); Univ. of California, Berkeley, CA (United States)
Sponsoring Organization:
National Aeronautic and Space Administration (NASA); National Science Foundation (NSF); USDOE Office of Science (SC); USDOE Office of Science (SC), Basic Energy Sciences (BES). Scientific User Facilities Division; USDOE Office of Science (SC), High Energy Physics (HEP)
Contributing Organization:
The LSST Dark Energy Science Collaboration
Grant/Contract Number:
AC02-05CH11231; AC02-06CH11357; AC02-76SF00515; SC0010008; SC0010118; SC0017860
OSTI ID:
1593661
Alternate ID(s):
OSTI ID: 1755643
OSTI ID: 1634013
OSTI ID: 1599073
Journal Information:
The Astrophysical Journal. Supplement Series (Online), Journal Name: The Astrophysical Journal. Supplement Series (Online) Journal Issue: 2 Vol. 245; ISSN 1538-4365
Publisher:
American Astronomical Society/IOPCopyright Statement
Country of Publication:
United States
Language:
English

References (134)

Galacticus: A semi-analytic model of galaxy formation journal February 2012
HACC: Simulating sky surveys on state-of-the-art supercomputing architectures journal January 2016
Weak gravitational lensing of the CMB journal June 2006
CASSPER is a semantic segmentation-based particle picking algorithm for single-particle cryo-electron microscopy journal February 2021
Clustering of galaxies in a hierarchical universe -- I. Methods and results at z = 0 journal February 1999
Semi-analytic modelling of galaxy formation: the local Universe journal December 1999
Ray-tracing through the Millennium Simulation: Born corrections and lens-lens coupling in cosmic shear and galaxy-galaxy lensing journal March 2009
Astropy: A community Python package for astronomy journal September 2013
Dust and nebular emission: I. Models for normal galaxies journal October 2003
Bias and variance of angular correlation functions journal July 1993
The Structure of Cold Dark Matter Halos journal May 1996
An Atlas of Monte Carlo Models of Dust Extinction in Galaxies for Cosmological Applications journal August 1999
Galaxy Clusters in Hubble Volume Simulations: Cosmological Constraints from Sky Survey Populations journal July 2002
The Halo Occupation Distribution and the Physics of Galaxy Formation journal August 2003
The Dark Side of the Halo Occupation Distribution journal July 2004
The DEEP2 Galaxy Redshift Survey: Clustering of Galaxies in Early Data journal July 2004
Evolution and Color Dependence of the Galaxy Angular Correlation Function: 350,000 Galaxies in 5 Square Degrees journal December 2004
HEALPix: A Framework for High‐Resolution Discretization and Fast Analysis of Data Distributed on the Sphere journal April 2005
Modeling Luminosity‐dependent Galaxy Clustering through Cosmic Time journal August 2006
The Hubble Ultra Deep Field journal September 2006
The First Release COSMOS Optical and Near‐IR Data and Catalog journal September 2007
Galaxy Evolution from Halo Occupation Distribution Modeling of DEEP2 and SDSS Galaxy Clustering journal October 2007
A Large Sky Simulation of the Gravitational Lensing of the Cosmic Microwave Background journal July 2008
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 journal June 2009
Constraints on the Relationship Between Stellar mass and halo mass at low and high Redshift journal January 2010
A COMPREHENSIVE ANALYSIS OF UNCERTAINTIES AFFECTING THE STELLAR MASS-HALO MASS RELATION FOR 0 < z < 4 journal June 2010
Primus: the Dependence of agn Accretion on host Stellar mass and Color journal January 2012
The Rockstar Phase-Space Temporal halo Finder and the Velocity Offsets of Cluster Cores journal December 2012
Toward a Complete Accounting of Energy and Momentum from Stellar Feedback in Galaxy Formation Simulations journal May 2013
The Connection Between Galaxies and dark Matter Structures in the Local Universe journal June 2013
Why Baryons Matter: the Kinematics of Dwarf Spheroidal Satellites journal April 2014
Calibration of Semi-Analytic Models of Galaxy Formation Using Particle Swarm Optimization journal March 2015
SEVEN-YEAR WILKINSON MICROWAVE ANISOTROPY PROBE ( WMAP ) OBSERVATIONS: COSMOLOGICAL INTERPRETATION journal January 2011
The Deep2 Galaxy Redshift Survey: Design, Observations, data Reduction, and Redshifts journal August 2013
The Agora High-Resolution Galaxy Simulations Comparison Project journal December 2013
Precision photometry of early-type galaxies in the Coma and Virgo clusters: a test of the universality of the colour-magnitude relation - II. Analysis journal February 1992
The formation and evolution of galaxies within merging dark matter haloes* journal September 1993
The Millennium Run Observatory: first light journal October 2012
Lightcone mock catalogues from semi-analytic models of galaxy formation – I. Construction and application to the BzK colour selection journal December 2012
Intrinsic galaxy shapes and alignments – I. Measuring and modelling COSMOS intrinsic galaxy ellipticities journal March 2013
The SDSS galaxy angular two-point correlation function journal May 2013
The EAGLE project: simulating the evolution and assembly of galaxies and their environments journal November 2014
The MICE Grand Challenge light-cone simulation – III. Galaxy lensing mocks from all-sky lensing maps journal December 2014
redMaPPer – IV. Photometric membership identification of red cluster galaxies with 1 per cent precision journal August 2015
NIHAO project – I. Reproducing the inefficiency of galaxy formation across cosmic time with a large sample of cosmological hydrodynamical simulations journal September 2015
SDSS-III Baryon Oscillation Spectroscopic Survey Data Release 12: galaxy target selection and large-scale structure catalogues journal November 2015
The MassiveBlack-II simulation: the evolution of haloes and galaxies to z ∼ 0 journal April 2015
Galaxy formation in the Planck cosmology – I. Matching the observed evolution of star formation rates, colours and stellar masses journal June 2015
Intrinsic alignments of SDSS-III BOSS LOWZ sample galaxies journal May 2015
A unified multiwavelength model of galaxy formation journal August 2016
MultiDark simulations: the story of dark matter halo concentrations and density profiles journal February 2016
Some observational tests of a minimal galaxy formation model journal December 2016
The galaxy correlation function as a constraint on galaxy formation physics journal February 2016
Constraining the galaxy–halo connection over the last 13.3 Gyr: star formation histories, galaxy mergers and structural properties journal May 2017
A lightcone catalogue from the Millennium-XXL simulation journal June 2017
Predicting Hα emission-line galaxy counts for future galaxy redshift surveys journal October 2017
First results from the IllustrisTNG simulations: matter and galaxy clustering journal December 2017
FIRE-2 simulations: physics versus numerics in galaxy formation journal June 2018
emerge – an empirical model for the formation of galaxies since z ∼ 10 journal March 2018
UniverseMachine: The correlation between galaxy growth and dark matter halo assembly from z = 0−10 journal May 2019
Extragalactic science, cosmology, and Galactic archaeology with the Subaru Prime Focus Spectrograph journal February 2014
The Hyper Suprime-Cam SSP Survey: Overview and survey design journal September 2017
First data release of the Hyper Suprime-Cam Subaru Strategic Program journal October 2017
Lensed CMB simulation and parameter estimation journal April 2005
Dark Energy Survey year 1 results: Cosmological constraints from galaxy clustering and weak lensing journal August 2018
Parallel DTFE Surface Density Field Reconstruction conference September 2016
IPython: A System for Interactive Scientific Computing journal January 2007
Matplotlib: A 2D Graphics Environment journal January 2007
Cython: The Best of Both Worlds journal March 2011
The NumPy Array: A Structure for Efficient Numerical Computation journal March 2011
MoMaF: the Mock Map Facility journal June 2005
The many lives of active galactic nuclei: cooling flows, black holes and the luminosities and colours of galaxies journal January 2006
The high-redshift galaxy population in hierarchical galaxy formation models journal March 2007
The Connection Between Galaxies and Their Dark Matter Halos journal September 2018
Weak Lensing for Precision Cosmology journal September 2018
Coevolution (Or Not) of Supermassive Black Holes and Host Galaxies journal August 2013
Physical Models of Galaxy Formation in a Cosmological Framework journal August 2015
Intrinsic alignments of SDSS-III BOSS LOWZ sample galaxies text January 2015
Intrinsic alignments of SDSS-III BOSS LOWZ sample galaxies text January 2015
The MassiveBlack-II simulation: the evolution of haloes and galaxies to z ∼ 0 text January 2018
PKDGRAV3: beyond trillion particle cosmological simulations for the next era of galaxy surveys journal May 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 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 text January 2017
The Theoretical Astrophysical Observatory: Cloud-Based mock Galaxy Catalogs journal March 2016
The Redmapper Galaxy Cluster Catalog from des Science Verification data journal May 2016
Forward Modeling of Large-scale Structure: An Open-source Approach with Halotools journal October 2017
The Mira-Titan Universe. II. Matter Power Spectrum Emulation journal September 2017
Full-sky Gravitational Lensing Simulation for Large-area Galaxy Surveys and Cosmic Microwave Background Experiments journal November 2017
The Borg Cube Simulation: Cosmological Hydrodynamics with CRK-SPH journal May 2019
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 journal December 2017
DESCQA: An Automated Validation Framework for Synthetic Sky Catalogs journal February 2018
A Large Sky Simulation of the Gravitational Lensing of the Cosmic Microwave Background 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 text January 2008
Ray-tracing through the Millennium Simulation: Born corrections and lens-lens coupling in cosmic shear and galaxy-galaxy lensing text January 2008
Constraints on the relationship between stellar mass and halo mass at low and high redshift text January 2009
PRIMUS: The dependence of AGN accretion on host stellar mass and color text January 2011
The Rockstar Phase-Space Temporal Halo Finder and the Velocity Offsets of Cluster Cores text January 2011
The DEEP2 Galaxy Redshift Survey: Design, Observations, Data Reduction, and Redshifts text January 2012
Intrinsic galaxy shapes and alignments I: Measuring and modelling COSMOS intrinsic galaxy ellipticities text January 2012
The Connection between Galaxies and Dark Matter Structures in the Local Universe text January 2012
Why Baryons Matter: The Kinematics of Dwarf Spheroidal Satellites text January 2012
Coevolution (Or Not) of Supermassive Black Holes and Host Galaxies text January 2013
The AGORA High-Resolution Galaxy Simulations Comparison Project text January 2013
Calibration of semi-analytic models of galaxy formation using Particle Swarm Optimization text January 2013
The MassiveBlack-II Simulation: The Evolution of Halos and Galaxies to z~0 text January 2014
Galaxy formation in the Planck Cosmology - I. Matching the observed evolution of star formation rates, colours and stellar masses text January 2014
HACC: Simulating Sky Surveys on State-of-the-Art Supercomputing Architectures text January 2014
NIHAO project I: Reproducing the inefficiency of galaxy formation across cosmic time with a large sample of cosmological hydrodynamical simulations text January 2015
SDSS-III Baryon Oscillation Spectroscopic Survey Data Release 12: galaxy target selection and large scale structure catalogues preprint January 2015
A unified multi-wavelength model of galaxy formation text January 2015
Forward Modeling of Large-Scale Structure: An open-source approach with Halotools text January 2016
PKDGRAV3: Beyond Trillion Particle Cosmological Simulations for the Next Era of Galaxy Surveys preprint January 2016
First Data Release of the Hyper Suprime-Cam Subaru Strategic Program text January 2017
EMERGE - An empirical model for the formation of galaxies since $z\sim10$ text January 2017
Full-sky Gravitational Lensing Simulation for Large-area Galaxy Surveys and Cosmic Microwave Background Experiments text January 2017
First results from the IllustrisTNG simulations: matter and galaxy clustering text January 2017
Dark Energy Survey Year 1 Results: Cosmological Constraints from Galaxy Clustering and Weak Lensing text January 2017
The Borg Cube Simulation: Cosmological Hydrodynamics with CRK-SPH text January 2018
Galaxy Clusters in Hubble Volume Simulations: Cosmological Constraints from Sky Survey Populations text January 2001
The Halo Occupation Distribution and the Physics of Galaxy Formation text January 2002
Dust and Nebular Emission. I. Models for Normal Galaxies text January 2003
The Dark Side of the Halo Occupation Distribution text January 2003
HEALPix -- a Framework for High Resolution Discretization, and Fast Analysis of Data Distributed on the Sphere text January 2004
Weak Gravitational Lensing of the CMB text January 2006
The Hubble Ultra Deep Field text January 2006
Galaxy Evolution from Halo Occupation Distribution Modeling of DEEP2 and SDSS Galaxy Clustering text January 2007
The Structure of Cold Dark Matter Halos text January 1995
Clustering of Galaxies in a Hierarchical Universe: I. Methods and Results at z=0 text January 1998
An Atlas of Monte Carlo Models of Dust Extinction in Galaxies for Cosmological Applications text January 1999
PKDGRAV3: beyond trillion particle cosmological simulations for the next era of galaxy surveys text January 2017
FIRE-2 simulations: physics versus numerics in galaxy formation text January 2018
The agora high-resolution galaxy simulations comparison project text January 2014
The SDSS Galaxy Angular Two-Point Correlation Function text January 2015
The SDSS Galaxy Angular Two-Point Correlation Function text January 2015