Cosmology and neutrino mass with the Minimum Spanning Tree

preprint2022arXivOpen access

Abstract

The information content of the minimum spanning tree (MST), used to capture higher-order statistics and information from the cosmic web, is compared to that of the power spectrum for a νΛνΛCDM model. The measurements are made in redshift space using haloes from the Quijote simulation of mass ≥3.2×1013 h−1M⊙\geq 3.2\times 10^{13}\,h^{-1}{\rm M}_{\odot} in a box of length Lbox=1 h−1GpcL_{\rm box}=1\,h^{-1}{\rm Gpc}. The power spectrum multipoles (monopole and quadrupole) are computed for Fourier modes in the range 0.006<k<0.5 hMpc−10.006 < k < 0.5\, h{\rm Mpc}^{-1}. For comparison the MST is measured with a minimum length scale of lmin⁡≃13 h−1Mpcl_{\min}\simeq13\,h^{-1}{\rm Mpc}. Combining the MST and power spectrum allows for many of the individual degeneracies to be broken; on its own the MST provides tighter constraints on the sum of neutrino masses MνM_ν and cosmological parameters hh, nsn_{\rm s}, and ΩbΩ_{\rm b} but the power spectrum alone provides tighter constraints on ΩmΩ_{\rm m} and σ8σ_{8}. Combined we find constraints that are a factor of two (or greater) on all parameters with respect to the power spectrum (for MνM_ν there is a factor of four improvement). These improvements appear to be driven by the MST's sensitivity to small scale clustering, where the effect of neutrino free-streaming becomes relevant, and high-order statistical information in the cosmic web. The MST is shown to be a powerful tool for cosmology and neutrino mass studies, and therefore could play a pivotal role in ongoing and future galaxy redshift surveys (such as DES, DESI, \emph{Euclid}, and Rubin-LSST).

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