TY - JOUR
T1 - Euclid preparation
T2 - II. the EuclidEmulator - A tool to compute the cosmology dependence of the nonlinear matter power spectrum
AU - Knabenhans, Mischa
AU - Stadel, Joachim
AU - Marelli, Stefano
AU - Potter, Doug
AU - Teyssier, Romain
AU - Legrand, Laurent
AU - Schneider, Aurel
AU - Sudret, Bruno
AU - Blot, Linda
AU - Awan, Saeeda
AU - Burigana, Carlo
AU - Carvalho, Carla Sofia
AU - Kurki-Suonio, Hannu
AU - Sirri, Gabriele
N1 - Publisher Copyright:
© 2019 The Author(s) Published by Oxford University Press on behalf of the Royal Astronomical Society.
PY - 2019/4/21
Y1 - 2019/4/21
N2 - We present a new power spectrum emulator named EuclidEmulator that estimates the nonlinear correction to the linear dark matter power spectrum depending on the six cosmological parameters ' ‰ b, ' ‰ m, n s, h, w 0, and σ 8. It is constructed using the uncertainty quantification software UQLab using a spectral decomposition method called polynomial chaos expansion. All steps in its construction have been tested and optimized: the large high-resolution N-body simulations carried out with PKDGRAV3 were validated using a simulation from the Euclid Flagship campaign and demonstrated to have converged up to wavenumbers kapprox 5, h, rm Mpc -1 for redshifts z ≤ 5. The emulator is based on 100 input cosmologies simulated in boxes of (1250 Mpc/h) 3 using 2048 3 particles. We show that by creating mock emulators it is possible to successfully predict and optimize the performance of the final emulator prior to performing any N-body simulations. The absolute accuracy of the final nonlinear power spectrum is as good as one obtained with N-body simulations, conservatively, sim 1 per cent for klesssim 1, h, rm Mpc -1 and z 2 1. This enables efficient forward modelling in the nonlinear regime, allowing for estimation of cosmological parameters using Markov Chain Monte Carlo methods. EuclidEmulator has been compared to HALOFIT, CosmicEmu, and NGenHalofit, and shown to be more accurate than these other approaches. This work paves a new way for optimal construction of future emulators that also consider other cosmological observables, use higher resolution input simulations, and investigate higher dimensional cosmological parameter spaces.
AB - We present a new power spectrum emulator named EuclidEmulator that estimates the nonlinear correction to the linear dark matter power spectrum depending on the six cosmological parameters ' ‰ b, ' ‰ m, n s, h, w 0, and σ 8. It is constructed using the uncertainty quantification software UQLab using a spectral decomposition method called polynomial chaos expansion. All steps in its construction have been tested and optimized: the large high-resolution N-body simulations carried out with PKDGRAV3 were validated using a simulation from the Euclid Flagship campaign and demonstrated to have converged up to wavenumbers kapprox 5, h, rm Mpc -1 for redshifts z ≤ 5. The emulator is based on 100 input cosmologies simulated in boxes of (1250 Mpc/h) 3 using 2048 3 particles. We show that by creating mock emulators it is possible to successfully predict and optimize the performance of the final emulator prior to performing any N-body simulations. The absolute accuracy of the final nonlinear power spectrum is as good as one obtained with N-body simulations, conservatively, sim 1 per cent for klesssim 1, h, rm Mpc -1 and z 2 1. This enables efficient forward modelling in the nonlinear regime, allowing for estimation of cosmological parameters using Markov Chain Monte Carlo methods. EuclidEmulator has been compared to HALOFIT, CosmicEmu, and NGenHalofit, and shown to be more accurate than these other approaches. This work paves a new way for optimal construction of future emulators that also consider other cosmological observables, use higher resolution input simulations, and investigate higher dimensional cosmological parameter spaces.
KW - cosmological parameters
KW - large-scale structure of Universe
KW - methods: numerical
KW - methods: statistical
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U2 - 10.1093/mnras/stz197
DO - 10.1093/mnras/stz197
M3 - Article
AN - SCOPUS:85062290512
SN - 0035-8711
VL - 484
SP - 5509
EP - 5529
JO - Monthly Notices of the Royal Astronomical Society
JF - Monthly Notices of the Royal Astronomical Society
IS - 4
ER -