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Title: Optimal 1D Ly α forest power spectrum estimation – I. DESI-lite spectra

Journal Article · · Monthly Notices of the Royal Astronomical Society
ORCiD logo [1];  [2]; ORCiD logo [3]
  1. Department of Physics, Yale University, New Haven, CT 06511, USA
  2. Department of Physics and Astronomy, University College London, London WC1E 6BT, UK, Institut de Física d’Altes Energies (IFAE), The Barcelona Institute of Science and Technology, E-08193 Bellaterra (Barcelona), Spain
  3. Department of Physics, Yale University, New Haven, CT 06511, USA, Department of Astronomy, Yale University, New Haven, CT 06511, USA

ABSTRACT The 1D Ly α forest flux power spectrum P1D is sensitive to scales smaller than a typical galaxy survey, and hence ties to the intergalactic medium’s thermal state, suppression from neutrino masses, and new dark matter models. It has emerged as a competitive framework to study new physics, but also has come with various challenges and systematic errors in analysis. In this work, we revisit the optimal quadratic estimator for P1D, which is robust against the relevant problems such as pixel masking, time evolution within spectrum, and quasar continuum errors. We further improve the estimator by introducing a fiducial power spectrum, which enables us to extract more information by alleviating the discreteness of band powers. We meticulously apply our method to synthetic Dark Energy Spectroscopic Instrument (DESI) spectra and demonstrate how the estimator overcomes each challenge. We further apply an optimization scheme that approximates the Fisher matrix to three elements per row and reduces computation time by 60 per cent. We show that we can achieve per cent precision in P1D with 5-yr DESI data in the absence of systematics and provide forecasts for different spectral qualities.

Research Organization:
Yale Univ., New Haven, CT (United States)
Sponsoring Organization:
USDOE Office of Science (SC); Science and Technology Facilities Council (STFC)
Grant/Contract Number:
SC0017660; ST/N003853/1
OSTI ID:
1650397
Alternate ID(s):
OSTI ID: 1852400
Journal Information:
Monthly Notices of the Royal Astronomical Society, Journal Name: Monthly Notices of the Royal Astronomical Society Vol. 497 Journal Issue: 4; ISSN 0035-8711
Publisher:
Oxford University PressCopyright Statement
Country of Publication:
United Kingdom
Language:
English

References (42)

A refined measurement of the mean transmitted flux in the Lyα forest over 2 < z < 5 using composite quasar spectra journal February 2013
Probing the Universe with the Ly  forest -- I. Hydrodynamics of the low-density intergalactic medium journal May 1998
New Constraints on IGM Thermal Evolution from the Ly α Forest Power Spectrum journal February 2019
Column density distribution and cosmological mass density of neutral gas: Sloan Digital Sky Survey-III Data Release 9 journal October 2012
Least-squares frequency analysis of unequally spaced data journal February 1976
The Sdss-Iv Extended Baryon Oscillation Spectroscopic Survey: Overview and Early data journal February 2016
Constraint on neutrino masses from SDSS-III/BOSS Lyα forest and other cosmological probes journal February 2015
Karhunen‐Loeve Eigenvalue Problems in Cosmology: How Should We Tackle Large Data Sets? journal May 1997
Measurement of baryon acoustic oscillation correlations at z  = 2.3 with SDSS DR12 Ly α -Forests journal June 2017
Constraints on neutrino masses from Lyman-alpha forest power spectrum with BOSS and XQ-100 journal June 2017
Power spectrum of the flux in the Lyman-alpha forest from high-resolution spectra of 87 QSOs journal August 2019
Weak Lensing Reconstruction and Power Spectrum Estimation: Minimum Variance Methods journal October 1998
Cosmological Limits on the Neutrino Mass from the Ly α Forest journal August 1999
Baryon acoustic oscillations at z = 2.34 from the correlations of Ly α absorption in eBOSS DR14 journal September 2019
Lyman-α constraints on warm and on warm-plus-cold dark matter models journal May 2009
Can Sterile Neutrinos Be the Dark Matter? journal November 2006
Baryon acoustic oscillations in the Ly α forest of BOSS DR11 quasars journal January 2015
Warm dark matter as a solution to the small scale crisis: New constraints from high redshift Lyman- α forest data journal August 2013
A New Precision Measurement of the Small-scale Line-of-sight Power Spectrum of the Ly α Forest journal December 2017
Measurement of baryon acoustic oscillations in the Lyman-α forest fluctuations in BOSS data release 9 journal April 2013
The Lyman-alpha forest power spectrum from the XQ-100 Legacy Survey journal December 2016
Revealing Reionization with the Thermal History of the Intergalactic Medium: New Constraints from the Ly α Flux Power Spectrum journal February 2019
First Constraints on Fuzzy Dark Matter from Lyman- α Forest Data and Hydrodynamical Simulations journal July 2017
Baryon acoustic oscillations from the complete SDSS-III Ly α -quasar cross-correlation function at z = 2.4 journal December 2017
Spectro-Perfectionism: An Algorithmic Framework for Photon Noise-Limited Extraction of Optical Fiber Spectroscopy journal January 2010
Baryon acoustic oscillations in the Ly α forest of BOSS quasars journal April 2013
Quasar-Lyman α forest cross-correlation from BOSS DR11: Baryon Acoustic Oscillations journal May 2014
Measuring the Galaxy Power Spectrum with Future Redshift Surveys journal June 1998
Neutrino masses and cosmology with Lyman-alpha forest power spectrum journal November 2015
A Direct Precision Measurement of the Intergalactic Lyα Opacity at 2 ≤ z ≤ 4.2 journal July 2008
The Lyman-α forest as a diagnostic of the nature of the dark matter journal August 2019
The Lyman-α forest in three dimensions: measurements of large scale flux correlations from BOSS 1st-year data journal September 2011
Lyman-alpha forests cool warm dark matter journal August 2016
Baryon acoustic oscillations from the cross-correlation of Ly α absorption and quasars in eBOSS DR14 journal September 2019
The Lyα Forest Power Spectrum from the Sloan Digital Sky Survey journal March 2006
The one-dimensional power spectrum from the SDSS DR14 Lyα forests journal July 2019
How to estimate the 3D power spectrum of the Lyman-α forest journal January 2018
Towards optimal measurement of power spectra - I. Minimum variance pair weighting and the Fisher matrix journal August 1997
The extended Baryon Oscillation Spectroscopic Survey: Variability selection and quasar luminosity function journal February 2016
The one-dimensional Ly α forest power spectrum from BOSS journal November 2013
Studies in astronomical time series analysis. II - Statistical aspects of spectral analysis of unevenly spaced data journal December 1982
Equation of state of the photoionized intergalactic medium journal November 1997

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