Component separation methods for the Planck mission
arXiv:0805.0269 · doi:10.1051/0004-6361:200810116
Abstract
The Planck satellite will map the full sky at nine frequencies from 30 to 857 GHz. The CMB intensity and polarization that are its prime targets are contaminated by foreground emission. The goal of this paper is to compare proposed methods for separating CMB from foregrounds based on their different spectral and spatial characteristics, and to separate the foregrounds into components of different physical origin. A component separation challenge has been organized, based on a set of realistically complex simulations of sky emission. Several methods including those based on internal template subtraction, maximum entropy method, parametric method, spatial and harmonic cross correlation methods, and independent component analysis have been tested. Different methods proved to be effective in cleaning the CMB maps from foreground contamination, in reconstructing maps of diffuse Galactic emissions, and in detecting point sources and thermal Sunyaev-Zeldovich signals. The power spectrum of the residuals is, on the largest scales, four orders of magnitude lower than that of the input Galaxy power spectrum at the foreground minimum. The CMB power spectrum was accurately recovered up to the sixth acoustic peak. The point source detection limit reaches 100 mJy, and about 2300 clusters are detected via the thermal SZ effect on two thirds of the sky. We have found that no single method performs best for all scientific objectives. We foresee that the final component separation pipeline for Planck will involve a combination of methods and iterations between processing steps targeted at different objectives such as diffuse component separation, spectral estimation and compact source extraction.
Matches version accepted by A&A. A version with high resolution figures is available at http://people.sissa.it/~leach/compsepcomp.pdf
References in corpus (42)
- Maps of Dust IR Emission for Use in Estimation of Reddening and CMBR Foregrounds
- HEALPix -- a Framework for High Resolution Discretization, and Fast Analysis of Data Distributed on the Sphere
- First Year Wilkinson Microwave Anisotropy Probe (WMAP) Observations: Preliminary Maps and Basic Results
- First Year Wilkinson Microwave Anisotropy Probe (WMAP) Observations: Foreground Emission
- A Physical Model for the Co-evolution of QSOs and of their Spheroidal Hosts
- Three-Year Wilkinson Microwave Anisotropy Probe (WMAP) Observations: Temperature Analysis
- First Year Wilkinson Microwave Anisotropy Probe (WMAP) Observations: Angular Power Spectrum
- First Year Wilkinson Microwave Anisotropy Probe (WMAP) Observations: Tests of Gaussianity
- Extrapolation of Galactic Dust Emission at 100 Microns to CMBR Frequencies Using FIRAS
- Foregrounds and Forecasts for the Cosmic Microwave Background
- Joint Bayesian component separation and CMB power spectrum estimation
- Predictions for high-frequency radio surveys of extragalactic sources
- A Measurement of the Angular Power Spectrum of the CMB Temperature Anisotropy from the 2003 Flight of Boomerang
- Catalog Extraction in SZ Cluster Surveys: a matched filter approach
- Towards a free-free template for CMB foregrounds
- Multi-Detector Multi-Component spectral matching and applications for CMB data analysis
- Foreground separation methods for satellite observations of the cosmic microwave background
- A determination of the Spectra of Galactic components observed by WMAP
- All-sky astrophysical component separation with Fast Independent Component Analysis (FastICA)
- Foregrounds and CMB Experiments: I. Semi-analytical estimates of contamination
- Filtering techniques for the detection of Sunyaev-Zel'dovich clusters in multifrequency CMB maps
- Instrument, Method, Brightness and Polarization Maps from the 2003 flight of BOOMERanG
- The Mexican Hat Wavelet Family. Application to point source detection in CMB maps
- Statistical properties of dust far-infrared emission
- Comparison of filters for the detection of point sources in Planck simulations
- All-sky component separation for the Planck mission
- A simulation pipeline for the Planck mission
- Non-blind catalogue of extragalactic point sources from the Wilkinson Microwave Anisotropy Probe (WMAP) first 3--year survey data
- Making sky maps from Planck data
- WMAP 3yr data with the CCA: anomalous emission and impact of component separation on the CMB power spectrum
- Foreground Subtraction of Cosmic Microwave Background Maps using WI-FIT (Wavelet based hIgh resolution Fitting of Internal Templates)
- All-sky component separation in the presence of anisotropic noise and dust temperature variations
- CMB power spectrum estimation and map reconstruction with the Expectation - Maximization algorithm
- The effect of point sources on satellite observations of the cosmic microwave background
- Estimating the spectral indices of correlated astrophysical foregrounds by a second-order statistical approach
- Separation of correlated astrophysical sources using multiple-lag data covariance matrices
- The local sub-mm luminosity functions and predictions from Spitzer to Herschel
- Intracluster Comptonization of the CMB: Mean Spectral Distrortion and Cluster Number Counts
- Comparison of map-making algorithms for CMB experiments
- Statistical properties of extragalactic sources in the New Extragalactic WMAP Point Source (NEWPS) catalogue
- Confusion noise at far-IR to millimeter wavelengths
- CMB signal in WMAP 3yr data with FastICA
Cited by in corpus (165)
- Planck 2018 results. I. Overview and the cosmological legacy of Planck
- Planck 2013 Results. XXIV. Constraints on primordial non-Gaussianity
- Planck 2018 results. IV. Diffuse component separation
- Planck intermediate results. LVII. Joint Planck LFI and HFI data processing
- Planck 2013 results. XII. Component separation
- Planck 2015 results. IX. Diffuse component separation: CMB maps
- The pre-launch Planck Sky Model: a model of sky emission at submillimetre to centimetre wavelengths
- Planck 2013 results. XXVIII. The Planck Catalogue of Compact Sources
- Simulations of the Microwave Sky
- Planck Intermediate Results. V. Pressure profiles of galaxy clusters from the Sunyaev-Zeldovich effect
- Planck early results. XX. New light on anomalous microwave emission from spinning dust grains
- CMB and SZ effect separation with Constrained Internal Linear Combinations
- Primordial non-Gaussianity and Bispectrum Measurements in the Cosmic Microwave Background and Large-Scale Structure
- A refined model for spinning dust radiation
- Foreground component separation with generalised ILC
- Planck early results. VI. The High Frequency Instrument data processing
- Planck early results. XXI. Properties of the interstellar medium in the Galactic plane
- Planck pre-launch status: the Planck-LFI programme
- The Websky Extragalactic CMB Simulations
- A needlet ILC analysis of WMAP 7-year data: estimation of CMB temperature map and power spectrum
- Planck 2015 results. XXV. Diffuse low-frequency Galactic foregrounds
- Multi-resolution internal template cleaning: An application to the Wilkinson Microwave Anisotropy Probe 7-yr polarization data
- Planck Early Results. V. The Low Frequency Instrument data processing
- Properties of Galactic cirrus clouds observed by BOOMERanG
- Non Gaussianity and Minkowski Functionals: forecasts for Planck
- Cosmology from the Thermal Sunyaev-Zel'dovich Power Spectrum: Primordial non-Gaussianity and Massive Neutrinos
- Exploring Cosmic Origins with CORE: B-mode Component Separation
- Observing the clustering properties of galaxy clusters in dynamical dark-energy cosmologies
- Simulations for single-dish intensity mapping experiments
- 21cm foregrounds and polarization leakage: a user's guide on cleaning and mitigation strategies
- Estimating the impact of recombination uncertainties on the cosmological parameter constraints from cosmic microwave background experiments
- Simple foreground cleaning algorithm for detecting primordial B-mode polarization of the cosmic microwave background
- Planck 2013 results. III. LFI systematic uncertainties
- Recovery of 21 cm intensity maps with sparse component separation
- Blind and non-blind source detection in WMAP 5-year maps
- CMB power spectrum estimation using wavelets
- Phased Array Feed Calibration, Beamforming and Imaging
- Galactic foreground contributions to the WMAP5 maps
- Approximate Bayesian Computation in Large Scale Structure: constraining the galaxy-halo connection
- Joint 3D modelling of the polarized Galactic synchrotron and thermal dust foreground diffuse emission
- Sparse component separation for accurate CMB map estimation
- A 3-D model of polarised dust emission in the Milky Way
- SWIPE: a bolometric polarimeter for the Large-Scale Polarization Explorer
- The Planck-ATCA Co-eval Observations (PACO) project: the bright sample
- Constraints on the topology of the Universe derived from the 7-year WMAP data
- Bayesian component separation and CMB estimation for the 5-year WMAP temperature data
- Impact of Galactic polarized emission on B-mode detection at low multipoles
- Reconstruction of high-resolution SZ maps from heterogeneous datasets using needlets
- Modeling atmospheric emission for CMB ground-based observations
- Low-resolution spectroscopy of the Sunyaev-Zel'dovich effect and estimates of cluster parameters
- Planck intermediate results. XL. The Sunyaev-Zeldovich signal from the Virgo cluster
- A Comparison of Algorithms for the Construction of SZ Cluster Catalogues
- Maximum likelihood, parametric component separation and CMB B-mode detection in suborbital experiments
- Planck intermediate results. LIV. The Planck Multi-frequency Catalogue of Non-thermal Sources
- Polarization of the WMAP Point Sources
- Direct detection of the kinetic Sunyaev-Zel'dovich effect in galaxy clusters
- Impact of calibration errors on CMB component separation using FastICA and ILC
- Search for anomalous alignments of structures in Planck data using Minkowski Tensors
- Likelihood methods for CMB experiments
- Modeling Extragalactic Foregrounds and Secondaries for Unbiased Estimation of Cosmological Parameters From Primary CMB Anisotropy
- The ISW-tSZ cross correlation: ISW extraction out of pure CMB data
- The Simons Observatory: pipeline comparison and validation for large-scale B-modes
- Probing Modified Gravity Theories with ISW and CMB Lensing
- B-mode Detection with an Extended Planck Mission
- Foreground Separation and Constraints on Primordial Gravitational Waves with the PICO Space Mission
- Iterative destriping and photometric calibration for Planck-HFI, polarized, multi-detector map-making
- BeyondPlanck I. Global Bayesian analysis of the Planck Low Frequency Instrument data
- The Planck-ATCA Co-eval Observations (PACO) project: analysis of radio source properties between 5 and 217 GHz
- Herschel-ATLAS: blazars in the SDP field
- Measuring the redshift dependence of the CMB monopole temperature with PLANCK data
- A Millimeter-Wave Galactic Plane Survey With The BICEP Polarimeter
- Physics of the cosmic microwave background anisotropy
- The Planck-ATCA Coeval Observations (PACO) project: the faint sample
- Framework for analysis of next generation, polarised CMB data sets in the presence of galactic foregrounds and systematic effects
- Characterization of the polarized synchrotron emission from Planck and WMAP data
- Constraints on the spectral index of polarized synchrotron emission from WMAP and Faraday-corrected S-PASS data
- SILC: a new Planck Internal Linear Combination CMB temperature map using directional wavelets
- Detection/estimation of the modulus of a vector. Application to point source detection in polarization data
- Measuring Bulk Flow of Galaxy Clusters using Kinematic Sunyaev-Zel'dovich effect: Prediction for Planck
- Investigation of the Origin of the Anomalous Microwave Emission in Lambda Orionis
- How to Identify and Separate Bright Galaxy Clusters from the Low-frequency Radio Sky?
- COMAP Early Science: VI. A First Look at the COMAP Galactic Plane Survey
- Forecast for the Planck precision on the tensor to scalar ratio and other cosmological parameters
- CENN: A fully convolutional neural network for CMB recovery in realistic microwave sky simulations
- WMAP anomalous signal in the ecliptic plane
- Searching for primordial non-Gaussianity in Planck CMB maps using a combined estimator
- The C-Band All-Sky Survey (C-BASS): Constraining diffuse Galactic radio emission in the North Celestial Pole region
- CMB component separation in the pixel domain
- BeyondPlanck XI. Bayesian CMB analysis with sample-based end-to-end error propagation
- Spin-SILC: CMB polarisation component separation with spin wavelets
- Extragalactic sources in Cosmic Microwave Background maps
- Mapping the large-angle deviation from Gaussianity in simulated CMB maps
- Coronal Temperature Maps from Solar EUV images: a Blind Source Separation Approach
- Improved Galactic Foreground Removal for B-Modes Detection with Clustering Methods
- A Bayesian technique for the detection of point sources in CMB maps
- Correlated Component Analysis for diffuse component separation with error estimation on simulated Planck polarization data
- 7 mm continuum observations of ultra compact HII regions
- Isotropy statistics of CMB hot and cold spots
- Probing Cosmic Strings with Satellite CMB measurements
- Foreground influence on primordial non-Gaussianity estimates: needlet analysis of WMAP 5-year data
- A multifrequency method based on the Matched Multifilter for the detection of point sources in CMB maps
- Effect of Foregrounds on the CMBR Multipole Alignment
- Efficient ILC analysis on polarization maps after EB leakage correction
- Requirements for future CMB satellite missions: photometric and band-pass response calibration
- Application of the independent component analysis to the iKAGRA data
- An Assessment of Contamination in the thermal-SZ Map Using Cross Correlations
- The Morphology of the Thermal Sunyaev-Zel'dovich Sky
- Hierarchical Bayesian CMB Component Separation with the No-U-Turn Sampler
- Statistical Properties of Thermal Sunyaev-Zel'dovich Maps
- Subdegree Sunyaev-Zel'dovich Signal from Multifrequency BOOMERanG observations
- The Large-Scale Polarization Explorer (LSPE)
- Detection and Removal of B-mode Dust Foregrounds with Signatures of Statistical Anisotropy
- Linearized iterative least-squares (LIL): A parameter fitting algorithm for component separation in multifrequency CMB experiments such as Planck
- Foreground removal from WMAP 5yr temperature maps using an MLP neural network
- A Novel CMB Component Separation Method: Hierarchical Generalized Morphological Component Analysis
- Cross-correlating Sunyaev-Zel'dovich and Weak Lensing Maps
- Biases to primordial non-Gaussianity measurements from CMB secondary anisotropies
- X-ray Clusters of Galaxies as Cosmological Tools
- Recent developments in astrophysical and cosmological exploitation of microwave surveys
- Signature of cool cores in SZ clusters: a multiwavelength approach
- The Planck On-Flight Forecaster (POFF)
- The Simultaneous Medicina-Planck Experiment (SiMPlE): data acquisition, reduction and first results
- Testing the ABS method with the simulated Planck temperature maps
- Large-Scale Polarized Foreground Component Separation for Planck
- Optimized Large-Scale CMB Likelihood And Quadratic Maximum Likelihood Power Spectrum Estimation
- Biparametric Adaptive Filter: detection of compact sources in complex microwave backgrounds
- Cross-correlation analysis of CMB with foregrounds for residuals
- Compact source detection in multi-channel microwave surveys: from SZ clusters to polarized sources
- The CIB-lensing bispectrum: impact on primordial non-Gaussianity and detectability for the Planck mission
- Detection of new point-sources in WMAP Cosmic Microwave Background (CMB) maps at high Galactic latitude. A new technique to extract point sources from CMB maps
- Model of the polarized foreground diffuse Galactic emissions from 33 to 353 GHz
- Cosmic dipole tensions: confronting the cosmic microwave background with infrared and radio populations of cosmological sources
- Morphological Tests of the Pulsar and Dark Matter Interpretations of the WMAP Haze
- Foreground Maps in WMAP frequency bands
- CMB map restoration
- Constraints on cosmic birefringence using -mode polarisation
- Motion induced second order temperature and y-type anisotropies after the subtraction of linear dipole in the CMB maps
- Identification of galaxy clusters in cosmic microwave background maps using the Sunyaev-Zel'dovich effect
- Bayesian decomposition of the Galactic multi-frequency sky using probabilistic autoencoders
- The XMM Cluster Survey: Predicted overlap with the Planck Cluster Catalogue
- A Constrained NILC method for CMB B mode observations
- Point Source Detection with Fully-Convolutional Networks: Performance in Realistic Simulations
- A 20 GHz bright sample for δ > +72°: I. Catalogue
- Model Independent Foreground Power Spectrum Estimation using WMAP 5-year Data
- Foreground removal from WMAP 7yr polarization maps using an MLP neural network
- The two-and three-point correlation functions of the polarized five-year WMAP sky maps
- The Simons Observatory: Validation of reconstructed power spectra from simulated filtered maps for the Small Aperture Telescope survey
- Multifrequency filter search for high redshift sources and lensing systems in Herschel-ATLAS
- Mapping possible non-Gaussianity in the Planck maps
- Self-supervised component separation for the extragalactic submillimeter sky
- Constraints on primordial non-Gaussianity from Planck PR4 data
- Limits on Polarized Dust Spectral Index Variations for CMB Foreground Analysis
- Application of Genetic Algorithm to Estimate the Large Angular Scale Features of Cosmic Microwave Background
- Polarized CMB recovery with sparse component separation
- Dark matter search with CMB: a study of foregrounds
- Implications of scattering for CMB foreground emission modelling
- Bayesian imaging inverse problem with scattering transform
- Extracting cosmological signals from foregrounds in deep mm maps of the sky
- A Foreground Model Independent Bayesian CMB Temperature and Polarization Signal Reconstruction and Cosmological Parameter Estimation over Large Angular Scales
- Neutrino matter with PLANCK
- Supervised Extraction of the Thermal SunyaevZel'dovich Effect with a Three-Dimensional Convolutional Neural Network
- Multi-frequency point source detection with fully convolutional networks: Performance in realistic microwave sky simulations
- Simulating a full-sky high resolution Galactic synchrotron spectral index map using neural networks
- Cosmic Microwave Background Images
- A comparative study of non-Gaussianity in ILC-7yr CMB map