DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: The 3D Lyman- α forest power spectrum from eBOSS DR16

Journal Article · · Monthly Notices of the Royal Astronomical Society

ABSTRACT We measure the three-dimensional power spectrum (P3D) of the transmitted flux in the Lyman-$$\alpha$$ (Ly $$\alpha$$) forest using the complete extended Baryon Oscillation Spectroscopic Survey data release 16 (eBOSS DR16). This sample consists of $$\sim$$205 000 quasar spectra in the redshift range $$2\le z \le 4$$ at an effective redshift $z=2.334$. We propose a pair-count spectral estimator in configuration space, weighting each pair by $$\exp (i\mathbf {k}\cdot \mathbf {r})$$, for wave vector $$\mathbf {k}$$ and pixel pair separation $$\mathbf {r}$$, effectively measuring the anisotropic power spectrum without the need for fast Fourier transforms. This accounts for the window matrix in a tractable way, avoiding artefacts found in Fourier-transform based power spectrum estimators due to the sparse sampling transverse to the line of sight of Ly $$\alpha$$ skewers. We extensively test our pipeline on two sets of mocks: (i) idealized Gaussian random fields with a sparse sampling of Ly $$\alpha$$ skewers, and (ii) log-normal LyaCoLoRe mocks including realistic noise levels, the eBOSS survey geometry and contaminants. On eBOSS DR16 data, the Kaiser formula with a non-linear correction term obtained from hydrodynamic simulations yields a good fit to the power spectrum data in the range $$(0.02 \le k \le 0.35)\, h\, {\rm Mpc}^{-1}\,$$ at the 1–2σ level with a covariance matrix derived from LyaCoLoRe mocks. We demonstrate a promising new approach for full-shape cosmological analyses of Ly $$\alpha$$ forest data from cosmological surveys such as eBOSS, the currently observing Dark Energy Spectroscopic Instrument and future surveys such as the Prime Focus Spectrograph, WEAVE-QSO, and 4MOST.

Sponsoring Organization:
USDOE
Grant/Contract Number:
AC02-05CH11231
OSTI ID:
2439785
Journal Information:
Monthly Notices of the Royal Astronomical Society, Journal Name: Monthly Notices of the Royal Astronomical Society Journal Issue: 3 Vol. 533; ISSN 0035-8711
Publisher:
Oxford University PressCopyright Statement
Country of Publication:
United Kingdom
Language:
English

References (94)

Column density distribution and cosmological mass density of neutral gas: Sloan Digital Sky Survey-III Data Release 9 journal October 2012
Baryon acoustic oscillations in the Ly α forest of BOSS quasars journal April 2013
The one-dimensional Ly α forest power spectrum from BOSS journal November 2013
Planck 2015 results : XIII. Cosmological parameters journal September 2016
Planck 2018 results: VI. Cosmological parameters journal September 2020
The Sloan Digital Sky Survey: Technical Summary journal September 2000
Recovery of the Power Spectrum of Mass Fluctuations from Observations of the Lyα Forest journal March 1998
A Geometrical Test of the Cosmological Energy Contents Using the L[CLC]y[/CLC]α Forest journal January 1999
Searching for Fluctuations in the Intergalactic Medium Temperature Using the Lyα Forest journal January 2002
Toward a Measurement of the Cosmological Geometry at z ∼ 2: Predicting Lyα Forest Correlation in Three Dimensions and the Potential of Future Data Sets journal March 2003
Primordial Black Holes as Dark Matter: The Power Spectrum and Evaporation of Early Structures journal August 2003
The Lyα Forest Power Spectrum from the Sloan Digital Sky Survey journal March 2006
On the Robustness of the Acoustic Scale in the Low‐Redshift Clustering of Matter journal August 2007
The Sdss-Iv Extended Baryon Oscillation Spectroscopic Survey: Quasar Target Selection journal December 2015
The effect of neutrinos on the matter distribution as probed by the intergalactic medium journal June 2010
The Lyman-α forest in three dimensions: measurements of large scale flux correlations from BOSS 1st-year data journal September 2011
Bias, redshift space distortions and primordial nongaussianity of nonlinear transformations: application to Ly-α forest journal March 2012
Measurement of baryon acoustic oscillations in the Lyman-α forest fluctuations in BOSS data release 9 journal April 2013
The non-linear power spectrum of the Lyman alpha forest journal December 2015
Towards physics responsible for large-scale Lyman-α forest bias parameters journal March 2016
Lyman-alpha forests cool warm dark matter journal August 2016
How to estimate the 3D power spectrum of the Lyman-α forest journal January 2018
Absorber Model: the Halo-like model for the Lyman-α forest journal April 2018
The triply-ionized carbon forest from eBOSS: cosmological correlations with quasars in SDSS-IV DR14 journal May 2018
The one-dimensional power spectrum from the SDSS DR14 Lyα forests journal July 2019
LyaCoLoRe : synthetic datasets for current and future Lyman-α forest BAO surveys journal March 2020
Hints, neutrino bounds, and WDM constraints from SDSS DR14 Lyman-α and Planck full-survey data journal April 2020
Neutrino mass bounds from confronting an effective model with BOSS Lyman-α data journal March 2021
An emulator for the Lyman-α forest in beyond-ΛCDM cosmologies journal May 2021
The Lyα forest flux correlation function: a perturbation theory perspective journal May 2021
Unified galaxy power spectrum measurements from 6dFGS, BOSS, and eBOSS journal November 2021
CoLoRe: fast cosmological realisations over large volumes with multiple tracers journal May 2022
Non-linearities in the Lyman-α forest and in its cross-correlation with dark matter halos journal September 2022
3D correlations in the Lyman-α forest from early DESI data journal November 2023
Clustering in real space and in redshift space journal July 1987
Optimal 1D Ly α forest power spectrum estimation – I. DESI-lite spectra journal August 2020
A faster Fourier transform? Computing small-scale power spectra and bispectra for cosmological simulations in 𝒪(N2) time journal December 2020
Cosmology beyond BAO from the 3D distribution of the Lyman-α forest journal July 2021
A consistent and robust measurement of the thermal state of the IGM at 2 ≤ z ≤ 4 from a large sample of  Ly  α forest spectra: evidence for late and rapid He  ii reionization journal July 2021
A measurement of the Ly β forest power spectrum and its cross with the Ly α forest in X-Shooter XQ-100 journal October 2021
The Sherwood–Relics simulations: overview and impact of patchy reionization and pressure smoothing on the intergalactic medium journal December 2022
The Dark Energy Spectroscopic Instrument: one-dimensional power spectrum from first Ly α forest samples with Fast Fourier Transform journal October 2023
Optimal 1D Ly α forest power spectrum estimation – III. DESI early data journal January 2024
The Sherwood simulation suite: overview and data comparisons with the Lyman α forest at redshifts 2 ≤ z ≤ 5 journal September 2016
The clustering of galaxies in the completed SDSS-III Baryon Oscillation Spectroscopic Survey: anisotropic galaxy clustering in Fourier space journal December 2016
Constraining the mass of light bosonic dark matter using SDSS Lyman-α forest journal July 2017
The UVES Spectral Quasar Absorption Database (SQUAD) data release 1: the first 10 million seconds journal October 2018
Beyond the plane-parallel approximation for redshift surveys journal February 2018
Correlations in the three-dimensional Lyman-alpha forest contaminated by high column density absorbers journal March 2018
The Lyman-α forest as a diagnostic of the nature of the dark matter journal August 2019
Effect of non-equilibrium ionization on derived physical conditions of the high-z intergalactic medium journal October 2019
Computing the small-scale galaxy power spectrum and bispectrum in configuration space journal November 2019
Early structure formation constraints on the ultralight axion in the postinflation scenario journal June 2020
Redshift-space streaming velocity effects on the Lyman- α forest baryon acoustic oscillation scale journal July 2020
Completed SDSS-IV extended Baryon Oscillation Spectroscopic Survey: Cosmological implications from two decades of spectroscopic surveys at the Apache Point Observatory journal April 2021
BOSS DR12 full-shape cosmology: Λ CDM constraints from the large-scale galaxy power spectrum and bispectrum monopole journal February 2022
New constraints on warm dark matter from the Lyman- α forest power spectrum journal July 2023
Constraining warm dark matter candidates including sterile neutrinos and light gravitinos with WMAP and the Lyman- α forest journal March 2005
Cosmological parameter analysis including SDSS Ly α forest and galaxy bias: Constraints on the primordial spectrum of fluctuations, neutrino mass, and dark energy journal May 2005
Dark energy and curvature from a future baryonic acoustic oscillation survey using the Lyman- α forest journal September 2007
Warm dark matter as a solution to the small scale crisis: New constraints from high redshift Lyman- α forest data journal August 2013
New constraints on the free-streaming of warm dark matter from intermediate and small scale Lyman- α forest data journal July 2017
Lyman- α constraints on ultralight scalar dark matter: Implications for the early and late universe journal December 2017
Novel constraints on noncold, nonthermal dark matter from Lyman- α forest data journal October 2018
Lyman- α Forest Constraints on Primordial Black Holes as Dark Matter journal August 2019
Limits on the Light Dark Matter–Proton Cross Section from Cosmic Large-Scale Structure journal April 2022
Constraints on the Cosmic Expansion Rate at Redshift 2.3 from the Lyman- α Forest journal May 2023
Canonical Hubble-Tension-Resolving Early Dark Energy Cosmologies Are Inconsistent with the Lyman-𝛼 Forest journal November 2023
Can Sterile Neutrinos Be Ruled Out as Warm Dark Matter Candidates? journal August 2006
The physics of the intergalactic medium journal October 2009
Possible evidence for an inverted temperature–density relation in the intergalactic medium from the flux distribution of the Lyα forest journal May 2008
The intergalactic medium thermal history at redshift z = 1.7-3.2 from the Lyα forest: a comparison of measurements using wavelets and the flux distribution : The IGM thermal history at journal July 2012
HIRES: the high-resolution echelle spectrometer on the Keck 10-m Telescope
  • Vogt, Steven S.; Allen, Steven L.; Bigelow, Bruce C.
  • 1994 Symposium on Astronomical Telescopes & Instrumentation for the 21st Century, SPIE Proceedings https://doi.org/10.1117/12.176725
conference June 1994
Design, construction, and performance of UVES, the echelle spectrograph for the UT2 Kueyen Telescope at the ESO Paranal Observatory conference August 2000
The Evolution of the Intergalactic Medium journal September 2016
4MOST: Project overview and information for the First Call for Proposals text January 2019
The Sdss-Iv Extended Baryon Oscillation Spectroscopic Survey: Overview and Early data journal February 2016
The Third Data Release of the KODIAQ Survey journal December 2020
Overview of the Instrumentation for the Dark Energy Spectroscopic Instrument journal October 2022
Validation of the Scientific Program for the Dark Energy Spectroscopic Instrument journal January 2024
New Constraints on IGM Thermal Evolution from the Ly α Forest Power Spectrum journal February 2019
Revealing Reionization with the Thermal History of the Intergalactic Medium: New Constraints from the Ly α Flux Power Spectrum journal February 2019
The Completed SDSS-IV Extended Baryon Oscillation Spectroscopic Survey: Baryon Acoustic Oscillations with Ly α Forests journal October 2020
Inferring the Thermal History of the Intergalactic Medium from the Properties of the Hydrogen and Helium Lyα Forest journal July 2022
The Sloan Digital Sky Survey Quasar Catalog: Sixteenth Data Release journal August 2020
The DESI Experiment Part I: Science,Targeting, and Survey Design preprint January 2016
WEAVE-QSO: A Massive Intergalactic Medium Survey for the William Herschel Telescope preprint January 2016
The Prime Focus Spectrograph Galaxy Evolution Survey preprint January 2022
3D Correlations in the Lyman-$α$ Forest from Early DESI Data preprint January 2023
Unveiling Dark Matter free-streaming at the smallest scales with high redshift Lyman-alpha forest text January 2023
Don't miss the forest for the trees: the Lyman alpha forest power spectrum in effective field theory preprint January 2023
The impact of varying inhomogeneous reionization histories on metrics of Ly$α$ opacity preprint January 2023
Synthetic spectra for Lyman-$α$ forest analysis in the Dark Energy Spectroscopic Instrument preprint January 2024
Maximum A Posteriori Ly-alpha Estimator (MAPLE): Band-power and covariance estimation of the 3D Ly-alpha forest power spectrum preprint January 2024

Related Subjects