Angular systematics-free cosmological analysis of galaxy clustering in configuration space
Abstract
ABSTRACT Galaxy redshift surveys are subject to incompleteness and inhomogeneous sampling due to the various constraints inherent to spectroscopic observations. This can introduce systematic errors on the summary statistics of interest, which need to be mitigated in cosmological analysis to achieve high accuracy. Standard practices involve applying weighting schemes based on completeness estimates across the survey footprint, possibly supplemented with additional weighting schemes accounting for density-dependent effects. In this work, we concentrate on pure angular systematics and describe an alternative approach consisting in analysing the galaxy two-point correlation function where angular modes are nulled. By construction, this procedure removes all possible known and unknown sources of angular observational systematics, but also part of the cosmological signal. We use a modified Landy–Szalay estimator for the two-point correlation function that relies on an additional random catalogue where angular positions are randomly drawn from the galaxy catalogue, and provide an analytical model to describe this modified statistic. We test the model by performing an analysis of the full anisotropic clustering in mock catalogues of luminous red and emission-line galaxies at 0.43 < z < 1.1. We find that the model fully accounts for the modified correlation function in redshift space, without introducing new nuisance parameters. The derived cosmological parameters from the analysis of baryon acoustic oscillations and redshift-space distortions display slightly larger statistical uncertainties, mostly for the growth rate of structure parameter fσ8 that exhibits a $$50{{\ \rm per\ cent}}$$ statistical error increase, but free from angular systematic error.
- Authors:
- Publication Date:
- Research Org.:
- US Department of Energy (USDOE), Washington, DC (United States). Office of Science, Sloan Digital Sky Survey (SDSS)
- Sponsoring Org.:
- USDOE; French National Research Agency (ANR); National Research Foundation of Korea (NRF)
- OSTI Identifier:
- 1856461
- Alternate Identifier(s):
- OSTI ID: 1982683
- Resource Type:
- Published Article
- Journal Name:
- Monthly Notices of the Royal Astronomical Society
- Additional Journal Information:
- Journal Name: Monthly Notices of the Royal Astronomical Society Journal Volume: 512 Journal Issue: 1; Journal ID: ISSN 0035-8711
- Publisher:
- Oxford University Press
- Country of Publication:
- United Kingdom
- Language:
- English
- Subject:
- 79 ASTRONOMY AND ASTROPHYSICS; galaxies; statistics; large-scale structure of Universe
Citation Formats
Paviot, Romain, de la Torre, Sylvain, de Mattia, Arnaud, Zhao, Cheng, Bautista, Julian, Burtin, Etienne, Dawson, Kyle, Escoffier, Stéphanie, Jullo, Eric, Raichoor, Anand, Ross, Ashley J., and Rossi, Graziano. Angular systematics-free cosmological analysis of galaxy clustering in configuration space. United Kingdom: N. p., 2022.
Web. doi:10.1093/mnras/stac560.
Paviot, Romain, de la Torre, Sylvain, de Mattia, Arnaud, Zhao, Cheng, Bautista, Julian, Burtin, Etienne, Dawson, Kyle, Escoffier, Stéphanie, Jullo, Eric, Raichoor, Anand, Ross, Ashley J., & Rossi, Graziano. Angular systematics-free cosmological analysis of galaxy clustering in configuration space. United Kingdom. https://doi.org/10.1093/mnras/stac560
Paviot, Romain, de la Torre, Sylvain, de Mattia, Arnaud, Zhao, Cheng, Bautista, Julian, Burtin, Etienne, Dawson, Kyle, Escoffier, Stéphanie, Jullo, Eric, Raichoor, Anand, Ross, Ashley J., and Rossi, Graziano. Tue .
"Angular systematics-free cosmological analysis of galaxy clustering in configuration space". United Kingdom. https://doi.org/10.1093/mnras/stac560.
@article{osti_1856461,
title = {Angular systematics-free cosmological analysis of galaxy clustering in configuration space},
author = {Paviot, Romain and de la Torre, Sylvain and de Mattia, Arnaud and Zhao, Cheng and Bautista, Julian and Burtin, Etienne and Dawson, Kyle and Escoffier, Stéphanie and Jullo, Eric and Raichoor, Anand and Ross, Ashley J. and Rossi, Graziano},
abstractNote = {ABSTRACT Galaxy redshift surveys are subject to incompleteness and inhomogeneous sampling due to the various constraints inherent to spectroscopic observations. This can introduce systematic errors on the summary statistics of interest, which need to be mitigated in cosmological analysis to achieve high accuracy. Standard practices involve applying weighting schemes based on completeness estimates across the survey footprint, possibly supplemented with additional weighting schemes accounting for density-dependent effects. In this work, we concentrate on pure angular systematics and describe an alternative approach consisting in analysing the galaxy two-point correlation function where angular modes are nulled. By construction, this procedure removes all possible known and unknown sources of angular observational systematics, but also part of the cosmological signal. We use a modified Landy–Szalay estimator for the two-point correlation function that relies on an additional random catalogue where angular positions are randomly drawn from the galaxy catalogue, and provide an analytical model to describe this modified statistic. We test the model by performing an analysis of the full anisotropic clustering in mock catalogues of luminous red and emission-line galaxies at 0.43 < z < 1.1. We find that the model fully accounts for the modified correlation function in redshift space, without introducing new nuisance parameters. The derived cosmological parameters from the analysis of baryon acoustic oscillations and redshift-space distortions display slightly larger statistical uncertainties, mostly for the growth rate of structure parameter fσ8 that exhibits a $50{{\ \rm per\ cent}}$ statistical error increase, but free from angular systematic error.},
doi = {10.1093/mnras/stac560},
journal = {Monthly Notices of the Royal Astronomical Society},
number = 1,
volume = 512,
place = {United Kingdom},
year = {Tue Mar 15 00:00:00 EDT 2022},
month = {Tue Mar 15 00:00:00 EDT 2022}
}
https://doi.org/10.1093/mnras/stac560
Works referenced in this record:
The Baryon Oscillation Spectroscopic Survey of Sdss-Iii
journal, December 2012
- Dawson, Kyle S.; Schlegel, David J.; Ahn, Christopher P.
- The Astronomical Journal, Vol. 145, Issue 1
The WiggleZ Dark Energy Survey: the selection function and z= 0.6 galaxy power spectrum: WiggleZ survey: selection function
journal, May 2010
- Blake, Chris; Brough, Sarah; Colless, Matthew
- Monthly Notices of the Royal Astronomical Society
The Sdss-Iv Extended Baryon Oscillation Spectroscopic Survey: Overview and Early data
journal, February 2016
- Dawson, Kyle S.; Kneib, Jean-Paul; Percival, Will J.
- The Astronomical Journal, Vol. 151, Issue 2
The Anglo-Australian Observatory 2dF facility
journal, June 2002
- Lewis, I. J.; Cannon, R. D.; Taylor, K.
- Monthly Notices of the Royal Astronomical Society, Vol. 333, Issue 2
Cuba—a library for multidimensional numerical integration
journal, June 2005
- Hahn, T.
- Computer Physics Communications, Vol. 168, Issue 2
Clustering in the 1.2-Jy IRAS Galaxy Redshift Survey - I. The redshift and real space correlation functions*
journal, January 1994
- Fisher, K. B.; Davis, M.; Strauss, M. A.
- Monthly Notices of the Royal Astronomical Society, Vol. 266, Issue 1
Cosmology and fundamental physics with the Euclid satellite
journal, April 2018
- Amendola, Luca; Appleby, Stephen; Avgoustidis, Anastasios
- Living Reviews in Relativity, Vol. 21, Issue 1
An evolution free test for non-zero cosmological constant
journal, October 1979
- Alcock, Charles; Paczyński, Bohdan
- Nature, Vol. 281, Issue 5730
Modelling non-linear redshift-space distortions in the galaxy clustering pattern: systematic errors on the growth rate parameter: Non-linear redshift-space distortions
journal, October 2012
- de la Torre, Sylvain; Guzzo, Luigi
- Monthly Notices of the Royal Astronomical Society, Vol. 427, Issue 1
Baryon acoustic oscillations in the Sloan Digital Sky Survey Data Release 7 galaxy sample
journal, February 2010
- Percival, Will J.; Reid, Beth A.; Eisenstein, Daniel J.
- Monthly Notices of the Royal Astronomical Society, Vol. 401, Issue 4
The Completed SDSS-IV extended Baryon Oscillation Spectroscopic Survey: measurement of the BAO and growth rate of structure of the emission line galaxy sample from the anisotropic power spectrum between redshift 0.6 and 1.1
journal, December 2020
- de Mattia, Arnaud; Ruhlmann-Kleider, Vanina; Raichoor, Anand
- Monthly Notices of the Royal Astronomical Society
Uncorrelated modes of the non-linear power spectrum
journal, February 2000
- Hamilton, A. J. S.
- Monthly Notices of the Royal Astronomical Society, Vol. 312, Issue 2
The Completed SDSS-IV extended Baryon Oscillation Spectroscopic Survey: measurement of the BAO and growth rate of structure of the luminous red galaxy sample from the anisotropic correlation function between redshifts 0.6 and 1
journal, September 2020
- Bautista, Julian E.; Paviot, Romain; Magaña, Mariana Vargas
- Monthly Notices of the Royal Astronomical Society
HEALPix: A Framework for High‐Resolution Discretization and Fast Analysis of Data Distributed on the Sphere
journal, April 2005
- Gorski, K. M.; Hivon, E.; Banday, A. J.
- The Astrophysical Journal, Vol. 622, Issue 2
Commissioning and performances of the VLT-VIMOS
conference, March 2003
- LeFevre, Oliver; Saisse, Michel; Mancini, Dario
- Astronomical Telescopes and Instrumentation, SPIE Proceedings
The Multi-Object, Fiber-Fed Spectrographs for the Sloan Digital sky Survey and the Baryon Oscillation Spectroscopic Survey
journal, July 2013
- Smee, Stephen A.; Gunn, James E.; Uomoto, Alan
- The Astronomical Journal, Vol. 146, Issue 2
The completed SDSS-IV extended Baryon Oscillation Spectroscopic Survey: large-scale structure catalogues and measurement of the isotropic BAO between redshift 0.6 and 1.1 for the Emission Line Galaxy Sample
journal, October 2020
- Raichoor, Anand; de Mattia, Arnaud; Ross, Ashley J.
- Monthly Notices of the Royal Astronomical Society, Vol. 500, Issue 3
The VIMOS Public Extragalactic Redshift Survey (VIPERS): Galaxy clustering and redshift-space distortions at
journal, August 2013
- de la Torre, S.; Guzzo, L.; Peacock, J. A.
- Astronomy & Astrophysics, Vol. 557
The clustering of galaxies in the completed SDSS-III Baryon Oscillation Spectroscopic Survey: cosmological analysis of the DR12 galaxy sample
journal, March 2017
- Alam, Shadab; Ata, Metin; Bailey, Stephen
- Monthly Notices of the Royal Astronomical Society, Vol. 470, Issue 3
The clustering of galaxies in the SDSS-III Baryon Oscillation Spectroscopic Survey: analysis of potential systematics: Systematic analysis of BOSS 3D clustering
journal, June 2012
- Ross, Ashley J.; Percival, Will J.; Sánchez, Ariel G.
- Monthly Notices of the Royal Astronomical Society, Vol. 424, Issue 1
The completed SDSS-IV extended baryon oscillation spectroscopic survey: growth rate of structure measurement from anisotropic clustering analysis in configuration space between redshift 0.6 and 1.1 for the emission-line galaxy sample
journal, October 2020
- Tamone, Amélie; Raichoor, Anand; Zhao, Cheng
- Monthly Notices of the Royal Astronomical Society, Vol. 499, Issue 4
SDSS-III Baryon Oscillation Spectroscopic Survey Data Release 12: galaxy target selection and large-scale structure catalogues
journal, November 2015
- Reid, Beth; Ho, Shirley; Padmanabhan, Nikhil
- Monthly Notices of the Royal Astronomical Society, Vol. 455, Issue 2
The VIMOS Public Extragalactic Redshift Survey (VIPERS): The growth of structure at 0.5 <
journal, July 2017
- Pezzotta, A.; de la Torre, S.; Bel, J.
- Astronomy & Astrophysics, Vol. 604
Bias and variance of angular correlation functions
journal, July 1993
- Landy, Stephen D.; Szalay, Alexander S.
- The Astrophysical Journal, Vol. 412
The 2dF Galaxy Redshift Survey: power-spectrum analysis of the final data set and cosmological implications
journal, September 2005
- Cole, Shaun; Percival, Will J.; Peacock, John A.
- Monthly Notices of the Royal Astronomical Society, Vol. 362, Issue 2
How accurate is Limber's equation?
journal, August 2007
- Simon, P.
- Astronomy & Astrophysics, Vol. 473, Issue 3
EZmocks: extending the Zel'dovich approximation to generate mock galaxy catalogues with accurate clustering statistics
journal, November 2014
- Chuang, Chia-Hsun; Kitaura, Francisco-Shu; Prada, Francisco
- Monthly Notices of the Royal Astronomical Society, Vol. 446, Issue 3
The 2.5 m Telescope of the Sloan Digital Sky Survey
journal, April 2006
- Gunn, James E.; Siegmund, Walter A.; Mannery, Edward J.
- The Astronomical Journal, Vol. 131, Issue 4
Modelling baryon acoustic oscillations with perturbation theory and stochastic halo biasing
journal, December 2013
- Kitaura, Francisco-Shu; Yepes, Gustavo; Prada, Francisco
- Monthly Notices of the Royal Astronomical Society: Letters, Vol. 439, Issue 1
Accurate fitting functions for peculiar velocity spectra in standard and massive-neutrino cosmologies
journal, February 2019
- Bel, J.; Pezzotta, A.; Carbone, C.
- Astronomy & Astrophysics, Vol. 622
The Completed SDSS-IV extended Baryon Oscillation Spectroscopic Survey: Large-scale structure catalogues for cosmological analysis
journal, September 2020
- Ross, Ashley J.; Bautista, Julian; Tojeiro, Rita
- Monthly Notices of the Royal Astronomical Society, Vol. 498, Issue 2
Multiplicative errors in the galaxy power spectrum: self-calibration of unknown photometric systematics for precision cosmology
journal, January 2015
- Shafer, Daniel L.; Huterer, Dragan
- Monthly Notices of the Royal Astronomical Society, Vol. 447, Issue 3
The WiggleZ Dark Energy Survey: joint measurements of the expansion and growth history at z < 1 : WiggleZ Survey: expansion history
journal, July 2012
- Blake, Chris; Brough, Sarah; Colless, Matthew
- Monthly Notices of the Royal Astronomical Society, Vol. 425, Issue 1
Fast analytical calculation of the random pair counts for realistic survey geometry
journal, February 2021
- Breton, Michel-Andrès; de la Torre, Sylvain
- Astronomy & Astrophysics, Vol. 646
The Completed SDSS-IV extended Baryon Oscillation Spectroscopic Survey: measurement of the BAO and growth rate of structure of the luminous red galaxy sample from the anisotropic power spectrum between redshifts 0.6 and 1.0
journal, August 2020
- Gil-Marín, Héctor; Bautista, Julián E.; Paviot, Romain
- Monthly Notices of the Royal Astronomical Society, Vol. 498, Issue 2
The Analysis of Counts of the Extragalactic Nebulae in Terms of a Fluctuating Density Field.
journal, January 1953
- Limber, D. Nelson
- The Astrophysical Journal, Vol. 117
Fast estimation of polarization power spectra using correlation functions
journal, May 2004
- Chon, Gayoung; Challinor, Anthony; Prunet, Simon
- Monthly Notices of the Royal Astronomical Society, Vol. 350, Issue 3