Accurate Baryon Acoustic Oscillations reconstruction via semi-discrete optimal transport
arXiv:2110.08868 · doi:10.1103/PhysRevLett.128.201302
Abstract
Optimal transport theory has recently reemerged as a vastly resourceful field of mathematics with elegant applications across physics and computer science. Harnessing methods from geometry processing, we report on the efficient implementation for a specific problem in cosmology -- the reconstruction of the linear density field from low redshifts, in particular the recovery of the Baryonic Acoustic Oscillation (BAO) scale. We demonstrate our algorithm's accuracy by retrieving the BAO scale in noise-less cosmological simulations that are dedicated to cancel cosmic variance; we find uncertainties to be reduced by a factor of 4.3 compared with performing no reconstruction, and a factor of 3.1 compared with standard reconstruction.
arXiv commentAccepted for publication in PRL. 7 pages incl. references; 2 figures; 1 table. v1 initial submission. v2 fixed affiliation. v3 matches published version, but larger figures
References in corpus (24)
- Planck 2015 results. XIII. Cosmological parameters
- Detection of the Baryon Acoustic Peak in the Large-Scale Correlation Function of SDSS Luminous Red Galaxies
- The 2dF Galaxy Redshift Survey: Power-spectrum analysis of the final dataset and cosmological implications
- Large-Scale Structure of the Universe and Cosmological Perturbation Theory
- Improving Cosmological Distance Measurements by Reconstruction of the Baryon Acoustic Peak
- On the Robustness of the Acoustic Scale in the Low-Redshift Clustering of Matter
- nbodykit: an open-source, massively parallel toolkit for large-scale structure
- The Halo Mass Function: High-Redshift Evolution and Universality
- The clustering of the SDSS-IV extended Baryon Oscillation Spectroscopic Survey DR14 quasar sample: a tomographic measurement of cosmic structure growth and expansion rate based on optimal redshift weights
- FastPM: a new scheme for fast simulations of dark matter and halos
- Reconstruction of the early Universe as a convex optimization problem
- A reconstruction of the initial conditions of the Universe by optimal mass transportation
- The Shift of the Baryon Acoustic Oscillation Scale: A Simple Physical Picture
- High-precision predictions for the acoustic scale in the non-linear regime
- Iterative initial condition reconstruction
- Galaxy Bias and its Effects on the Baryon Acoustic Oscillations Measurements
- Phases of New Physics in the BAO Spectrum
- Theoretical Systematics of Future Baryon Acoustic Oscillation Surveys
- New method for initial density reconstruction
- Isobaric Reconstruction of the Baryonic Acoustic Oscillation
- A fast semi-discrete optimal transport algorithm for a unique reconstruction of the early Universe
- Hunting down systematics in baryon acoustic oscillations after cosmic high noon
- Reconstructing the baryon acoustic oscillations using biased tracers
- Biased tracer reconstruction with halo mass information
Cited by in corpus (6)
- Effective cosmic density field reconstruction with convolutional neural network
- Cosmological forecasts for future galaxy surveys with the linear point standard ruler: Toward consistent BAO analyses far from a fiducial cosmology
- Optimal Transport Reconstruction of Baryon Acoustic Oscillations
- Updated neutrino mass constraints from galaxy clustering and CMB lensing-galaxy cross-correlation measurements
- Baryon Acoustic Oscillations analyses with Density-Split Statistics
- Large-scale semi-discrete optimal transport with distributed Voronoi diagrams