The Coyote Universe Extended: Precision Emulation of the Matter Power Spectrum
arXiv:1304.7849 · doi:10.1088/0004-637X/780/1/111
Abstract
Modern sky surveys are returning precision measurements of cosmological statistics such as weak lensing shear correlations, the distribution of galaxies, and cluster abundance. To fully exploit these observations, theorists must provide predictions that are at least as accurate as the measurements, as well as robust estimates of systematic errors that are inherent to the modeling process. In the nonlinear regime of structure formation, this challenge can only be overcome by developing a large-scale, multi-physics simulation capability covering a range of cosmological models and astrophysical processes. As a first step to achieving this goal, we have recently developed a prediction scheme for the matter power spectrum (a so-called emulator), accurate at the 1% level out to k~1/Mpc and z=1 for wCDM cosmologies based on a set of high-accuracy N-body simulations. It is highly desirable to increase the range in both redshift and wavenumber and to extend the reach in cosmological parameter space. To make progress in this direction, while minimizing computational cost, we present a strategy that maximally re-uses the original simulations. We demonstrate improvement over the original spatial dynamic range by an order of magnitude, reaching k~10 h/Mpc, a four-fold increase in redshift coverage, to z=4, and now include the Hubble parameter as a new independent variable. To further the range in k and z, a new set of nested simulations run at modest cost is added to the original set. The extension in h is performed by including perturbation theory results within a multi-scale procedure for building the emulator. This economical methodology still gives excellent error control, ~5% near the edges of the domain of applicability of the emulator. A public domain code for the new emulator is released as part of the work presented in this paper.
17 pages, 14 figures; version accepted for publication in ApJ; added references and new simulation results for additional accuracy verification; overall results and conclusions unchanged; the emulator is publicly available at: http://www.hep.anl.gov/cosmology/CosmicEmu/emu.html
References in corpus (10)
- Revising the Halofit Model for the Nonlinear Matter Power Spectrum
- Effects of Baryons and Dissipation on the Matter Power Spectrum
- CFHTLenS: Combined probe cosmological model comparison using 2D weak gravitational lensing
- Cosmic shear results from the deep lens survey - I: Joint constraints on omega_m and sigma_8 with a two-dimensional analysis
- Cosmic Calibration
- Accounting for Baryons in Cosmological Constraints from Cosmic Shear
- Cosmic Emulation: The Concentration-Mass Relation for wCDM Universes
- PkANN - I. Non-linear matter power spectrum interpolation through artificial neural networks
- The metrology cameras for Subaru PFS and FMOS
- Prime Focus Spectrograph - Subaru's future -
Cited by in corpus (204)
- KiDS-450: Cosmological parameter constraints from tomographic weak gravitational lensing
- KiDS-1000 Cosmology: Multi-probe weak gravitational lensing and spectroscopic galaxy clustering constraints
- Dark Energy Survey Year 1 Results: Cosmological Constraints from Cosmic Shear
- Cosmology with cosmic shear observations: a review
- The Effective Field Theorist's Approach to Gravitational Dynamics
- An accurate halo model for fitting non-linear cosmological power spectra and baryonic feedback models
- Unveiling secrets with cosmological data: neutrino masses and mass hierarchy
- Weak lensing for precision cosmology
- The Quijote simulations
- HMcode-2020: Improved modelling of non-linear cosmological power spectra with baryonic feedback
- Neutrino Physics from the Cosmic Microwave Background and Large Scale Structure
- CFHTLenS revisited: assessing concordance with Planck including astrophysical systematics
- Accurate halo-model matter power spectra with dark energy, massive neutrinos and modified gravitational forces
- The IR-resummed Effective Field Theory of Large Scale Structures
- Data Analysis for Precision 21 cm Cosmology
- HACC: Simulating Sky Surveys on State-of-the-Art Supercomputing Architectures
- A new method to quantify the effects of baryons on the matter power spectrum
- The BACCO Simulation Project: Exploiting the full power of large-scale structure for cosmology
- The Lyman- forest in optically-thin hydrodynamical simulations
- Neutrino Mass Ordering from Oscillations and Beyond: 2018 Status and Future Prospects
- Euclid preparation: II. The EuclidEmulator -- A tool to compute the cosmology dependence of the nonlinear matter power spectrum
- The MICE Grand Challenge Lightcone Simulation II: Halo and Galaxy catalogues
- The impact of baryons on the matter power spectrum from the Horizon-AGN cosmological hydrodynamical simulation
- The Effective Field Theory of Large Scale Structures at Two Loops
- COSMOPOWER: emulating cosmological power spectra for accelerated Bayesian inference from next-generation surveys
- CFHTLenS: Cosmological constraints from a combination of cosmic shear two-point and three-point correlations
- Cosmology from Cosmic Shear with DES Science Verification Data
- The BAHAMAS project: the CMB--large-scale structure tension and the roles of massive neutrinos and galaxy formation
- Euclid preparation: IX. EuclidEmulator2 -- Power spectrum emulation with massive neutrinos and self-consistent dark energy perturbations
- Matter power spectrum and the challenge of percent accuracy
- Cosmology Constraints from the Weak Lensing Peak Counts and the Power Spectrum in CFHTLenS
- The Bispectrum in the Effective Field Theory of Large Scale Structure
- Tidal alignment of galaxies
- FAST-PT: a novel algorithm to calculate convolution integrals in cosmological perturbation theory
- The Aemulus Project I: Numerical Simulations for Precision Cosmology
- The Mira-Titan Universe II: Matter Power Spectrum Emulation
- The Mira-Titan Universe: Precision Predictions for Dark Energy Surveys
- The galaxy power spectrum take on spatial curvature and cosmic concordance
- The Aemulus Project III: Emulation of the Galaxy Correlation Function
- KiDS-1000 Methodology: Modelling and inference for joint weak gravitational lensing and spectroscopic galaxy clustering analysis
- MassiveNuS: Cosmological Massive Neutrino Simulations
- On the road to percent accuracy: nonlinear reaction of the matter power spectrum to dark energy and modified gravity
- Modeling baryonic physics in future weak lensing surveys
- Baryons, Neutrinos, Feedback and Weak Gravitational Lensing
- Accounting for baryonic effects in cosmic shear tomography: Determining a minimal set of nuisance parameters using PCA
- Position-dependent power spectrum of the large-scale structure: a novel method to measure the squeezed-limit bispectrum
- Cosmic Shear Measurements with DES Science Verification Data
- The Outer Rim Simulation: A Path to Many-Core Supercomputers
- Cosmic Emulation: Fast Predictions for the Galaxy Power Spectrum
- ICE-COLA: Towards fast and accurate synthetic galaxy catalogues optimizing a quasi -body method
- Precision Comparison of the Power Spectrum in the EFTofLSS with Simulations
- Emulation of reionization simulations for Bayesian inference of astrophysics parameters using neural networks
- Baryonic effects for weak lensing. Part I. Power spectrum and covariance matrix
- Cosmological constraints from noisy convergence maps through deep learning
- Ultra-light axions and the tension: joint constraints from the cosmic microwave background and galaxy clustering
- Cosmic Shear Cosmology Beyond 2-Point Statistics: A Combined Peak Count and Correlation Function Analysis of DES-Y1
- Near optimal bispectrum estimators for large-scale structure
- Cosmological Simulations for Combined-Probe Analyses: Covariance and Neighbour-Exclusion Bias
- Simulations of Weak Gravitational Lensing - II : Including Finite Support Effects in Cosmic Shear Covariance Matrices
- Towards a self-consistent halo model for the nonlinear large-scale structure
- DES Y3 cosmic shear down to small scales: constraints on cosmology and baryons
- Accurate cosmic shear errors: do we need ensembles of simulations?
- Stringent constraints from small-scale galaxy clustering using a hybrid MCMC+emulator framework
- Complete super-sample lensing covariance in the response approach
- Emulators for the non-linear matter power spectrum beyond CDM
- Cosmological constraints from the CFHTLenS shear measurements using a new, accurate and flexible way of predicting nonlinear mass clustering
- Constraining Neutrino Mass with the Tomographic Weak Lensing Bispectrum
- Studying galaxy troughs and ridges using Weak Gravitational Lensing with the Kilo-Degree Survey
- Cosmic Shear Covariance Matrix in CDM: Cosmology Matters
- A New Precision Measurement of the Small-Scale Line-of-Sight Power Spectrum of the Ly Forest
- Inverted initial conditions: exploring the growth of cosmic structure and voids
- Euclid Preparation. XXVIII. Forecasts for ten different higher-order weak lensing statistics
- The Aemulus Project V: Cosmological constraint from small-scale clustering of BOSS galaxies
- The Benefits of CMB Delensing
- Euclid preparation: XIX. Impact of magnification on photometric galaxy clustering
- Responses in Large-Scale Structure
- On the road to percent accuracy II: calibration of the non-linear matter power spectrum for arbitrary cosmologies
- The BACCO simulation project: biased tracers in real space
- Simultaneous modelling of matter power spectrum and bispectrum in the presence of baryons
- SP(k) -- A hydrodynamical simulation-based model for the impact of baryon physics on the non-linear matter power spectrum
- Large-Scale Structure Formation with Massive Neutrinos and Dynamical Dark Energy
- Matter Power Spectrum Emulator for f(R) Modified Gravity Cosmologies
- Euclid: impact of nonlinear prescriptions on cosmological parameter estimation from weak lensing cosmic shear
- PkANN - II. A non-linear matter power spectrum interpolator developed using artificial neural networks
- Unveiling the Dynamics of the Universe
- Persistent homology in cosmic shear: constraining parameters with topological data analysis
- Dark Energy Survey Year 1 Results: Constraining Baryonic Physics in the Universe
- The Mira-Titan Universe IV. High Precision Power Spectrum Emulation
- Precision cosmology with redshift-space bispectrum: a perturbation theory based model at one-loop order
- Growth of Cosmic Structure
- Separate Universe Simulations with IllustrisTNG: baryonic effects on power spectrum responses and higher-order statistics
- FORGE -- the f(R) gravity cosmic emulator project I: Introduction and matter power spectrum emulator
- Testing Gravity on Cosmic Scales: A Case Study of Jordan-Brans-Dicke Theory
- Precision modelling of the matter power spectrum in a Planck-like Universe
- k-cut Cosmic Shear: Tunable Power Spectrum Sensitivity to Test Gravity
- Speeding up N-body simulations of modified gravity: Vainshtein screening models
- On the reach of perturbative methods for dark matter density fields
- The Q Continuum Simulation: Harnessing the Power of GPU Accelerated Supercomputers
- Efficient exploration of cosmology dependence in the EFT of LSS
- Spherical collapse, formation hysteresis and the deeply non-linear cosmological power spectrum
- Accelerating Large-Scale-Structure data analyses by emulating Boltzmann solvers and Lagrangian Perturbation Theory
- Priors on red galaxy stochasticity from hybrid effective field theory
- Probing dark energy with tomographic weak-lensing aperture mass statistics
- Cosmology Intertwined: A Review of the Particle Physics, Astrophysics, and Cosmology Associated with the Cosmological Tensions and Anomalies
- Response Approach to the Matter Power Spectrum Covariance
- Preparing for the Cosmic Shear Data Flood: Optimal Data Extraction and Simulation Requirements for Stage IV Dark Energy Experiments
- CosmicNet II: Emulating extended cosmologies with efficient and accurate neural networks
- Systematic errors in the measurement of neutrino masses due to baryonic feedback processes: Prospects for stage IV lensing surveys
- Kernel-Based Emulator for the 3D Matter Power Spectrum from CLASS
- Precise Cosmological Constraints from BOSS Galaxy Clustering with a Simulation-Based Emulator of the Wavelet Scattering Transform
- Improving constraints on the reionization parameters using 21-cm bispectrum
- Machine Learning for Observational Cosmology
- Moving around the cosmological parameter space: a nonlinear power spectrum reconstruction based on high-resolution cosmic responses
- ICE-COLA: fast simulations for weak lensing observables
- Testing Modified Gravity with Cosmic Shear
- Redshift-space distortions in massive neutrino and evolving dark energy cosmologies
- Extending the Coyote emulator to dark energy models with standard - parametrization of the equation of state
- Cosmic Structure Formation with Kinetic Field Theory
- Cosmology with cosmic web environments I. Real-space power spectra
- DEMNUni: comparing nonlinear power spectra prescriptions in the presence of massive neutrinos and dynamical dark energy
- A coarse grained perturbation theory for the Large Scale Structure, with cosmology and time independence in the UV
- Multi-Fidelity Emulation for the Matter Power Spectrum using Gaussian Processes
- NECOLA: Towards a Universal Field-level Cosmological Emulator
- Parameter Inference for Weak Lensing using Gaussian Processes and MOPED
- Cosmological Constraints from the eBOSS Lyman- Forest using the PRIYA Simulations
- Non-Gaussianity in the Weak Lensing Correlation Function Likelihood -- Implications for Cosmological Parameter Biases
- KiDS-1000 Cosmology: Constraints from density split statistics
- The Halo Void (Dust) Model of Large Scale Structure
- Quantifying resolution in cosmological N-body simulations using self-similarity
- Cosmic Shear as a Probe of Galaxy Formation Physics
- The impact of baryons on the sensitivity of dark energy measurements
- Improved Mixed Dark Matter Halo Model for Ultralight Axions
- Inference from the small scales of cosmic shear with current and future Dark Energy Survey data
- Spoon or slide? The non-linear matter power spectrum in the presence of massive neutrinos
- CSST Cosmological Emulator I: Matter Power Spectrum Emulation with one percent accuracy to k = 10 h/Mpc
- syren-halofit: A fast, interpretable, high-precision formula for the CDM nonlinear matter power spectrum
- A Bayesian method for combining theoretical and simulated covariance matrices for large-scale structure surveys
- Fitting and forecasting non-linear coupled dark energy
- The Last Journey. I. An Extreme-Scale Simulation on the Mira Supercomputer
- Modelling galaxy clustering in redshift space with a Lagrangian bias formalism and -body simulations
- Cosmological Vlasov-Poisson Simulations of Structure Formation with Relic Neutrinos: Nonlinear Clustering and the Neutrino Mass
- Euclid preparation. XLI. Galaxy power spectrum modelling in real space
- CFHTLenS: A Gaussian likelihood is a sufficient approximation for a cosmological analysis of third-order cosmic shear statistics
- A precise symbolic emulator of the linear matter power spectrum
- Cosmology from weak lensing alone and implications for the Hubble tension
- The BAHAMAS project: Effects of dynamical dark energy on large-scale structure
- Integrated Cosmological Probes: Extended Analysis
- The matter density PDF for modified gravity and dark energy with Large Deviations Theory
- Galilean invariant resummation schemes of cosmological perturbations
- Full forward model of galaxy clustering statistics with AbacusSummit lightcones
- Clustering of red-sequence galaxies in the fourth data release ofthe Kilo-Degree Survey
- Linear and non-linear perturbations in dark energy models
- The RayGalGroupSims cosmological simulation suite for the study of relativistic effects: an application to lensing-matter clustering statistics
- syren-new: Precise formulae for the linear and nonlinear matter power spectra with massive neutrinos and dynamical dark energy
- The Peculiar Velocity Correlation Function
- Indra: a Public Computationally Accessible Suite of Cosmological -body Simulations
- Sesame: A power spectrum emulator pipeline for beyond-CDM models
- Nonlinear effects of dark energy clustering beyond the acoustic scales
- Farpoint: A High-Resolution Cosmology Simulation at the Gigaparsec Scale
- A revised density split statistic model for general filters
- Finding structure in the dark: coupled dark energy, weak lensing, and the mildly nonlinear regime
- Towards determining the neutrino mass hierarchy: weak lensing and galaxy clustering forecasts with baryons and intrinsic alignments
- An adapted filter function for density split statistics in weak lensing
- Baryonic feedback measurement from KV450 cosmic shear analysis
- Improved analytical modeling of the non-linear power spectrum in modified gravity cosmologies
- A Multi-Fidelity Emulator for the Lyman- Forest Flux Power Spectrum
- Cosmology with Galaxy Clusters: Systematic Effects in the Halo Mass Function
- Estimating the Integrated Bispectrum from Weak Lensing Maps
- Signatures of Light Massive Relics on nonlinear structure formation
- Probing cosmology with weak lensing selected clusters II: Dark energy and f(R) gravity models
- Constraining Gravity with a -cut Cosmic Shear Analysis of the Hyper Suprime-Cam First-Year Data
- The halo bias for number counts on the light cone from relativistic N-body simulations
- A field-level emulator for modeling baryonic effects across hydrodynamic simulations
- ARTEMIS emulator: exploring the effect of cosmology and galaxy formation physics on Milky Way-mass haloes and their satellites
- Improving initialization and evolution accuracy of cosmological neutrino simulations
- Learn-As-You-Go Acceleration of Cosmological Parameter Estimates
- Cosmological Leverage from the Matter Power Spectrum in the Presence of Baryon and Nonlinear Effects
- CSST Cosmological Emulator II: Generalized Accurate Halo Mass Function Emulation
- MF-Box: Multi-fidelity and multi-scale emulation for the matter power spectrum
- Fitting functions on the cheap: the relative nonlinear matter power spectrum
- The BACCO Simulation Project: A baryonification emulator with Neural Networks
- Assessing theoretical uncertainties for cosmological constraints from weak lensing surveys
- Nonlinear power spectrum in clustering and smooth dark energy models beyond the BAO scale
- Probing the cosmic web in Ly emission over large scales: an Intensity Mapping forecast for DECaLS/BASS and DESI
- Dynamics of pairwise motions in the fully non-linear regime in LCDM and Modified Gravity cosmologies
- Efficient implementation of the Time Renormalization Group
- A Framework for Measuring Weak-Lensing Magnification Using the Fundamental Plane
- Sample variance in N--body simulations and impact on tomographic shear predictions
- Interpretable and physics-informed emulator for the linear matter power spectrum from machine learning
- DESI forecast for Dark Matter-Neutrino interactions using EFTofLSS
- Cosmological perturbation theory for large scale structure in phase space
- Phenomenological power spectrum models for H emission line galaxies from the Nancy Grace Roman Space Telescope
- Constraining the primordial power spectrum using a differentiable likelihood
- Parameter inference with non-linear galaxy clustering: accounting for theoretical uncertainties
- Baryonic effects in the Effective Field Theory of Large-Scale Structure and an analytic recipe for lensing in CMB-S4
- Cosmological Simulations of Number Counts
- An Optimally Weighted Estimator of the Linear Power Spectrum Disentangling the Growth of Density Perturbations Across Galaxy Surveys
- Aemulus : Precision halo mass functions in wCDM cosmologies
- Emulating the Non-Linear Matter Power-Spectrum in Mixed Axion Dark Matter Models
- Design and optimization of neural networks for multifidelity cosmological emulation
- Power Spectrum Emulators from Neural Networks and Tree-Based Methods
- Ten-dimensional neural network emulator for the nonlinear matter power spectrum
- Web-Halo Model (WHM): Accurate non-linear matter power spectrum predictions without free parameters
- Response approach to the integrated shear 3-point correlation function: the impact of baryonic effects on small scales