Ray-tracing versus Born approximation in full-sky weak lensing simulations of the MillenniumTNG project

Author:

Ferlito Fulvio1,Davies Christopher T2,Springel Volker1,Reinecke Martin1,Greco Alessandro3,Delgado Ana Maria4,White Simon D M1ORCID,Hernández-Aguayo César15ORCID,Bose Sownak6ORCID,Hernquist Lars4

Affiliation:

1. Max-Planck-Institut für Astrophysik , Karl-Schwarzschild-Str. 1, D-85748, Garching , Germany

2. Faculty of Physics, Ludwig-Maximilians-Universität , Scheinerstr. 1, D-81679 Munich , Germany

3. Department of Astronomy, University of Florida , 211 Bryant Space Science Center, Gainesville, FL 32611 , USA

4. Center for Astrophysics, Harvard & Smithsonian , 60 Garden St, Cambridge, MA 02138 , USA

5. Excellence Cluster ORIGINS , Boltzmannstrasse 2, D-85748 Garching , Germany

6. Institute for Computational Cosmology, Department of Physics, Durham University , South Road, Durham, DH1 3LE , UK

Abstract

ABSTRACT Weak gravitational lensing is a powerful tool for precision tests of cosmology. As the expected deflection angles are small, predictions based on non-linear N-body simulations are commonly computed with the Born approximation. Here, we examine this assumption using DORIAN, a newly developed full-sky ray-tracing scheme applied to high-resolution mass-shell outputs of the two largest simulations in the MillenniumTNG suite, each with a 3000 Mpc box containing almost 1.1 trillion cold dark matter particles in addition to 16.7 billion particles representing massive neutrinos. We examine simple two-point statistics like the angular power spectrum of the convergence field, as well as statistics sensitive to higher order correlations such as peak and minimum statistics, void statistics, and Minkowski functionals of the convergence maps. Overall, we find only small differences between the Born approximation and a full ray-tracing treatment. While these are negligibly small at power-spectrum level, some higher order statistics show more sizeable effects; ray-tracing is necessary to achieve per cent level precision. At the resolution reached here, full-sky maps with 0.8 billion pixels and an angular resolution of 0.43 arcmin, we find that interpolation accuracy can introduce appreciable errors in ray-tracing results. We therefore implemented an interpolation method based on non-uniform fast Fourier transforms (NUFFT) along with more traditional methods. Bilinear interpolation introduces significant smoothing, while nearest grid point sampling agrees well with NUFFT, at least for our fiducial source redshift, $z_s=1.0$, and for the 1 arcmin smoothing we use for higher order statistics.

Funder

BEIS

STFC

Durham University

DFG

UK Research and Innovation

Publisher

Oxford University Press (OUP)

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