Fast Estimators for Redshift-Space Clustering

Abstract

Redshift-space distortions in galaxy surveys happen along the radial direction, breaking statistical translation invariance. We construct estimators for radial distortions that, using only Fast Fourier Transforms (FFTs) of the overdensity field multipoles for a given survey geometry, compute the power spectrum monopole, quadrupole and hexadecapole, and generalize such estimators to the bispectrum. Using realistic mock catalogs we compare the signal to noise of two estimators for the power spectrum hexadecapole that require different number of FFTs and measure the bispectrum monopole, quadrupole and hexadecapole. The resulting algorithm is very efficient, e.g. for the BOSS survey requires about three minutes for $\ell =0,2,4$ power spectra for scales up to $k=0.3h/$Mpc and about fifteen additional minutes for $\ell =0,2,4$ bispectra for all scales and triangle shapes up to $k=0.2h/$Mpc on a single core. The speed of these estimators is essential as it makes possible to compute covariance matrices from large number of realizations of mock catalogs with realistic survey characteristics, and paves the way for improved constrains of gravity on cosmological scales, inflation and galaxy bias.

9 pages, 3 figures

References in corpus (3)

• Cosmology and the Bispectrum
• Measuring line-of-sight dependent Fourier-space clustering using FFTs
• Geometric Biases in Power-Spectrum Measurements

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