English

$\mathbf{12\times2}$pt combined probes: pipeline, neutrino mass, and data compression

Cosmology and Nongalactic Astrophysics 2023-12-07 v3 Astrophysics of Galaxies

Abstract

With the rapid advance of wide-field surveys it is increasingly important to perform combined cosmological probe analyses. We present a new pipeline for simulation-based multi-probe analyses, which combines tomographic large-scale structure (LSS) probes (weak lensing and galaxy clustering) with cosmic microwave background (CMB) primary and lensing data. These are combined at the CC_\ell-level, yielding 12 distinct auto- and cross-correlations. The pipeline is based on UFalconv2\texttt{UFalconv2}, a framework to generate fast, self-consistent map-level realizations of cosmological probes from input lightcones, which is applied to the CosmoGridV1\texttt{CosmoGridV1} N-body simulation suite. It includes a non-Gaussian simulation-based covariance for the LSS tracers, several data compression schemes, and a neural network emulator for accelerated theoretical predictions. We validate our framework, apply it to a simulated 12×212\times2pt tomographic analysis of KiDS, BOSS, and Planck\textit{Planck}, and forecast constraints for a Λ\LambdaCDM model with a variable neutrino mass. We find that, while the neutrino mass constraints are driven by the CMB data, the addition of LSS data helps to break degeneracies and improves the constraint by up to 35%. For a fiducial Mν=0.15eVM_\nu=0.15\mathrm{eV}, a full combination of the above CMB+LSS data would enable a 3σ3\sigma constraint on the neutrino mass. We explore data compression schemes and find that MOPED outperforms PCA. We also study the impact of an internal lensing tension in the CMB data, parametrized by ALA_L, on the neutrino mass constraint, finding that the addition of LSS to CMB data including all cross-correlations is able to mitigate the impact of this systematic. UFalconv2\texttt{UFalconv2} and a MOPED compressed Planck\textit{Planck} CMB primary + CMB lensing likelihood are made publicly available. [abridged]

Keywords

Cite

@article{arxiv.2309.03258,
  title  = {$\mathbf{12\times2}$pt combined probes: pipeline, neutrino mass, and data compression},
  author = {Alexander Reeves and Andrina Nicola and Alexandre Refregier and Tomasz Kacprzak and Luis Fernando Machado Poletti Valle},
  journal= {arXiv preprint arXiv:2309.03258},
  year   = {2023}
}

Comments

Accepted for publication in JCAP. 51 pages including 7 Tables and 17 Figures. Associated $\texttt{UFalconv2}$ code available at https://cosmology.ethz.ch/research/software-lab/UFalcon.html, compressed $\textit{Planck}$ likelihood at https://github.com/alexreevesy/planck_compressed