CMB-PAInT: An inpainting tool for the cosmic microwave background
arXiv:2405.06820 · doi:10.1088/1475-7516/2024/09/038
Abstract
The presence of astrophysical emissions in microwave observations forces us to perform component separation to extract the Cosmic Microwave Background (CMB) signal. However, even in the most optimistic cases, there are still strongly contaminated regions, such as the Galactic plane or those with emission from extragalactic point sources, which require the use of a mask. Since many CMB analyses, especially the ones working in harmonic space, need the whole sky map, it is crucial to develop a reliable inpainting algorithm that replaces the values of the excluded pixels by others statistically compatible with the rest of the sky. This is especially important when working with and sky maps in order to obtain - and -mode maps which are free from -to- leakage. In this work we study a method based on Gaussian Constrained Realizations (GCR), that can deal with both intensity and polarization. Several tests have been performed to asses the validation of the method, including the study of the one-dimensional probability distribution function (1-PDF), E- and B-mode map reconstruction, and power spectra estimation. We have considered two scenarios for the input simulation: one case with only CMB signal and a second one including also Planck PR4 semi-realistic noise. Even if we are limited to low resolution maps, 64 if , and are considered, we believe that this is a useful approach to be applied to future missions such as LiteBIRD, where the target are the largest scales.
arXiv comment26 pages, 24 figures. Minor changes in the text. New Appendix B. Updated to match the final version published in JCAP
References in corpus (35)
- SciPy 1.0--Fundamental Algorithms for Scientific Computing in Python
- Array Programming with NumPy
- HEALPix -- a Framework for High Resolution Discretization, and Fast Analysis of Data Distributed on the Sphere
- Planck 2018 results. X. Constraints on inflation
- Planck 2018 results. V. CMB power spectra and likelihoods
- Asymmetries in the CMB anisotropy field
- The significance of the largest scale CMB fluctuations in WMAP
- Planck Early Results: The Planck mission
- Detection of non-Gaussianity in the WMAP 1-year data using spherical wavelets
- Planck 2018 results. VII. Isotropy and Statistics of the CMB
- Planck 2018 results. IV. Diffuse component separation
- A unified pseudo- framework
- How to measure CMB power spectra without losing information
- Testing the cosmological principle of isotropy: local power spectrum estimates of the WMAP data
- Planck intermediate results. LVII. Joint Planck LFI and HFI data processing
- Joint Bayesian component separation and CMB power spectrum estimation
- Power Asymmetry in Cosmic Microwave Background Fluctuations from Full Sky to Sub-degree Scales: Is the Universe Isotropic?
- How to measure CMB polarization power spectra without losing information
- A needlet ILC analysis of WMAP 7-year data: estimation of CMB temperature map and power spectrum
- Multi-resolution internal template cleaning: An application to the Wilkinson Microwave Anisotropy Probe 7-yr polarization data
- On the CMB large-scales angular correlations
- CMB data analysis and sparsity
- Full-sky CMB lensing reconstruction in presence of sky-cuts
- A comprehensive overview of the Cold Spot
- Harmonic E/B decomposition for CMB polarization maps
- Filling in CMB map missing data using constrained Gaussian realizations
- Component separation with flexible models. Application to the separation of astrophysical emissions
- Harmonic in-painting of CMB sky by constrained Gaussian realization
- Inpainting Galactic Foreground Intensity and Polarization maps using Convolutional Neural Network
- Harmonic Inpainting of the Cosmic Microwave Background Sky: Formulation and Error Estimate
- Hemispherical Power Asymmetry in intensity and polarization for Planck PR4 data
- ECLIPSE: a fast Quadratic Maximum Likelihood estimator for CMB intensity and polarization power spectra
- Reconstruction of the CMB lensing for Planck
- Scale-dependent dipolar modulation and the quadrupole-octopole alignment in the CMB temperature
- On the regularity of the covariance matrix of a discretized scalar field on the sphere