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Baryon acoustic oscillations from the cross-correlation of Ly$α$ absorption and quasars in eBOSS DR14

Michael Blomqvist, Hélion du Mas des Bourboux, Nicolás G. Busca, Victoria de Sainte Agathe, James Rich, Christophe Balland, Julian E. Bautista, Kyle Dawson, Andreu Font-Ribera, Julien Guy, Jean-Marc Le Goff, Nathalie Palanque-Delabrouille, Will J. Percival, Ignasi Pérez-Ràfols, Matthew M. Pieri, Donald P. Schneider, Anže Slosar, Christophe Yèche

TL;DR

This work measures the baryon acoustic oscillation scale at $z=2.35$ from the cross-correlation of Ly$\alpha$ forest absorption with quasars in SDSS DR14, extending the forest analysis to include Ly$\beta$ absorption to boost statistical power. The analysis employs a distortion matrix to correct biases from continuum fitting, a comprehensive physical model including metal absorbers, HCDs, proximity effects, and relativistic corrections, and a robust covariance treatment via subsampling. The results yield the BAO distance scales $D_M(z)/r_d$ and $D_H(z)/r_d$, with $D_M/r_d=36.3\pm1.8$ and $D_H/r_d=9.20\pm0.36$ at $z_{\rm eff}=2.35$, consistent with Planck-based flat $\Lambda$CDM. Combining with Ly$\alpha$ auto-correlation strengthens the constraints to $D_M/r_d=37.0^{+1.3}_{-1.2}$ and $D_H/r_d=9.00^{+0.22}_{-0.22}$ at $z_{\rm eff}=2.34$, and yields an Alcock-Paczyński parameter $F_{AP}=4.11^{+0.21}_{-0.19}$. These BAO measurements, independent of CMB data, support a concordant cosmology with Planck, constrain late-time geometry, and demonstrate the potential of next-generation surveys like DESI and WEAVE-QSO to improve these constraints further.

Abstract

We present a measurement of the baryon acoustic oscillation (BAO) scale at redshift $z=2.35$ from the three-dimensional correlation of Lyman-$α$ (Ly$α$) forest absorption and quasars. The study uses 266,590 quasars in the redshift range $1.77<z<3.5$ from the Sloan Digital Sky Survey (SDSS) Data Release 14 (DR14). The sample includes the first two years of observations by the SDSS-IV extended Baryon Oscillation Spectroscopic Survey (eBOSS), providing new quasars and re-observations of BOSS quasars for improved statistical precision. Statistics are further improved by including Ly$α$ absorption occurring in the Ly$β$ wavelength band of the spectra. From the measured BAO peak position along and across the line of sight, we determined the Hubble distance $D_{H}$ and the comoving angular diameter distance $D_{M}$ relative to the sound horizon at the drag epoch $r_{d}$: $D_{H}(z=2.35)/r_{d}=9.20\pm 0.36$ and $D_{M}(z=2.35)/r_{d}=36.3\pm 1.8$. These results are consistent at $1.5σ$ with the prediction of the best-fit spatially-flat cosmological model with the cosmological constant reported for the Planck (2016) analysis of cosmic microwave background anisotropies. Combined with the Ly$α$ auto-correlation measurement presented in a companion paper, the BAO measurements at $z=2.34$ are within $1.7σ$ of the predictions of this model.

Baryon acoustic oscillations from the cross-correlation of Ly$α$ absorption and quasars in eBOSS DR14

TL;DR

This work measures the baryon acoustic oscillation scale at from the cross-correlation of Ly forest absorption with quasars in SDSS DR14, extending the forest analysis to include Ly absorption to boost statistical power. The analysis employs a distortion matrix to correct biases from continuum fitting, a comprehensive physical model including metal absorbers, HCDs, proximity effects, and relativistic corrections, and a robust covariance treatment via subsampling. The results yield the BAO distance scales and , with and at , consistent with Planck-based flat CDM. Combining with Ly auto-correlation strengthens the constraints to and at , and yields an Alcock-Paczyński parameter . These BAO measurements, independent of CMB data, support a concordant cosmology with Planck, constrain late-time geometry, and demonstrate the potential of next-generation surveys like DESI and WEAVE-QSO to improve these constraints further.

Abstract

We present a measurement of the baryon acoustic oscillation (BAO) scale at redshift from the three-dimensional correlation of Lyman- (Ly) forest absorption and quasars. The study uses 266,590 quasars in the redshift range from the Sloan Digital Sky Survey (SDSS) Data Release 14 (DR14). The sample includes the first two years of observations by the SDSS-IV extended Baryon Oscillation Spectroscopic Survey (eBOSS), providing new quasars and re-observations of BOSS quasars for improved statistical precision. Statistics are further improved by including Ly absorption occurring in the Ly wavelength band of the spectra. From the measured BAO peak position along and across the line of sight, we determined the Hubble distance and the comoving angular diameter distance relative to the sound horizon at the drag epoch : and . These results are consistent at with the prediction of the best-fit spatially-flat cosmological model with the cosmological constant reported for the Planck (2016) analysis of cosmic microwave background anisotropies. Combined with the Ly auto-correlation measurement presented in a companion paper, the BAO measurements at are within of the predictions of this model.

Paper Structure

This paper contains 18 sections, 51 equations, 14 figures, 8 tables.

Figures (14)

  • Figure 1: Sky distribution for sample of 266,590 tracer quasars ($1.77 < z_{\rm q} < 3.5$) from DR14Q in J2000 equatorial coordinates. The solid black curve is the Galactic plane. The high-density regions are the eBOSS and SEQUELS observations (for the northern regions of the two Galactic hemispheres) and SDSS-stripe 82 (for declination $\delta\sim0$). The discontiguous small areas contain only SDSS DR7 quasars.
  • Figure 2: Normalized redshift distributions for tracer quasars (black) and Ly$\alpha$ forest absorption pixels of Ly$\alpha$ region (blue) and Ly$\beta$ region (red). The histograms include 266,590 tracer quasars, $30.2\times10^{6}$ pixels in the Ly$\alpha$ region, and $4.0\times10^{6}$ pixels in the Ly$\beta$ region. The vertical dashed lines show the mean value of each distribution: $\overline{z}= 2.40$ (tracer quasars), 2.37 (in Ly$\alpha$), 2.26 (in Ly$\beta$).
  • Figure 3: Example spectrum of DR14Q quasar identified by $(\mathrm{Plate,MJD,FiberID})=(7305,56991,570)$ at $z_{\rm q}=3.0$. The blue line indicates the best-fit model $\overline{F}(z)C_{\rm q}(\lambda)$ for the Ly$\alpha$ region covering the rest-frame wavelength interval $104.0<\lambda_{\rm rf}<120.0~\mathrm{nm}$. The red line indicates the same for the Ly$\beta$ region over the range $97.4<\lambda_{\rm rf}<102.0~\mathrm{nm}$. The Ly$\alpha$ and Ly$\beta$ emission lines are located at $\lambda_{\alpha}=121.567$ nm and $\lambda_{\beta}=102.572$ nm in the quasar rest-frame. The spectrum has not been rebinned into analysis pixels in this figure.
  • Figure 4: Redshift distribution of $9.7\times10^{9}$ correlation pairs. The dashed vertical black line indicates the effective redshift of the BAO measurement, $z_{\rm eff}=2.35$, calculated as the weighted mean of the pair redshifts for separations in the range $80<r<120~h^{-1}~\mathrm{Mpc}$.
  • Figure 5: Smoothed correlation matrix from sub-sampling as a function of $\Delta r_{\parallel}=|r_{\parallel,A}-r_{\parallel,B}|$. The curves are for constant $\Delta r_{\perp}=|r_{\perp,A}-r_{\perp,B}|$ for the three lowest values $\Delta r_{\perp}=\left[0,4,8\right]~h^{-1}~\mathrm{Mpc}$. The right panel shows an expansion of the region $\Delta r_{\parallel}<140~h^{-1}~\mathrm{Mpc}$.
  • ...and 9 more figures