A hybrid map- component separation method for primordial CMB -mode searches
arXiv:2210.14838 · doi:10.1088/1475-7516/2023/03/035
Abstract
The observation of the polarised emission from the Cosmic Microwave Background (CMB) from future ground-based and satellite-borne experiments holds the promise of indirectly detecting the elusive signal from primordial tensor fluctuations in the form of large-scale -mode polarisation. Doing so, however, requires an accurate and robust separation of the signal from polarised Galactic foregrounds. We present a component separation method for multi-frequency CMB observations that combines some of the advantages of map-based and power-spectrum-based techniques, and which is direcly applicable to data in the presence of realistic foregrounds and instrumental noise. We demonstrate that the method is able to reduce the contamination from Galactic foregrounds below an equivalent tensor-to-scalar ratio , as required for next-generation observatories, for a wide range of foreground models with varying degrees of complexity. This bias reduction is associated with a mild increase in the final statistical uncertainties, and holds for large sky areas, and for experiments targeting both the reionisation and recombination bumps in the -mode power spectrum.
arXiv comment28 pages, 9 figures
References in corpus (50)
- SciPy 1.0--Fundamental Algorithms for Scientific Computing in Python
- The NumPy array: a structure for efficient numerical computation
- 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 Standard Model Higgs boson as the inflaton
- BICEP2 I: Detection Of B-mode Polarization at Degree Angular Scales
- The Simons Observatory: Science goals and forecasts
- The Temperature of the Cosmic Microwave Background
- A Joint Analysis of BICEP2/Keck Array and Planck Data
- BICEP / Keck XIII: Improved Constraints on Primordial Gravitational Waves using Planck, WMAP, and BICEP/Keck Observations through the 2018 Observing Season
- What would we learn by detecting a gravitational wave signal in the cosmic microwave background anisotropy?
- BICEP2 / Keck Array VI: Improved Constraints On Cosmology and Foregrounds When Adding 95 GHz Data From Keck Array
- BICEP2 / Keck Array x: Constraints on Primordial Gravitational Waves using Planck, WMAP, and New BICEP2/Keck Observations through the 2015 Season
- Planck 2018 results. IV. Diffuse component separation
- Mission design of LiteBIRD
- A unified pseudo- framework
- Planck intermediate results. LVII. Joint Planck LFI and HFI data processing
- Joint Bayesian component separation and CMB power spectrum estimation
- The Best Inflationary Models After Planck
- Planck 2015 results. IX. Diffuse component separation: CMB maps
- The Atacama Cosmology Telescope: A Measurement of the Cosmic Microwave Background Power Spectra at 98 and 150 GHz
- CMB-S4: Forecasting Constraints on Primordial Gravitational Waves
- Likelihood Analysis of CMB Temperature and Polarization Power Spectra
- The Python Sky Model: software for simulating the Galactic microwave sky
- Planck 2018 results. XI. Polarized dust foregrounds
- The Atacama Cosmology Telescope: likelihood for small-scale CMB data
- Robust forecasts on fundamental physics from the foreground-obscured, gravitationally-lensed CMB polarization
- Five-Year Wilkinson Microwave Anisotropy Probe (WMAP) Observations: Bayesian Estimation of CMB Polarization Maps
- Maximum Likelihood algorithm for parametric component separation in CMB experiments
- The S-PASS view of polarized Galactic Synchrotron at 2.3 GHz as a contaminant to CMB observations
- CMBPol Mission Concept Study: Prospects for polarized foreground removal
- Updated design of the CMB polarization experiment satellite LiteBIRD
- Making Maps Of The Cosmic Microwave Background: The MAXIMA Example
- Peeling off foregrounds with the constrained moment ILC method to unveil primordial CMB -modes
- Forecasting performance of CMB experiments in the presence of complex foreground contaminations
- Mitigating Complex Dust Foregrounds in Future CMB Polarization Experiments
- A minimal power-spectrum-based moment expansion for CMB B-mode searches
- Maximum likelihood, parametric component separation and CMB B-mode detection in suborbital experiments
- Characterizing bias on large scale CMB -modes after galactic foregrounds cleaning
- Simulated forecasts for primordial B-mode searches in ground-based experiments
- Cosmic Microwave Background Anisotropy Observing Strategy Assessment
- Dust moments: towards a new modelling of the galactic dust emission for CMB B-modes analysis
- Thermodynamics and Charging of Interstellar Iron Nanoparticles
- High precision modeling of polarized signals: Moment expansion method generalized to spin-2 fields
- Single frequency CMB B-mode inference with realistic foregrounds from a single training image
- Improved Galactic Foreground Removal for B-Modes Detection with Clustering Methods
- Statistical simulations of the dust foreground to CMB polarization
- Hierarchical Bayesian CMB Component Separation with the No-U-Turn Sampler
- Detection and Removal of B-mode Dust Foregrounds with Signatures of Statistical Anisotropy
- Characterizing line-of-sight variability of polarized dust emission with future CMB experiments
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- Impact of Galactic dust non-Gaussianity on searches for B-modes from inflation
- How bad could it be? Modelling the 3D complexity of the polarised dust signal using moment expansion
- The Simons Observatory: Assessing the Impact of Dust Complexity on the Recovery of Primordial -modes
- The Simons Observatory: Validation of reconstructed power spectra from simulated filtered maps for the Small Aperture Telescope survey
- Vector Higgs-Portal Dark Matter: How UV Completion Reopens Viable Parameter Space
- The Simons Observatory: Quantifying the impact of beam chromaticity on large-scale B-mode science
- B-mode polarization forecasts for GreenPol