Matter trispectrum: theoretical modelling and comparison to N-body simulations
arXiv:2009.02290 · doi:10.1088/1475-7516/2021/01/015
Abstract
The power spectrum has long been the workhorse summary statistics for large-scale structure cosmological analyses. However, gravitational non-linear evolution moves precious cosmological information from the two-point statistics (such as the power spectrum) to higher-order correlations. Moreover, information about the primordial non-Gaussian signal lies also in higher-order correlations. Without tapping into these, that information remains hidden. While the three-point function (or the bispectrum), even if not extensively, has been studied and applied to data, there has been only limited discussion about the four point/trispectrum. This is because the high-dimensionality of the statistics (in real space a skew-quadrilateral has 6 degrees of freedom), and the high number of skew-quadrilaterals, make the trispectrum numerically and algorithmically very challenging. Here we address this challenge by introducing the i-trispectrum, an integrated trispectrum that only depends on four -modes moduli. We model and measure the matter i-trispectrum from a set of 5000 \textsc{Quijote} N-body simulations both in real and redshift space, finding good agreement between simulations outputs and model up to mildly non-linear scales. Using the power spectrum, bispectrum and i-trispectrum joint data-vector covariance matrix estimated from the simulations, we begin to quantify the added-value provided by the i-trispectrum. In particular, we forecast the i-trispectrum improvements on constraints on the local primordial non-Gaussianity amplitude parameters and . For example, using the full joint data-vector, we forecast constraints up to two times () smaller in real (redshift) space than those obtained without i-trispectrum.
accepted: 6th of November 2020, published: 11th of January 2021 , 64 pages (35 pages for the main text), 15 figures
References in corpus (20)
- Why your model parameter confidences might be too optimistic -- unbiased estimation of the inverse covariance matrix
- The imprints of primordial non-gaussianities on large-scale structure: scale dependent bias and abundance of virialized objects
- Transients from Initial Conditions in Cosmological Simulations
- The Cosmic Linear Anisotropy Solving System (CLASS) I: Overview
- Cosmology and the Bispectrum
- Fast likelihood-free cosmology with neural density estimators and active learning
- Planck 2018 results. IX. Constraints on primordial non-Gaussianity
- Primordial non-Gaussianity, scale-dependent bias, and the bispectrum of galaxies
- On the assumption of Gaussianity for cosmological two-point statistics and parameter dependent covariance matrices
- Perturbative approach to covariance matrix of the matter power spectrum
- The trispectrum of 21-cm background anisotropies as a probe of primordial non-Gaussianity
- Maximal compression of the redshift space galaxy power spectrum and bispectrum
- Dark matter and halo bispectrum in redshift space: theory and applications
- The Pursuit of Non-Gaussian Fluctuations in the Cosmic Microwave Background
- Optimal Trispectrum Estimators and WMAP Constraints
- The CMB Bispectrum, Trispectrum, non-Gaussianity, and the Cramer-Rao Bound
- Non-local bias in the halo bispectrum with primordial non-Gaussianity
- Graph Database Solution for Higher Order Spatial Statistics in the Era of Big Data
- Covariance of the matter power spectrum including the survey window function effect: N-body simulations vs. fifth-order perturbation theory on grid
- Optimal analysis of the CMB trispectrum
Cited by in corpus (35)
- The CAMELS project: Cosmology and Astrophysics with MachinE Learning Simulations
- Detecting Neutrino Mass by Combining Matter Clustering, Halos, and Voids
- The GIGANTES dataset: precision cosmology from voids in the machine learning era
- Joint analysis of anisotropic power spectrum, bispectrum and trispectrum: application to N-body simulations
- Cosmological direct detection of dark energy: non-linear structure formation signatures of dark energy scattering with visible matter
- Learning cosmology and clustering with cosmic graphs
- Cosmology with one galaxy?
- The Covariance of Squeezed Bispectrum Configurations
- Information Content of Higher-Order Galaxy Correlation Functions
- Precise Calibration of the One-Loop Bispectrum in the Effective Field Theory of Large Scale Structure
- The two-loop bispectrum of large-scale structure
- NECOLA: Towards a Universal Field-level Cosmological Emulator
- EFTofLSS meets simulation-based inference: from biased tracers
- A First Detection of the Connected 4-Point Correlation Function of Galaxies Using the BOSS CMASS Sample
- Quijote-PNG: Quasi-maximum likelihood estimation of Primordial Non-Gaussianity in the non-linear dark matter density field
- Precise Calibration of the One-Loop Trispectrum in the Effective Field Theory of Large Scale Structure
- Joint velocity and density reconstruction of the Universe with nonlinear differentiable forward modeling
- Modeling the Marked Spectrum of Matter and Biased Tracers in Real- and Redshift-Space
- Integrated trispectrum detection from BOSS DR12 NGC CMASS
- Super-sample covariance of the power spectrum, bispectrum, halos, voids, and their cross covariances
- Quantification of high dimensional non-Gaussianities and its implication to Fisher analysis in cosmology
- Weak Lensing Trispectrum and Kurt-Spectra
- GEO-FPT: a model of the galaxy bispectrum at mildly non-linear scales
- Inpainting hydrodynamical maps with deep learning
- A Model for the Redshift-Space Galaxy 4-Point Correlation Function
- Cosmology from Point Clouds with Dark Matter Halos from the Quijote Simulations
- Breaking parity: the case of the trispectrum from chiral scalar-tensor theories of gravity
- Mixing Bispectrum Multipoles Under Geometric Distortions
- The Odd-Parity Part of the Observed Galaxy Trispectrum
- A New Estimator for Phase Statistics
- Multi-wavelength spectroscopic probes: prospects for primordial non-Gaussianity and relativistic effects
- New tests of dark sector interactions from the full-shape galaxy power spectrum
- About One-point Statistics of the Ratio of Two Fourier-transformed Cosmic Fields and an Application
- On Weak Lensing Response Functions
- nuGAN: Generative Adversarial Emulator for Cosmic Web with Neutrinos