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Title: The completed SDSS-IV extended Baryon Oscillation Spectroscopic Survey: N -body mock challenge for the quasar sample

Abstract

ABSTRACT The growth rate and expansion history of the Universe can be measured from large galaxy redshift surveys using the Alcock–Paczynski effect. We validate the Redshift Space Distortion models used in the final analysis of the Sloan Digital Sky Survey (SDSS) extended Baryon Oscillation Spectroscopic Survey (eBOSS) Data Release 16 quasar clustering sample, in configuration and Fourier space, using a series of halo occupation distribution mock catalogues generated using the OuterRim N-body simulation. We test three models on a series of non-blind mocks, in the OuterRim cosmology, and blind mocks, which have been rescaled to new cosmologies, and investigate the effects of redshift smearing and catastrophic redshifts. We find that for the non-blind mocks, the models are able to recover fσ8 to within 3 per cent and α∥ and α⊥ to within 1 per cent. The scatter in the measurements is larger for the blind mocks, due to the assumption of an incorrect fiducial cosmology. From this mock challenge, we find that all three models perform well, with similar systematic errors on fσ8, α∥, and α⊥ at the level of $$\sigma _{f\sigma _8}=0.013$$, $$\sigma _{\alpha _\parallel }=0.012$$, and $$\sigma _{\alpha _\bot }=0.008$$. The systematic error on the combined consensus is $$\sigma _{f\sigma _8}=0.011$$, $$\sigma _{\alpha _\parallel }=0.008$$, and $$\sigma _{\alpha _\bot }=0.005$$, which is used in the final DR16 analysis. For baryon acoustic oscillation fits in configuration and Fourier space, we take conservative systematic errors of $$\sigma _{\alpha _\parallel }=0.010$$ and $$\sigma _{\alpha _\bot }=0.007$$.

Authors:
 [1];  [1];  [2];  [1]; ORCiD logo [3];  [4];  [5];  [6];  [7];  [8];  [9];  [10];  [6];  [11];  [10];  [12];  [13];  [14];  [15];  [16]
  1. IRFU, CEA, Université Paris-Saclay, F-91191 Gif-sur-Yvette, France
  2. Max-Planck-Institut für Extraterrestrische Physik, Postfach 1312, Giessenbachstr., D-85748 Garching bei München, Germany
  3. Center for Cosmology and Astro-Particle Physics, The Ohio State University, Columbus, OH 43210, USA
  4. Institute for Astronomy, University of Edinburgh, Royal Observatory, Edinburgh EH9 3HJ, UK
  5. Apache Point Observatory and New Mexico State University, P.O. Box 59, Sunspot, NM 88349, USA
  6. Department Physics and Astronomy, University of Utah, 115 S 1400 E, Salt Lake City, UT 84112, USA
  7. High Energy Physics Division, Argonne National Laboratory, Lemont, IL 60439, USA, Computational Science Division, Argonne National Laboratory, Lemont, IL 60439, USA
  8. High Energy Physics Division, Argonne National Laboratory, Lemont, IL 60439, USA
  9. Institute of Physics, Laboratory of Astrophysics, École Polytechnique Fédérale de Lausanne (EPFL), Observatoire de Sauverny, CH-1290 Versoix, Switzerland
  10. Department of Physics and Astronomy, University of Wyoming, Laramie, WY 82071, USA
  11. Sub-department of Astrophysics, Department of Physics, University of Oxford, Denys Wilkinson Building, Keble Road, Oxford OX1 3RH, UK
  12. Waterloo Centre for Astrophysics, Department of Physics and Astronomy, University of Waterloo, Waterloo, ON N2L 3G1, Canada, Department of Physics and Astronomy, University of Waterloo, Waterloo, ON N2L 3G1, Canada, Perimeter Institute for Theoretical Physics, 31 Caroline St. North, Waterloo, ON N2L 2Y5, Canada
  13. Department of Physics and Astronomy, Sejong University, Seoul 143-747, Korea
  14. Department of Astronomy and Astrophysics, The Pennsylvania State University, University Park, PA 16802, USA, Institute for Gravitation and the Cosmos, The Pennsylvania State University, University Park, PA 16802, USA
  15. IRFU, CEA, Université Paris-Saclay, F-91191 Gif-sur-Yvette, France, Institute for Computational Cosmology, Dept. of Physics, University of Durham, South Road, Durham DH1 3LE, UK
  16. National Astronomy Observatories, Chinese Academy of Science, Beijing, 100101, P.R. China, Institute of Cosmology & Gravitation, Dennis Sciama Building, University of Portsmouth, Portsmouth PO1 3FX, UK
Publication Date:
Research Org.:
Argonne National Lab. (ANL), Argonne, IL (United States)
Sponsoring Org.:
USDOE; National Research Foundation of Korea (NRF)
OSTI Identifier:
1671141
Alternate Identifier(s):
OSTI ID: 1826086
Grant/Contract Number:  
AC02-06CH11357; AC02-05CH11231
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: 499 Journal Issue: 1; Journal ID: ISSN 0035-8711
Publisher:
Oxford University Press
Country of Publication:
United Kingdom
Language:
English
Subject:
79 ASTRONOMY AND ASTROPHYSICS; catalogues; large-scale structure of Universe; methods: data analysis

Citation Formats

Smith, Alex, Burtin, Etienne, Hou, Jiamin, Neveux, Richard, Ross, Ashley J., Alam, Shadab, Brinkmann, Jonathan, Dawson, Kyle S., Habib, Salman, Heitmann, Katrin, Kneib, Jean-Paul, Lyke, Brad W., du Mas des Bourboux, Hélion, Mueller, Eva-Maria, Myers, Adam D., Percival, Will J., Rossi, Graziano, Schneider, Donald P., Zarrouk, Pauline, and Zhao, Gong-Bo. The completed SDSS-IV extended Baryon Oscillation Spectroscopic Survey: N -body mock challenge for the quasar sample. United Kingdom: N. p., 2020. Web. doi:10.1093/mnras/staa2825.
Smith, Alex, Burtin, Etienne, Hou, Jiamin, Neveux, Richard, Ross, Ashley J., Alam, Shadab, Brinkmann, Jonathan, Dawson, Kyle S., Habib, Salman, Heitmann, Katrin, Kneib, Jean-Paul, Lyke, Brad W., du Mas des Bourboux, Hélion, Mueller, Eva-Maria, Myers, Adam D., Percival, Will J., Rossi, Graziano, Schneider, Donald P., Zarrouk, Pauline, & Zhao, Gong-Bo. The completed SDSS-IV extended Baryon Oscillation Spectroscopic Survey: N -body mock challenge for the quasar sample. United Kingdom. https://doi.org/10.1093/mnras/staa2825
Smith, Alex, Burtin, Etienne, Hou, Jiamin, Neveux, Richard, Ross, Ashley J., Alam, Shadab, Brinkmann, Jonathan, Dawson, Kyle S., Habib, Salman, Heitmann, Katrin, Kneib, Jean-Paul, Lyke, Brad W., du Mas des Bourboux, Hélion, Mueller, Eva-Maria, Myers, Adam D., Percival, Will J., Rossi, Graziano, Schneider, Donald P., Zarrouk, Pauline, and Zhao, Gong-Bo. Fri . "The completed SDSS-IV extended Baryon Oscillation Spectroscopic Survey: N -body mock challenge for the quasar sample". United Kingdom. https://doi.org/10.1093/mnras/staa2825.
@article{osti_1671141,
title = {The completed SDSS-IV extended Baryon Oscillation Spectroscopic Survey: N -body mock challenge for the quasar sample},
author = {Smith, Alex and Burtin, Etienne and Hou, Jiamin and Neveux, Richard and Ross, Ashley J. and Alam, Shadab and Brinkmann, Jonathan and Dawson, Kyle S. and Habib, Salman and Heitmann, Katrin and Kneib, Jean-Paul and Lyke, Brad W. and du Mas des Bourboux, Hélion and Mueller, Eva-Maria and Myers, Adam D. and Percival, Will J. and Rossi, Graziano and Schneider, Donald P. and Zarrouk, Pauline and Zhao, Gong-Bo},
abstractNote = {ABSTRACT The growth rate and expansion history of the Universe can be measured from large galaxy redshift surveys using the Alcock–Paczynski effect. We validate the Redshift Space Distortion models used in the final analysis of the Sloan Digital Sky Survey (SDSS) extended Baryon Oscillation Spectroscopic Survey (eBOSS) Data Release 16 quasar clustering sample, in configuration and Fourier space, using a series of halo occupation distribution mock catalogues generated using the OuterRim N-body simulation. We test three models on a series of non-blind mocks, in the OuterRim cosmology, and blind mocks, which have been rescaled to new cosmologies, and investigate the effects of redshift smearing and catastrophic redshifts. We find that for the non-blind mocks, the models are able to recover fσ8 to within 3 per cent and α∥ and α⊥ to within 1 per cent. The scatter in the measurements is larger for the blind mocks, due to the assumption of an incorrect fiducial cosmology. From this mock challenge, we find that all three models perform well, with similar systematic errors on fσ8, α∥, and α⊥ at the level of $\sigma _{f\sigma _8}=0.013$, $\sigma _{\alpha _\parallel }=0.012$, and $\sigma _{\alpha _\bot }=0.008$. The systematic error on the combined consensus is $\sigma _{f\sigma _8}=0.011$, $\sigma _{\alpha _\parallel }=0.008$, and $\sigma _{\alpha _\bot }=0.005$, which is used in the final DR16 analysis. For baryon acoustic oscillation fits in configuration and Fourier space, we take conservative systematic errors of $\sigma _{\alpha _\parallel }=0.010$ and $\sigma _{\alpha _\bot }=0.007$.},
doi = {10.1093/mnras/staa2825},
journal = {Monthly Notices of the Royal Astronomical Society},
number = 1,
volume = 499,
place = {United Kingdom},
year = {Fri Sep 18 00:00:00 EDT 2020},
month = {Fri Sep 18 00:00:00 EDT 2020}
}

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  • DOI: 10.1093/mnras/stw2576

A Halo Occupation Interpretation of Quasars at z ∼ 1.5 Using Very Small-Scale Clustering Information
journal, March 2019

  • Eftekharzadeh, S.; Myers, A. D.; Kourkchi, E.
  • Monthly Notices of the Royal Astronomical Society, Vol. 486, Issue 1
  • DOI: 10.1093/mnras/stz770

The clustering of galaxies in the completed SDSS-III Baryon Oscillation Spectroscopic Survey: Cosmological implications of the Fourier space wedges of the final sample
journal, January 2017

  • Grieb, Jan Niklas; Sánchez, Ariel G.; Salazar-Albornoz, Salvador
  • Monthly Notices of the Royal Astronomical Society
  • DOI: 10.1093/mnras/stw3384

The clustering of galaxies in the completed SDSS-III Baryon Oscillation Spectroscopic Survey: observational systematics and baryon acoustic oscillations in the correlation function
journal, September 2016

  • Ross, Ashley J.; Beutler, Florian; Chuang, Chia-Hsun
  • Monthly Notices of the Royal Astronomical Society, Vol. 464, Issue 1
  • DOI: 10.1093/mnras/stw2372

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
  • DOI: 10.1086/500975

Accurate fitting functions for peculiar velocity spectra in standard and massive-neutrino cosmologies
journal, February 2019


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
  • DOI: 10.1093/mnras/staa2416

Detection of the Baryon Acoustic Peak in the Large‐Scale Correlation Function of SDSS Luminous Red Galaxies
journal, November 2005

  • Eisenstein, Daniel J.; Zehavi, Idit; Hogg, David W.
  • The Astrophysical Journal, Vol. 633, Issue 2
  • DOI: 10.1086/466512

Gaussian covariance matrices for anisotropic galaxy clustering measurements
journal, February 2016

  • Grieb, Jan Niklas; Sánchez, Ariel G.; Salazar-Albornoz, Salvador
  • Monthly Notices of the Royal Astronomical Society, Vol. 457, Issue 2
  • DOI: 10.1093/mnras/stw065

A test of the nature of cosmic acceleration using galaxy redshift distortions
journal, January 2008


Moving around the cosmological parameter space: A nonlinear power spectrum reconstruction based on high-resolution cosmic responses
journal, December 2017


The WiggleZ Dark Energy Survey: mapping the distance-redshift relation with baryon acoustic oscillations: WiggleZ Survey: BAOs in redshift slices
journal, October 2011


The evolution of large-scale structure in a universe dominated by cold dark matter
journal, May 1985

  • Davis, M.; Efstathiou, G.; Frenk, C. S.
  • The Astrophysical Journal, Vol. 292
  • DOI: 10.1086/163168

Semi-analytic modelling of AGNs: autocorrelation function and halo occupation
journal, July 2020

  • Oogi, Taira; Shirakata, Hikari; Nagashima, Masahiro
  • Monthly Notices of the Royal Astronomical Society, Vol. 497, Issue 1
  • DOI: 10.1093/mnras/staa1961

The clustering of galaxies in the completed SDSS-III Baryon Oscillation Spectroscopic Survey: combining correlated Gaussian posterior distributions
journal, September 2016

  • Sánchez, Ariel G.; Grieb, Jan Niklas; Salazar-Albornoz, Salvador
  • Monthly Notices of the Royal Astronomical Society, Vol. 464, Issue 2
  • DOI: 10.1093/mnras/stw2495