The N5K Challenge: Non-Limber Integration for LSST Cosmology
arXiv:2212.04291 · doi:10.21105/astro.2212.04291
Abstract
The rapidly increasing statistical power of cosmological imaging surveys requires us to reassess the regime of validity for various approximations that accelerate the calculation of relevant theoretical predictions. In this paper, we present the results of the 'N5K non-Limber integration challenge', the goal of which was to quantify the performance of different approaches to calculating the angular power spectrum of galaxy number counts and cosmic shear data without invoking the so-called 'Limber approximation', in the context of the Rubin Observatory Legacy Survey of Space and Time (LSST). We quantify the performance, in terms of accuracy and speed, of three non-Limber implementations: , , and , themselves based on different integration schemes and approximations. We find that in the challenge's fiducial 3x2pt LSST Year 10 scenario, produces the fastest run time within the required accuracy by a considerable margin, positioning it favourably for use in Bayesian parameter inference. This method, however, requires further development and testing to extend its use to certain analysis scenarios, particularly those involving a scale-dependent growth rate. For this and other reasons discussed herein, alternative approaches such as and may be necessary for a full exploration of parameter space. We also find that the usual first-order Limber approximation is insufficiently accurate for LSST Year 10 3x2pt analysis on , whereas invoking the second-order Limber approximation on these scales (with a full non-Limber method at smaller ) does suffice.
arXiv comment15 pages, 8 figures. Journal-accepted version
References in corpus (23)
- The NumPy array: a structure for efficient numerical computation
- Efficient Computation of CMB anisotropies in closed FRW models
- The Cosmic Linear Anisotropy Solving System (CLASS) II: Approximation schemes
- Dark Energy Survey Year 3 Results: Cosmological Constraints from Galaxy Clustering and Weak Lensing
- Cobaya: Code for Bayesian Analysis of hierarchical physical models
- What galaxy surveys really measure
- Extended Limber Approximation
- Third Data Release of the Hyper Suprime-Cam Subaru Strategic Program
- The Dark Energy Survey Data Release 2
- Core Cosmology Library: Precision Cosmological Predictions for LSST
- CosmoLike - Cosmological Likelihood Analyses for Photometric Galaxy Surveys
- Likelihood Analysis of CMB Temperature and Polarization Power Spectra
- Euclid preparation: II. The EuclidEmulator -- A tool to compute the cosmology dependence of the nonlinear matter power spectrum
- The Wide Field Infrared Survey Telescope: 100 Hubbles for the 2020s
- Precision calculations of the cosmic shear power spectrum projection
- The LSST Dark Energy Science Collaboration (DESC) Science Requirements Document
- Efficient Evaluation of Cosmological Angular Statistics
- Matter Power Spectrum Emulator for f(R) Modified Gravity Cosmologies
- Cosmic shear full nulling: sorting out dynamics, geometry and systematics
- Dark Energy Survey Year 3 Results: Multi-Probe Modeling Strategy and Validation
- Unequal-Time Correlators for Cosmology
- Unequal time correlators and the Zeldovich approximation
- The unequal-time matter power spectrum: impact on weak lensing observables
Cited by in corpus (16)
- KiDS-SBI: Simulation-based inference analysis of KiDS-1000 cosmic shear
- On the asymptotic connection between full- and flat-sky angular correlators
- Accuracy requirements on intrinsic alignments for Stage-IV cosmic shear
- LimberJack.jl: auto-differentiable methods for angular power spectra analyses
- KiDS-Legacy: Covariance validation and the unified OneCovariance framework for projected large-scale structure observables
- Window convolution of the galaxy clustering bispectrum
- Constraints on primordial non-Gaussianity from Quaia
- : fast differentiable angular power spectra beyond Limber
- Calibrating baryonic effects in cosmic shear with external data in the LSST era
- Cross-correlating radial peculiar velocities and CMB lensing convergence
- Linear Relativistic Corrections in the Spherical Fourier-Bessel Power Spectrum
- Cosmological forecasts from the combination of Stage-IV photometric galaxy surveys and the magnification from forthcoming GW observatories
- Reconstructing redshift distributions with photometric galaxy clustering
- 6x2pt: Forecasting gains from joint weak lensing and galaxy clustering analyses with spectroscopic-photometric galaxy cross-correlations
- Probing baryonic feedback with fast radio bursts: joint analyses with cosmic shear and galaxy clustering
- pylevin: Efficient numerical integration of integrals containing up to three Bessel functions