Minkowski Functionals of CMB polarisation intensity with Pynkowski: theory and application to Planck and future data
arXiv:2211.07562 · doi:10.1093/mnras/stad3002
Abstract
The angular power spectrum of the Cosmic Microwave Background (CMB) anisotropies is a key tool to study the Universe. However, it is blind to the presence of non--Gaussianities and deviations from statistical isotropy, which instead can be detected with other statistics such as Minkowski Functionals (MFs). These tools have been applied to CMB temperature and -mode anisotropies with no detection of deviations from Gaussianity and isotropy. In this work, we extend the MFs formalism to the CMB polarisation intensity, . We use the Gaussian Kinematic Formula to derive the theoretical predictions of MFs for Gaussian isotropic fields. We develop a software that computes MFs on HEALPix maps and apply it to simulations to verify the robustness of both theory and methodology. We then estimate MFs of maps from Planck, both in pixel space and needlet domain, comparing them with realistic simulations which include CMB and instrumental noise residuals. We find no significant deviations from Gaussianity or isotropy in Planck CMB polarisation intensity. However, MFs could play an important role in the analysis of CMB polarisation measurements from upcoming experiments with improved sensitivity. Therefore we forecast the ability of MFs applied to maps to detect much fainter non-Gaussian anisotropic signals than with Planck data for two future complementary experiments: the LiteBIRD satellite and the ground-based Simons Observatory. We publicly release the software to compute MFs in arbitrary scalar HEALPix maps as a fully-documented Python package called (https://github.com/javicarron/pynkowski).
arXiv comment18 pages, 9 figures, updated to match version accepted by MNRAS. can be found at https://github.com/javicarron/pynkowski
References in corpus (47)
- HEALPix -- a Framework for High Resolution Discretization, and Fast Analysis of Data Distributed on the Sphere
- Nine-Year Wilkinson Microwave Anisotropy Probe (WMAP) Observations: Final Maps and Results
- The Simons Observatory: Science goals and forecasts
- Non-Gaussianity from Inflation: Theory and Observations
- An All-Sky Analysis of Polarization in the Microwave Background
- Planck 2018 results. V. CMB power spectra and likelihoods
- Why your model parameter confidences might be too optimistic -- unbiased estimation of the inverse covariance matrix
- A Probe of Primordial Gravity Waves and Vorticity
- The Atacama Cosmology Telescope: DR4 Maps and Cosmological Parameters
- Primordial Non-Gaussianities from Inflation Models
- Planck Early Results: The Planck mission
- Planck 2018 results. VII. Isotropy and Statistics of the CMB
- Planck 2015 results. XVI. Isotropy and statistics of the CMB
- Planck 2018 results. IV. Diffuse component separation
- Mission design of LiteBIRD
- CMB Anomalies after Planck
- The Python Sky Model: software for simulating the Galactic microwave sky
- Minkowski Functionals used in the Morphological Analysis of Cosmic Microwave Background Anisotropy Maps
- Integrated Sachs-Wolfe effect from the cross correlation of WMAP3 year and the NRAO VLA sky survey data: New results and constraints on dark energy
- Multi-Detector Multi-Component spectral matching and applications for CMB data analysis
- Analysis of CMB polarization on an incomplete sky
- Predictions from an anisotropic inflationary era
- E/B decomposition of finite pixelized CMB maps
- Anisotropically Inflating Universes
- Primordial non-Gaussianity from the large scale structure
- Measurements of B-mode Polarization of the Cosmic Microwave Background from 500 Square Degrees of SPTpol Data
- Non Gaussianity and Minkowski Functionals: forecasts for Planck
- Cosmological Forecast for non-Gaussian Statistics in large-scale weak Lensing Surveys
- Low Variance at large scales of WMAP 9 year data
- The large scale polarization explorer (LSPE) for CMB measurements: performance forecast
- CMB power spectrum estimation and map reconstruction with the Expectation - Maximization algorithm
- Bayesian field-level inference of primordial non-Gaussianity using next-generation galaxy surveys
- Large-scale anomalies in the cosmic microwave background as signatures of non-Gaussianity
- General Statistical properties of the CMB Polarization field
- ForSE: a GAN based algorithm for extending CMB foreground models to sub-degree angular scales
- The bispectra of galactic CMB foregrounds and their impact on primordial non-Gaussianity estimation
- Probing the statistical properties of CMB -mode polarization through Minkowski Functionals
- Primordial non-Gaussian signatures in CMB polarization
- Cosmological Applications of the Gaussian Kinematic Formula
- Foreground model recognition through Neural Networks for CMB B-mode observations
- Minkowski Functionals in Joint Galaxy Clustering & Weak Lensing Analyses
- Skewness and Kurtosis as Indicators of Non-Gaussianity in Galactic Foreground Maps
- The Weak Lensing Peak Statistics in the Mocks by the inverse-Gaussianization Method
- Statistics of non-polarized points in the CMB polarization maps
- The large-scale structure from non-Gaussian primordial perturbations
- Geometry and topology of spin random fields
- Minkowski Functionals in for the spin-2 CMB polarisation field
Cited by in corpus (10)
- Full-sky Models of Galactic Microwave Emission and Polarization at Sub-arcminute Scales for the Python Sky Model
- Generative models of astrophysical fields with scattering transforms on the sphere
- How bad could it be? Modelling the 3D complexity of the polarised dust signal using moment expansion
- Morphometry on the sphere: Cartesian and irreducible Minkowski tensors explained and implemented
- A Minkowski Functional Analysis of the Cosmic Microwave Background Weak Lensing Convergence
- From few to many maps: A fast map-level emulator for extreme augmentation of CMB systematics datasets
- Fast Generation of Weak Lensing Maps in Modified Gravity with COLA
- Cosmic Strings-induced CMB anisotropies in light of Weighted Morphology
- Probing CMB Polarization Gaussianity with the Statistics of Unpolarized Points: Non-Gaussianity of Planck Data and Prospects for Future B-Mode Measurements
- Extending Galactic foreground emission with neural networks