TY - JOUR
T1 - The DESI N-body Simulation Project-II. Suppressing sample variance with fast simulations
AU - Ding, Zhejie
AU - Chuang, Chia Hsun
AU - Yu, Yu
AU - Garrison, Lehman H.
AU - Bayer, Adrian E.
AU - Feng, Yu
AU - Modi, Chirag
AU - Eisenstein, Daniel J.
AU - White, Martin
AU - Variu, Andrei
AU - Zhao, Cheng
AU - Zhang, Hanyu
AU - Meneses Rizo, Jennifer
AU - Brooks, David
AU - Dawson, Kyle
AU - Doel, Peter
AU - Gaztanaga, Enrique
AU - Kehoe, Robert
AU - Krolewski, Alex
AU - Landriau, Martin
AU - Palanque-Delabrouille, Nathalie
AU - Poppett, Claire
N1 - Publisher Copyright:
© 2022 The Author(s) Published by Oxford University Press on behalf of Royal Astronomical Society.
PY - 2022/8/1
Y1 - 2022/8/1
N2 - Dark Energy Spectroscopic Instrument (DESI) will construct a large and precise three-dimensional map of our Universe. The survey effective volume reaches ∼ 20 h-3, Gpc3. It is a great challenge to prepare high-resolution simulations with a much larger volume for validating the DESI analysis pipelines. AbacusSummit is a suite of high-resolution dark-matter-only simulations designed for this purpose, with 200,-3}, Gpc3 (10 times DESI volume) for the base cosmology. However, further efforts need to be done to provide a more precise analysis of the data and to cover also other cosmologies. Recently, the CARPool method was proposed to use paired accurate and approximate simulations to achieve high statistical precision with a limited number of high-resolution simulations. Relying on this technique, we propose to use fast quasi-N-body solvers combined with accurate simulations to produce accurate summary statistics. This enables us to obtain 100 times smaller variance than the expected DESI statistical variance at the scales we are interested in, e.g. k < 0.3h Mpc-1 for the halo power spectrum. In addition, it can significantly suppress the sample variance of the halo bispectrum. We further generalize the method for other cosmologies with only one realization in AbacusSummit suite to extend the effective volume ∼20 times. In summary, our proposed strategy of combining high-fidelity simulations with fast approximate gravity solvers and a series of variance suppression techniques sets the path for a robust cosmological analysis of galaxy survey data.
AB - Dark Energy Spectroscopic Instrument (DESI) will construct a large and precise three-dimensional map of our Universe. The survey effective volume reaches ∼ 20 h-3, Gpc3. It is a great challenge to prepare high-resolution simulations with a much larger volume for validating the DESI analysis pipelines. AbacusSummit is a suite of high-resolution dark-matter-only simulations designed for this purpose, with 200,-3}, Gpc3 (10 times DESI volume) for the base cosmology. However, further efforts need to be done to provide a more precise analysis of the data and to cover also other cosmologies. Recently, the CARPool method was proposed to use paired accurate and approximate simulations to achieve high statistical precision with a limited number of high-resolution simulations. Relying on this technique, we propose to use fast quasi-N-body solvers combined with accurate simulations to produce accurate summary statistics. This enables us to obtain 100 times smaller variance than the expected DESI statistical variance at the scales we are interested in, e.g. k < 0.3h Mpc-1 for the halo power spectrum. In addition, it can significantly suppress the sample variance of the halo bispectrum. We further generalize the method for other cosmologies with only one realization in AbacusSummit suite to extend the effective volume ∼20 times. In summary, our proposed strategy of combining high-fidelity simulations with fast approximate gravity solvers and a series of variance suppression techniques sets the path for a robust cosmological analysis of galaxy survey data.
KW - cosmology: theory
KW - galaxies: haloes
KW - large-scale structure of Universe
KW - methods: statistical
KW - UKRI
KW - STFC
UR - http://www.scopus.com/inward/record.url?scp=85134160906&partnerID=8YFLogxK
U2 - 10.1093/mnras/stac1501
DO - 10.1093/mnras/stac1501
M3 - Article
AN - SCOPUS:85134160906
SN - 0035-8711
VL - 514
SP - 3308
EP - 3328
JO - Monthly Notices of the Royal Astronomical Society
JF - Monthly Notices of the Royal Astronomical Society
IS - 3
ER -