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Impact of survey spatial variability on galaxy redshift distributions and the cosmological 3 × 2-point statistics for the Rubin Legacy Survey of Space and Time (LSST)

Journal Article · · Monthly Notices of the Royal Astronomical Society
ABSTRACT

We investigate the impact of spatial survey non-uniformity on the galaxy redshift distributions for forthcoming data releases of the Rubin Observatory Legacy Survey of Space and Time (LSST). Specifically, we construct a mock photometry data set degraded by the Rubin OpSim observing conditions, and estimate photometric redshifts of the sample using a template-fitting photo-z estimator, BPZ, and a machine learning method, FlexZBoost. We select the Gold sample, defined as $$i\lt 25.3$$ for 10 yr LSST data, with an adjusted magnitude cut for each year and divide it into five tomographic redshift bins for the weak lensing lens and source samples. We quantify the change in the number of objects, mean redshift, and width of each tomographic bin as a function of the coadd i-band depth for 1-yr (Y1), 3-yr (Y3), and 5-yr (Y5) data. In particular, Y3 and Y5 have large non-uniformity due to the rolling cadence of LSST, hence provide a worst-case scenario of the impact from non-uniformity. We find that these quantities typically increase with depth, and the variation can be $$10\!-\!40~{{\rm per\ cent}}$$ at extreme depth values. Using Y3 as an example, we propagate the variable depth effect to the weak lensing $$3\times 2$$ pt analysis, and assess the impact on cosmological parameters via a Fisher forecast. We find that galaxy clustering is most susceptible to variable depth, and non-uniformity needs to be mitigated below 3 per cent to recover unbiased cosmological constraints. There is little impact on galaxy–shear and shear–shear power spectra, given the expected LSST Y3 noise.

Sponsoring Organization:
USDOE
Grant/Contract Number:
AC02-05CH11231; AC02-76SF00515; SC0011665
OSTI ID:
2478734
Alternate ID(s):
OSTI ID: 2583233
Journal Information:
Monthly Notices of the Royal Astronomical Society, Journal Name: Monthly Notices of the Royal Astronomical Society Journal Issue: 4 Vol. 535; ISSN 0035-8711
Publisher:
Oxford University PressCopyright Statement
Country of Publication:
United Kingdom
Language:
English

References (74)

Conditional density estimation tools in python and R with applications to photometric redshifts and likelihood-free cosmological inference journal January 2020
Stable clustering, the halo model and non-linear cosmological power spectra journal June 2003
Stellar population synthesis at the resolution of 2003 journal October 2003
Planck 2018 results: VI. Cosmological parameters journal September 2020
The fourth data release of the Kilo-Degree Survey: ugri imaging and nine-band optical-IR photometry over 1000 square degrees journal April 2019
Photometric redshift calibration with self-organising maps journal April 2020
The effects of varying depth in cosmic shear surveys journal February 2020
KiDS-1000 methodology: Modelling and inference for joint weak gravitational lensing and spectroscopic galaxy clustering analysis journal February 2021
Testing KiDS cross-correlation redshifts with simulations journal October 2020
KiDS-1000 cosmology: Cosmic shear constraints and comparison between two point statistics journal January 2021
Organised randoms: Learning and correcting for systematic galaxy clustering patterns in KiDS using self-organising maps journal April 2021
The Hubble Deep Field: Observations, Data Reduction, and Galaxy Photometry journal October 1996
Interpolation, realization, and reconstruction of noisy, irregularly sampled data journal October 1992
Template Ultraviolet to Near-Infrared Spectra of Star-forming Galaxies and Their Application to K-Corrections journal August 1996
Colors and magnitudes predicted for high redshift galaxies journal July 1980
Bayesian Photometric Redshift Estimation journal June 2000
Power Spectrum Covariance of Weak Gravitational Lensing journal June 2001
Spectroscopic Target Selection in the Sloan Digital Sky Survey: The Main Galaxy Sample journal September 2002
HEALPix: A Framework for High‐Resolution Discretization and Fast Analysis of Data Distributed on the Sphere journal April 2005
Galaxies in the Hubble Ultra Deep Field. I. Detection, Multiband Photometry, Photometric Redshifts, and Morphology journal July 2006
Clustering of Sloan Digital sky Survey iii Photometric Luminous Galaxies: the Measurement, Systematics, and Cosmological Implications journal November 2012
Revising the Halofit Model for the Nonlinear Matter Power Spectrum journal December 2012
Tomographic galaxy clustering with the Subaru Hyper Suprime-Cam first year public data release journal March 2020
The impact of anisotropic redshift distributions on angular clustering journal July 2023
Improving galaxy clustering measurements with deep learning: analysis of the DECaLS DR7 data journal May 2020
Evaluation of probabilistic photometric redshift estimation approaches for The Rubin Observatory Legacy Survey of Space and Time (LSST) journal September 2020
Likelihood-free inference with neural compression of DES SV weak lensing map statistics journal November 2020
Dark Energy Survey Year 3 results: redshift calibration of the weak lensing source galaxies journal May 2021
Dark Energy Survey Year 3 Results: Clustering redshifts – calibration of the weak lensing source redshift distributions with redMaGiC and BOSS/eBOSS journal November 2021
Mitigating contamination in LSS surveys: a comparison of methods journal March 2021
Dark energy survey year 3 results: weak lensing shape catalogue journal April 2021
Dark Energy Survey Year 3 results: galaxy clustering and systematics treatment for lens galaxy samples journal January 2022
Galaxy blending effects in deep imaging cosmic shear probes of cosmology journal May 2022
Diffstar: a fully parametric physical model for galaxy assembly history journal November 2022
Weak lensing tomographic redshift distribution inference for the Hyper Suprime-Cam Subaru Strategic Program three-year shape catalogue journal July 2023
DSPS: Differentiable stellar population synthesis journal February 2023
A joint Roman Space Telescope and Rubin Observatory synthetic wide-field imaging survey journal March 2023
The effective number density of galaxies for weak lensing measurements in the LSST project journal July 2013
Gravitational lensing analysis of the Kilo-Degree Survey journal October 2015
Unbiased methods for removing systematics from galaxy clustering measurements journal December 2015
Correcting cosmological parameter biases for all redshift surveys induced by estimating and reweighting redshift distributions journal December 2016
cosmolike – cosmological likelihood analyses for photometric galaxy surveys journal May 2017
A unified pseudo- C ℓ framework journal January 2019
Detection of the significant impact of source clustering on higher order statistics with DES Year 3 weak gravitational lensing data journal October 2023
The three-year shear catalog of the Subaru Hyper Suprime-Cam SSP Survey journal March 2022
Dark Energy Survey Year 3 results: Cosmology from cosmic shear and robustness to data calibration journal January 2022
Dark Energy Survey Year 3 results: Cosmological constraints from galaxy clustering and galaxy-galaxy lensing using the MagLim lens sample journal November 2022
Super-sample covariance in simulations journal April 2014
Dark Energy Survey year 1 results: Galaxy clustering for combined probes journal August 2018
Systematic errors in future weak-lensing surveys: requirements and prospects for self-calibration journal February 2006
Estimating the redshift distribution of photometric galaxy samples journal October 2008
Ameliorating systematic uncertainties in the angular clustering of galaxies: a study using the SDSS-III: Ameliorating systematic uncertainties in w(θ) journal September 2011
CFHTLenS: the Canada–France–Hawaii Telescope Lensing Survey: CFHTLenS journal October 2012
Simulating the LSST OCS for conducting survey simulations using the LSST scheduler conference August 2016
The LSST Scheduler from design to construction conference July 2016
PKDGRAV3: beyond trillion particle cosmological simulations for the next era of galaxy surveys journal May 2017
The LSST-DESC 3x2pt Tomography Optimization Challenge journal October 2021
dustmaps: A Python interface for maps of interstellar dust journal June 2018
Testing lsst Dither Strategies for Survey Uniformity and Large-Scale Structure Systematics journal September 2016
Photometric Redshifts with the LSST: Evaluating Survey Observing Strategies journal January 2018
Probabilistic Forward Modeling of Galaxy Catalogs with Normalizing Flows journal July 2024
LSST: From Science Drivers to Reference Design and Anticipated Data Products journal March 2019
The Complete Calibration of the Color–Redshift Relation (C3R2) Survey: Analysis and Data Release 2 journal May 2019
How to Obtain the Redshift Distribution from Probabilistic Redshift Estimates journal March 2022
Core Cosmology Library: Precision Cosmological Predictions for LSST journal May 2019
The Outer Rim Simulation: A Path to Many-core Supercomputers journal November 2019
CosmoDC2: A Synthetic Sky Catalog for Dark Energy Science with LSST journal December 2019
The LSST DESC DC2 Simulated Sky Survey journal March 2021
Dark Energy Survey Year 3 Results: Measuring the Survey Transfer Function with Balrog journal January 2022
COSMOS2020: A Panchromatic View of the Universe to z ∼ 10 from Two Complementary Catalogs journal January 2022
Hyper Suprime-Cam Year 3 Results: Cosmology from Cosmic Shear Power Spectra preprint January 2023
Hyper Suprime-Cam Year 3 Results: Cosmology from Cosmic Shear Two-point Correlation Functions preprint January 2023
The Atacama Cosmology Telescope: DR6 Gravitational Lensing Map and Cosmological Parameters preprint January 2023
Improving Photometric Redshift Estimates with Training Sample Augmentation text January 2024

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