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Title: The clustering of galaxies in the completed SDSS-III Baryon Oscillation Spectroscopic Survey: anisotropic galaxy clustering in Fourier space

Abstract

We investigate the anisotropic clustering of the Baryon Oscillation Spectroscopic Survey (BOSS) Data Release 12 sample, which consists of 1198 006 galaxies in the redshift range 0.2 < z < 0.75 and a sky coverage of 10 252 deg2. We analyse this data set in Fourier space, using the power-spectrum multipoles to measure redshift-space distortions simultaneously with the Alcock–Paczynski effect and the baryon acoustic oscillation scale. We include the power-spectrum monopole, quadrupole and hexadecapole in our analysis and compare our measurements with a perturbation-theory-based model, while properly accounting for the survey window function. To evaluate the reliability of our analysis pipeline, we participate in a mock challenge, which results in systematic uncertainties significantly smaller than the statistical uncertainties. While the high-redshift constraint on fσ8 at zeff = 0.61 indicates a small (~1.4σ) deviation from the prediction of the Planck ΛCDM (Λ cold dark matter) model, the low-redshift constraint is in good agreement with Planck ΛCDM. This paper is part of a set that analyses the final galaxy clustering data set from BOSS. Lastly, the measurements and likelihoods presented here are combined with others in Alam et al. to produce the final cosmological constraints from BOSS.

Authors:
 [1];  [2];  [3];  [4];  [5];  [6];  [7];  [8];  [9];  [10];  [11];  [12];  [13];  [12];  [14];  [15];  [16];  [17];  [18];  [19] more »;  [20];  [21];  [22] « less
+ Show Author Affiliations
  1. Univ. of Portsmouth (United Kingdom). Inst. of Cosmology & Gravitation; Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States)
  2. Ohio Univ., Athens, OH (United States). Dept. of Physics and Astronomy
  3. Max Planck Inst. fur Astrophysik, Garching bei Munchen (Germany); Univ. of Tokyo (Japan). Inst. for Advanced Study, Kavli Inst. for the Physics and Mathematics of the Universe (WPI)
  4. Leibniz Inst. fur Astrophysik Potsdam (AIP), Potsdam (Germany); Univ. Autonoma de Madrid (Spain). Dept. de Fisica Teorica
  5. Univ. de Barcelona (Spain). Inst. de Ciencies del Cosmos (ICCUB)
  6. Harvard-Smithsonian Center for Astrophysics, Cambridge, MA (United States)
  7. Sorbonne Univ., Paris (France). Inst. Lagrange de Paris; Univ. Pierre et Marie Curie, Paris (France). Lab. de Physique Nuclaire et de Hautes Energies
  8. Ludwig Maximilian Univ., Munich (Germany). Univ. Sternwarte Munchen; Max Planck Inst. fur Extraterrestrische Physik, Garching (Germany)
  9. Univ. of California, Berkeley, CA (United States). Dept. of Astronomy
  10. Leibniz Inst. fur Astrophysik Potsdam (AIP), Potsdam (Germany)
  11. Univ. of California, Berkeley, CA (United States). Dept. of Physics
  12. Univ. of Portsmouth (United Kingdom). Inst. of Cosmology & Gravitation
  13. Pennsylvania State Univ., University Park, PA (United States). Inst. for Gravitation and the Cosmos
  14. Inst. de Astrofisica de Andalucia (CSIC), Granada (Spain); Campus of International Excellence UAM+CSIC, Madrid (Spain); Univ. Autonoma de Madrid (Spain). Dept. de Fisica Teorica
  15. Max Planck Inst. fur Extraterrestrische Physik, Garching (Germany)
  16. Univ. Autonoma de Madrid (Spain). Dept. de Fisica Teorica; Campus of International Excellence UAM+CSIC, Madrid (Spain)
  17. Sorbonne Univ., Paris (France). Inst. Lagrange de Paris; Univ. of Portsmouth (United Kingdom). Inst. of Cosmology & Gravitation
  18. Univ. of Edinburgh, Scotland (United Kingdom). The Royal Observatory, Inst. for Astronomy
  19. Pennsylvania State Univ., University Park, PA (United States). Dept. of Astronomy and Astrophysics; Pennsylvania State Univ., University Park, PA (United States). Inst. for Gravitation and the Cosmos
  20. New York Univ. (NYU), NY (United States). Dept. of Physics, Center for Cosmology and Particle Physics
  21. Univ. of St. Andrews, Scotland (United Kingdom). School of Phsyics and Astronomy
  22. Univ. Nacional Autonoma de Mexico (UNAM), Mexico City (Mexico). Inst. de Fisica
Publication Date:
Research Org.:
Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States). National Energy Research Scientific Computing Center (NERSC)
Sponsoring Org.:
USDOE Office of Science (SC), High Energy Physics (HEP); National Science Foundation (NSF)
OSTI Identifier:
1526477
Grant/Contract Number:  
AC02-05CH11231; SC0014329; CSD2009-00064; SEV-2012-0249; AYA2014-60641-C2-1-P
Resource Type:
Accepted Manuscript
Journal Name:
Monthly Notices of the Royal Astronomical Society
Additional Journal Information:
Journal Volume: 466; Journal Issue: 2; Journal ID: ISSN 0035-8711
Publisher:
Royal Astronomical Society
Country of Publication:
United States
Language:
English
Subject:
97 MATHEMATICS AND COMPUTING

Citation Formats

Beutler, Florian, Seo, Hee-Jong, Saito, Shun, Chuang, Chia-Hsun, Cuesta, Antonio J., Eisenstein, Daniel J., Gil-Marín, Héctor, Grieb, Jan Niklas, Hand, Nick, Kitaura, Francisco-Shu, Modi, Chirag, Nichol, Robert C., Olmstead, Matthew D., Percival, Will J., Prada, Francisco, Sánchez, Ariel G., Rodriguez-Torres, Sergio, Ross, Ashley J., Ross, Nicholas P., Schneider, Donald P., Tinker, Jeremy, Tojeiro, Rita, and Vargas-Magaña, Mariana. The clustering of galaxies in the completed SDSS-III Baryon Oscillation Spectroscopic Survey: anisotropic galaxy clustering in Fourier space. United States: N. p., 2016. Web. doi:10.1093/mnras/stw3298.
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Beutler, Florian, Seo, Hee-Jong, Saito, Shun, Chuang, Chia-Hsun, Cuesta, Antonio J., Eisenstein, Daniel J., Gil-Marín, Héctor, Grieb, Jan Niklas, Hand, Nick, Kitaura, Francisco-Shu, Modi, Chirag, Nichol, Robert C., Olmstead, Matthew D., Percival, Will J., Prada, Francisco, Sánchez, Ariel G., Rodriguez-Torres, Sergio, Ross, Ashley J., Ross, Nicholas P., Schneider, Donald P., Tinker, Jeremy, Tojeiro, Rita, & Vargas-Magaña, Mariana. The clustering of galaxies in the completed SDSS-III Baryon Oscillation Spectroscopic Survey: anisotropic galaxy clustering in Fourier space. United States. https://doi.org/10.1093/mnras/stw3298
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Beutler, Florian, Seo, Hee-Jong, Saito, Shun, Chuang, Chia-Hsun, Cuesta, Antonio J., Eisenstein, Daniel J., Gil-Marín, Héctor, Grieb, Jan Niklas, Hand, Nick, Kitaura, Francisco-Shu, Modi, Chirag, Nichol, Robert C., Olmstead, Matthew D., Percival, Will J., Prada, Francisco, Sánchez, Ariel G., Rodriguez-Torres, Sergio, Ross, Ashley J., Ross, Nicholas P., Schneider, Donald P., Tinker, Jeremy, Tojeiro, Rita, and Vargas-Magaña, Mariana. Sat . "The clustering of galaxies in the completed SDSS-III Baryon Oscillation Spectroscopic Survey: anisotropic galaxy clustering in Fourier space". United States. https://doi.org/10.1093/mnras/stw3298. https://www.osti.gov/servlets/purl/1526477.
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@article{osti_1526477,
title = {The clustering of galaxies in the completed SDSS-III Baryon Oscillation Spectroscopic Survey: anisotropic galaxy clustering in Fourier space},
author = {Beutler, Florian and Seo, Hee-Jong and Saito, Shun and Chuang, Chia-Hsun and Cuesta, Antonio J. and Eisenstein, Daniel J. and Gil-Marín, Héctor and Grieb, Jan Niklas and Hand, Nick and Kitaura, Francisco-Shu and Modi, Chirag and Nichol, Robert C. and Olmstead, Matthew D. and Percival, Will J. and Prada, Francisco and Sánchez, Ariel G. and Rodriguez-Torres, Sergio and Ross, Ashley J. and Ross, Nicholas P. and Schneider, Donald P. and Tinker, Jeremy and Tojeiro, Rita and Vargas-Magaña, Mariana},
abstractNote = {We investigate the anisotropic clustering of the Baryon Oscillation Spectroscopic Survey (BOSS) Data Release 12 sample, which consists of 1198 006 galaxies in the redshift range 0.2 < z < 0.75 and a sky coverage of 10 252 deg2. We analyse this data set in Fourier space, using the power-spectrum multipoles to measure redshift-space distortions simultaneously with the Alcock–Paczynski effect and the baryon acoustic oscillation scale. We include the power-spectrum monopole, quadrupole and hexadecapole in our analysis and compare our measurements with a perturbation-theory-based model, while properly accounting for the survey window function. To evaluate the reliability of our analysis pipeline, we participate in a mock challenge, which results in systematic uncertainties significantly smaller than the statistical uncertainties. While the high-redshift constraint on fσ8 at zeff = 0.61 indicates a small (~1.4σ) deviation from the prediction of the Planck ΛCDM (Λ cold dark matter) model, the low-redshift constraint is in good agreement with Planck ΛCDM. This paper is part of a set that analyses the final galaxy clustering data set from BOSS. Lastly, the measurements and likelihoods presented here are combined with others in Alam et al. to produce the final cosmological constraints from BOSS.},
doi = {10.1093/mnras/stw3298},
journal = {Monthly Notices of the Royal Astronomical Society},
number = 2,
volume = 466,
place = {United States},
year = {Sat Dec 17 00:00:00 EST 2016},
month = {Sat Dec 17 00:00:00 EST 2016}
}
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https://doi.org/10.1093/mnras/stw3298
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text, January 2014

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journal, September 2016

Large-Scale Anisotropic Correlation Function of SDSS Luminous Red Galaxies
text, January 2007

A New Method to Correct for Fiber Collisions in Galaxy Two-Point Statistics
text, January 2011

Measuring nonlocal Lagrangian peak bias
text, January 2013

Planck 2015 results. XIII. Cosmological parameters
text, January 2015

Measuring line-of-sight dependent Fourier-space clustering using FFTs
text, January 2015

Fast Estimators for Redshift-Space Clustering
text, January 2015

Precision measurement of the local bias of dark matter halos
text, January 2015

Separate Universe Consistency Relation and Calibration of Halo Bias
text, January 2015

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text, January 2015

A Measurement of the Quadrupole Power Spectrum in the Clustering of the 2dF QSO Survey
text, January 2005

The 2.5 m Telescope of the Sloan Digital Sky Survey
text, January 2006

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text, January 2006

The Sloan Digital Sky Survey Photometric Camera
text, January 1998

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    journal, November 2018

    Cosmology from large-scale structure: Constraining ΛCDM with BOSS
    journal, January 2020

    Testing ΛCDM at the lowest redshifts with SN Ia and galaxy velocities
    journal, May 2017

    • Huterer, Dragan; Shafer, Daniel L.; Scolnic, Daniel M.
    • Journal of Cosmology and Astroparticle Physics, Vol. 2017, Issue 05
    • DOI: 10.1088/1475-7516/2017/05/015

    Infrared resummation for biased tracers in redshift space
    journal, July 2018

    Assessing non-linear models for galaxy clustering III: theoretical accuracy for stage IV surveys
    journal, October 2019

    • Bose, Benjamin; Koyama, Kazuya; Winther, Hans A.
    • Journal of Cosmology and Astroparticle Physics, Vol. 2019, Issue 10
    • DOI: 10.1088/1475-7516/2019/10/021

    Measuring neutrino masses with large-scale structure: Euclid forecast with controlled theoretical error
    journal, November 2019

    The clustering of galaxies in the completed SDSS-III Baryon Oscillation Spectroscopic Survey: tomographic BAO analysis of DR12 combined sample in configuration space
    journal, May 2017

    • Wang, Yuting; Zhao, Gong-Bo; Chuang, Chia-Hsun
    • Monthly Notices of the Royal Astronomical Society, Vol. 469, Issue 3
    • DOI: 10.1093/mnras/stx1090

    Dipolar modulation in the size of galaxies: the effect of Doppler magnification
    journal, August 2017

    • Bonvin, Camille; Andrianomena, Sambatra; Bacon, David
    • Monthly Notices of the Royal Astronomical Society, Vol. 472, Issue 4
    • DOI: 10.1093/mnras/stx2049

    The clustering of galaxies in the completed SDSS-III Baryon Oscillation Spectroscopic Survey: constraining modified gravity
    journal, January 2018

    • Mueller, Eva-Maria; Percival, Will; Linder, Eric
    • Monthly Notices of the Royal Astronomical Society, Vol. 475, Issue 2
    • DOI: 10.1093/mnras/stx3232

    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
    • DOI: 10.1093/mnras/stx721

    The clustering of galaxies in the completed SDSS-III Baryon Oscillation Spectroscopic Survey: towards a computationally efficient analysis without informative priors
    journal, March 2017

    • Pellejero-Ibanez, Marcos; Chuang, Chia-Hsun; Rubiño-Martín, J. A.
    • Monthly Notices of the Royal Astronomical Society, Vol. 468, Issue 4
    • DOI: 10.1093/mnras/stx751

    A radial measurement of the galaxy tidal alignment magnitude with BOSS data
    journal, May 2018

    • Martens, Daniel; Hirata, Christopher M.; Ross, Ashley J.
    • Monthly Notices of the Royal Astronomical Society, Vol. 478, Issue 1
    • DOI: 10.1093/mnras/sty1100

    Power spectrum multipoles on the curved sky: an application to the 6-degree Field Galaxy Survey
    journal, July 2018

    • Blake, Chris; Carter, Paul; Koda, Jun
    • Monthly Notices of the Royal Astronomical Society, Vol. 479, Issue 4
    • DOI: 10.1093/mnras/sty1814

    The clustering of galaxies in the completed SDSS-III Baryon Oscillation Spectroscopic Survey: a tomographic analysis of structure growth and expansion rate from anisotropic galaxy clustering
    journal, September 2018

    • Wang, Yuting; Zhao, Gong-Bo; Chuang, Chia-Hsun
    • Monthly Notices of the Royal Astronomical Society, Vol. 481, Issue 3
    • DOI: 10.1093/mnras/sty2449

    Probing gravity with a joint analysis of galaxy and CMB lensing and SDSS spectroscopy
    journal, October 2018

    • Singh, Sukhdeep; Alam, Shadab; Mandelbaum, Rachel
    • Monthly Notices of the Royal Astronomical Society, Vol. 482, Issue 1
    • DOI: 10.1093/mnras/sty2681

    A complete FFT-based decomposition formalism for the redshift-space bispectrum
    journal, November 2018

    • Sugiyama, Naonori S.; Saito, Shun; Beutler, Florian
    • Monthly Notices of the Royal Astronomical Society, Vol. 484, Issue 1
    • DOI: 10.1093/mnras/sty3249

    The clustering of galaxies in the completed SDSS-III Baryon Oscillation Spectroscopic Survey: theoretical systematics and Baryon Acoustic Oscillations in the galaxy correlation function
    journal, March 2018

    • Vargas-Magaña, Mariana; Ho, Shirley; Cuesta, Antonio J.
    • Monthly Notices of the Royal Astronomical Society, Vol. 477, Issue 1
    • DOI: 10.1093/mnras/sty571

    Separate Universe simulations with IllustrisTNG: baryonic effects on power spectrum responses and higher-order statistics
    journal, July 2019

    • Barreira, Alexandre; Nelson, Dylan; Pillepich, Annalisa
    • Monthly Notices of the Royal Astronomical Society, Vol. 488, Issue 2
    • DOI: 10.1093/mnras/stz1807

    Cosmological measurements from angular power spectra analysis of BOSS DR12 tomography
    journal, January 2019

    • Loureiro, Arthur; Moraes, Bruno; Abdalla, Filipe B.
    • Monthly Notices of the Royal Astronomical Society, Vol. 485, Issue 1
    • DOI: 10.1093/mnras/stz191

    Cosmological Evidence Modelling: a new simulation-based approach to constrain cosmology on non-linear scales
    journal, September 2019

    • Lange, Johannes U.; van den Bosch, Frank C.; Zentner, Andrew R.
    • Monthly Notices of the Royal Astronomical Society, Vol. 490, Issue 2
    • DOI: 10.1093/mnras/stz2664

    Computing the small-scale galaxy power spectrum and bispectrum in configuration space
    journal, November 2019

    • Philcox, Oliver H. E.; Eisenstein, Daniel J.
    • Monthly Notices of the Royal Astronomical Society, Vol. 492, Issue 1
    • DOI: 10.1093/mnras/stz3335

    Likelihood non-Gaussianity in large-scale structure analyses
    journal, February 2019

    • Hahn, ChangHoon; Beutler, Florian; Sinha, Manodeep
    • Monthly Notices of the Royal Astronomical Society, Vol. 485, Issue 2
    • DOI: 10.1093/mnras/stz558

    Cosmology from cosmic shear power spectra with Subaru Hyper Suprime-Cam first-year data
    journal, March 2019

    • Hikage, Chiaki; Oguri, Masamune; Hamana, Takashi
    • Publications of the Astronomical Society of Japan, Vol. 71, Issue 2
    • DOI: 10.1093/pasj/psz010

    Modeling biased tracers at the field level
    journal, August 2019

    Growth of matter perturbations in the bi-Galileons field model
    journal, December 2019

    Evolution of the f σ 8 tension with the Planck 15 / Λ CDM determination and implications for modified gravity theories
    journal, May 2018

    Uneven flows: On cosmic bulk flows, local observers, and gravity
    journal, May 2018

    Constraining power of cosmological observables: Blind redshift spots and optimal ranges
    journal, March 2019

    Hints of modified gravity in cosmos and in the lab?
    journal, April 2019

    • Perivolaropoulos, Leandros; Kazantzidis, Lavrentios
    • International Journal of Modern Physics D, Vol. 28, Issue 05
    • DOI: 10.1142/s021827181942001x

    Neutrino Mass Ordering from Oscillations and Beyond: 2018 Status and Future Prospects
    journal, October 2018

    • de Salas, Pablo F.; Gariazzo, Stefano; Mena, Olga
    • Frontiers in Astronomy and Space Sciences, Vol. 5
    • DOI: 10.3389/fspas.2018.00036

    nbodykit: An Open-source, Massively Parallel Toolkit for Large-scale Structure
    journal, September 2018

    Using the Modified Nearest Neighbor Method to Correct Fiber-collision Effects on Galaxy Clustering
    journal, February 2019

    The VIMOS Public Extragalactic Redshift Survey (VIPERS): Star formation history of passive red galaxies⋆
    journal, January 2017

    The VIMOS Public Extragalactic Redshift Survey (VIPERS): PCA-based automatic cleaning and reconstruction of survey spectra⋆
    journal, March 2017

    Neutrino mass and dark energy constraints from redshift-space distortions
    journal, May 2019

    An accurate linear model for redshift space distortions in the void–galaxy correlation function
    journal, December 2018

    • Nadathur, Seshadri; Percival, Will J.
    • Monthly Notices of the Royal Astronomical Society, Vol. 483, Issue 3
    • DOI: 10.1093/mnras/sty3372

    The extended Baryon Oscillation Spectroscopic Survey: testing a new approach to measure the evolution of the structure growth
    journal, December 2018

    • Ruggeri, Rossana; Percival, Will J.; Mueller, Eva-Maria
    • Monthly Notices of the Royal Astronomical Society, Vol. 484, Issue 3
    • DOI: 10.1093/mnras/sty3452

    Cosmological inference from galaxy-clustering power spectrum: Gaussianization and covariance decomposition
    journal, March 2019

    • Wang, Mike (Shengbo); Percival, Will J.; Avila, Santiago
    • Monthly Notices of the Royal Astronomical Society, Vol. 486, Issue 1
    • DOI: 10.1093/mnras/stz829

    Nonlinear reconstruction of redshift space distortions
    journal, February 2018

    Primordial features from linear to nonlinear scales
    text, January 2020

    • Beutler, Florian; Biagetti, Matteo; Green, Daniel
    • Apollo - University of Cambridge Repository
    • DOI: 10.17863/cam.48003

    The VIMOS Public Extragalactic Redshift Survey (VIPERS): AGN feedback in [NeV] emitters
    journal, December 2018

    The VIMOS Public Extragalactic Redshift Survey (VIPERS): The growth of structure at 0.5 <
    journal, July 2017

    Dipolar modulation in the size of galaxies: The effect of Doppler magnification
    text, January 2016

    Infrared Resummation for Biased Tracers in Redshift Space
    text, January 2018

    Cosmology from cosmic shear power spectra with Subaru Hyper Suprime-Cam first-year data
    text, January 2018

    Constraining power of cosmological observables: blind redshift spots and optimal ranges
    text, January 2018

    Cosmological Evidence Modelling: a new simulation-based approach to constrain cosmology on non-linear scales
    text, January 2019

    Computing the Small-Scale Galaxy Power Spectrum and Bispectrum in Configuration-Space
    text, January 2019

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