The Atacama Cosmology Telescope: Component-separated maps of CMB temperature and the thermal Sunyaev-Zel'dovich effect
arXiv:1911.05717 · doi:10.1103/PhysRevD.102.023534
Abstract
Optimal analyses of many signals in the cosmic microwave background (CMB) require map-level extraction of individual components in the microwave sky, rather than measurements at the power spectrum level alone. To date, nearly all map-level component separation in CMB analyses has been performed exclusively using satellite data. In this paper, we implement a component separation method based on the internal linear combination (ILC) approach which we have designed to optimally account for the anisotropic noise (in the 2D Fourier domain) often found in ground-based CMB experiments. Using this method, we combine multi-frequency data from the Planck satellite and the Atacama Cosmology Telescope Polarimeter (ACTPol) to construct the first wide-area, arcminute-resolution component-separated maps (covering approximately 2100 sq. deg.) of the CMB temperature anisotropy and the thermal Sunyaev-Zel'dovich (tSZ) effect sourced by the inverse-Compton scattering of CMB photons off hot, ionized gas. Our ILC pipeline allows for explicit deprojection of various contaminating signals, including a modified blackbody approximation of the cosmic infrared background (CIB) spectral energy distribution. The cleaned CMB maps will be a useful resource for CMB lensing reconstruction, kinematic SZ cross-correlations, and primordial non-Gaussianity studies. The tSZ maps will be used to study the pressure profiles of galaxies, groups, and clusters through cross-correlations with halo catalogs, with dust contamination controlled via CIB deprojection. The data products described in this paper are available on LAMBDA.
arXiv comment24 pages, 11 figures, matches version accepted by PRD. Data products are available on LAMBDA at https://lambda.gsfc.nasa.gov/product/act/act_dr4_derived_maps_get.cfm
References in corpus (98)
- Astropy: A Community Python Package for Astronomy
- The Wide-field Infrared Survey Explorer (WISE): Mission Description and Initial On-orbit Performance
- HEALPix -- a Framework for High Resolution Discretization, and Fast Analysis of Data Distributed on the Sphere
- Nine-Year Wilkinson Microwave Anisotropy Probe (WMAP) Observations: Cosmological Parameter Results
- Efficient Computation of CMB anisotropies in closed FRW models
- The Eleventh and Twelfth Data Releases of the Sloan Digital Sky Survey: Final Data from SDSS-III
- Nine-Year Wilkinson Microwave Anisotropy Probe (WMAP) Observations: Final Maps and Results
- The Simons Observatory: Science goals and forecasts
- The Temperature of the Cosmic Microwave Background
- First Year Wilkinson Microwave Anisotropy Probe (WMAP) Observations: Foreground Emission
- A high resolution foreground cleaned CMB map from WMAP
- Planck 2015 results. XVII. Constraints on primordial non-Gaussianity
- The Sloan Digital Sky Survey Quasar Catalog: Fourteenth Data Release
- Representations of celestial coordinates in FITS
- The Kilo-Degree Survey
- The Atacama Cosmology Telescope: Cosmological parameters from three seasons of data
- A Measurement of the Cosmic Microwave Background Damping Tail from the 2500-square-degree SPT-SZ survey
- Advanced ACTPol Cryogenic Detector Arrays and Readout
- SPT-3G: A Next-Generation Cosmic Microwave Background Polarization Experiment on the South Pole Telescope
- Planck 2015 results. XXVII. The Second Planck Catalogue of Sunyaev-Zeldovich Sources
- Planck 2013 results. XXX. Cosmic infrared background measurements and implications for star formation
- A full sky, low foreground, high resolution CMB map from WMAP
- The Atacama Cosmology Telescope: Sunyaev Zel'dovich Selected Galaxy Clusters at 148 GHz in the 2008 Survey
- Planck 2015 results. X. Diffuse component separation: Foreground maps
- Planck 2015 results. IX. Diffuse component separation: CMB maps
- On Foreground Removal from the Wilkinson Microwave Anisotropy Probe Data by an Internal Linear Combination Method: Limitations and Implications
- An SZ-selected sample of the most massive galaxy clusters in the 2500-square-degree South Pole Telescope survey
- Planck 2015 results. VIII. High Frequency Instrument data processing: Calibration and maps
- Evidence of Galaxy Cluster Motions with the Kinematic Sunyaev-Zel'dovich Effect
- The Atacama Cosmology Telescope: The polarization-sensitive ACTPol instrument
- Catalog Extraction in SZ Cluster Surveys: a matched filter approach
- The Atacama Cosmology Telescope: Two-Season ACTPol Spectra and Parameters
- On the Cluster Physics of Sunyaev-Zel'dovich Surveys II: Deconstructing the Thermal SZ Power Spectrum
- Simulations of the Sunyaev-Zel'dovich Power Spectrum with AGN Feedback
- CMB and SZ effect separation with Constrained Internal Linear Combinations
- Planck 2013 results. IX. HFI spectral response
- The Atacama Cosmology Telescope: likelihood for small-scale CMB data
- Planck 2015 results. XXII. A map of the thermal Sunyaev-Zeldovich effect
- The Atacama Cosmology Telescope: CMB Polarization at
- The Atacama Cosmology Telescope: The Two-Season ACTPol Sunyaev-Zel'dovich Effect Selected Cluster Catalog
- HerMES: Cosmic Infrared Background Anisotropies and the Clustering of Dusty Star-Forming Galaxies
- The Kinematic Sunyaev-Zel'dovich Effect with Projected Fields: A Novel Probe of the Baryon Distribution with Planck, WMAP, and WISE Data
- Planck 2015 results. XXVI. The Second Planck Catalogue of Compact Sources
- Evidence for the kinematic Sunyaev-Zeľdovich effect with ACTPol and velocity reconstruction from BOSS
- CMB Lensing Power Spectrum Biases from Galaxies and Clusters using High-angular Resolution Temperature Maps
- Extragalactic Foreground Contamination in Temperature-based CMB Lens Reconstruction
- Detection of Thermal SZ -- CMB Lensing Cross-Correlation in Planck Nominal Mission Data
- Rethinking CMB foregrounds: systematic extension of foreground parameterizations
- Planck 2015 results. IV. Low Frequency Instrument beams and window functions
- Planck Intermediate Results. XI: The gas content of dark matter halos: the Sunyaev-Zeldovich-stellar mass relation for locally brightest galaxies
- Detection of the pairwise kinematic Sunyaev-Zel'dovich effect with BOSS DR11 and the Atacama Cosmology Telescope
- Planck 2013 results. II. Low Frequency Instrument data processing
- Mitigating Foreground Biases in CMB Lensing Reconstruction Using Cleaned Gradients
- The Stacked Thermal SZ Signal of Locally Brightest Galaxies in Planck Full Mission Data: Evidence for Galaxy Feedback?
- Detection of warm and diffuse baryons in large scale structure from the cross-correlation of gravitational lensing and the thermal Sunyaev-Zeldovich effect
- The Kinematic Sunyaev-Zel'dovich Effect with Projected Fields II: prospects, challenges, and comparison with simulations
- Testing Sunyaev-Zel'dovich measurements of the hot gas content of dark matter haloes using synthetic skies
- Foreground-immune CMB lensing with shear-only reconstruction
- Planck 2015 results. VII. HFI TOI and beam processing
- A Measurement of the Galaxy Group-Thermal Sunyaev-Zel'dovich Effect Cross-Correlation Function
- A measurement of the secondary-CMB and millimeter-wave-foreground bispectrum using 800 square degrees of South Pole Telescope data
- Modelling the correlation between the thermal Sunyaev Zel'dovich effect and the cosmic infrared background
- The Two-Halo Term in Stacked Thermal Sunyaev-Zel'dovich Measurements: Implications for Self-Similarity
- Planck intermediate results. XIII. Constraints on peculiar velocities
- Beyond the Damping Tail: Cross-Correlating the Kinetic Sunyaev-Zel'dovich Effect with Cosmic Shear
- Planck intermediate results. XXXVII. Evidence of unbound gas from the kinetic Sunyaev-Zeldovich effect
- Planck 2015 results. VI. LFI mapmaking
- Dark Energy Survey Year 1 Results: tomographic cross-correlations between DES galaxies and CMB lensing from SPT+Planck
- Dark Energy Survey Year 1 Results: Methodology and Projections for Joint Analysis of Galaxy Clustering, Galaxy Lensing, and CMB Lensing Two-point Functions
- Bispectrum of the Sunyaev-Zel'dovich Effect
- Euclid Mission: building of a Reference Survey
- The Atacama Cosmology Telescope: Two-season ACTPol Extragalactic Point Sources and their Polarization properties
- Constraints on the redshift evolution of astrophysical feedback with Sunyaev-Zeldovich effect cross-correlations
- Evidence for the Thermal Sunyaev-Zel'dovich Effect Associated with Quasar Feedback
- Filling in CMB map missing data using constrained Gaussian realizations
- Maps of the Southern Millimeter-wave Sky from Combined 2500 deg SPT-SZ and Planck Temperature Data
- The Atacama Cosmology Telescope: A Measurement of the Thermal Sunyaev-Zel'dovich Effect Using the Skewness of the CMB Temperature Distribution
- Reconstruction of high-resolution SZ maps from heterogeneous datasets using needlets
- Power-Law Template for IR Point Source Clustering
- Foreground Biases on Primordial Non-Gaussianity Measurements from the CMB Temperature Bispectrum: Implications for Planck and Beyond
- Deconstructing Thermal Sunyaev-Zel'dovich - Gravitational Lensing Cross-Correlations: Implications for the Intracluster Medium
- CMB reconstruction from the WMAP and Planck PR2 data
- Measurement of the thermal Sunyaev-Zel'dovich effect around cosmic voids
- PACT I: Combining ACT and Planck data for optimal detection of tSZ signal
- Astrophysical components separation of COBE-DMR 4yr data with FastICA
- Mapping the relativistic electron gas temperature across the sky
- Correlations in the (Sub)millimeter background from ACTxBLAST
- Cosmological Constraints from Moments of the Thermal Sunyaev-Zel'dovich Effect
- Quantifying the Thermal Sunyaev-Zel'dovich Effect and Excess Millimeter Emission in Quasar Environments
- Non-Gaussianity of secondary anisotropies from ACTPol and Planck
- The bispectra of galactic CMB foregrounds and their impact on primordial non-Gaussianity estimation
- An Accurate Analytic Model for the Thermal Sunyaev-Zel'dovich One-Point PDF
- The Effects of Bandpass Variations on Foreground Removal Forecasts for Future CMB Experiments
- Advanced ACTPol Low Frequency Array: Readout and Characterization of Prototype 27 and 39 GHz Transition Edge Sensors
- Real space lensing reconstruction using cosmic microwave background polarization
- Measurements of the Cross Spectra of the Cosmic Infrared and Microwave Backgrounds from 95 to 1200 GHz
- How to avoid X'es around point sources in maximum likelihood CMB maps
- Design and Bolometer Characterization of the SPT-3G First-year Focal Plane
Cited by in corpus (64)
- The Atacama Cosmology Telescope: DR4 Maps and Cosmological Parameters
- The Atacama Cosmology Telescope: A Catalog of > 4000 Sunyaev-Zel'dovich Galaxy Clusters
- The Atacama Cosmology Telescope: A Measurement of the DR6 CMB Lensing Power Spectrum and its Implications for Structure Growth
- The Atacama Cosmology Telescope: A Measurement of the Cosmic Microwave Background Power Spectra at 98 and 150 GHz
- The Atacama Cosmology Telescope: Combined kinematic and thermal Sunyaev-Zel'dovich measurements from BOSS CMASS and LOWZ halos
- The Atacama Cosmology Telescope: Modeling the Gas Thermodynamics in BOSS CMASS galaxies from Kinematic and Thermal Sunyaev-Zel'dovich Measurements
- The Websky Extragalactic CMB Simulations
- The Atacama Cosmology Telescope: A CMB lensing mass map over 2100 square degrees of sky and its cross-correlation with BOSS-CMASS galaxies
- The Atacama Cosmology Telescope: DR5 maps of 18,000 square degrees of the microwave sky from ACT 2008-2018 data
- Joint constraints on cosmology and the impact of baryon feedback: combining KiDS-1000 lensing with the thermal Sunyaev-Zeldovich effect from Planck and ACT
- CMB/kSZ and Compton- Maps from 2500 square degrees of SPT-SZ and Planck Survey Data
- The Atacama Cosmology Telescope: Detection of the Pairwise Kinematic Sunyaev-Zel'dovich Effect with SDSS DR15 Galaxies
- Constraining the Baryon Abundance with the Kinematic Sunyaev-Zel'dovich Effect: Projected-Field Detection Using Planck, WMAP, and unWISE
- Constraining the Baryonic Feedback with Cosmic Shear Using the DES Year-3 Small-Scale Measurements
- Constraining Cluster Virialization Mechanism and Cosmology using Thermal-SZ-selected clusters from Future CMB Surveys
- Cross-correlation of DES Y3 lensing and ACT/ thermal Sunyaev Zel'dovich Effect II: Modeling and constraints on halo pressure profiles
- Mitigating the optical depth degeneracy using the kinematic Sunyaev-Zel'dovich effect with CMB-S4
- Shocks in the Stacked Sunyaev-Zel'dovich Profiles of Clusters II: Measurements from SPT-SZ + Planck Compton-y Map
- Constraining cosmology with a new all-sky Compton parameter map from the Planck PR4 data
- The Atacama Cosmology Telescope: Probing the Baryon Content of SDSS DR15 Galaxies with the Thermal and Kinematic Sunyaev-Zel'dovich Effects
- Inferring the impact of feedback on the matter distribution using the Sunyaev Zel'dovich effect: Insights from CAMELS simulations and ACT+DES data
- Partially Constrained Internal Linear Combination: a method for low-noise CMB foreground mitigation
- The Atacama Cosmology Telescope: Summary of DR4 and DR5 Data Products and Data Access
- Cross-correlation of DES Y3 lensing and ACT/ thermal Sunyaev Zel'dovich Effect I: Measurements, systematics tests, and feedback model constraints
- Assessing the Importance of Noise from Thermal Sunyaev-Zel{'}dovich Signals for CMB Cluster Surveys and Cluster Cosmology
- Retrieving cosmological information from small-scale CMB foregrounds II. The kinetic Sunyaev Zel'dovich effect
- Baryon Pasting Algorithm: Halo-based and Particle-based Pasting Methods
- Optimal multifrequency weighting for CMB lensing
- An improved Compton parameter map of thermal Sunyaev-Zeldovich effect from Planck PR4 data
- Detection of thermal Sunyaev-Zel'dovich Effect in the circumgalactic medium of low-mass galaxies -- a surprising pattern in self-similarity and baryon sufficiency
- Joint analysis of DES Year 3 data and CMB lensing from SPT and Planck I: Construction of CMB Lensing Maps and Modeling Choices
- The Atacama Cosmology Telescope: Map-Based Noise Simulations for DR6
- PSZSPT: a joint Planck and SPT-SZ cluster catalog
- The Atacama Cosmology Telescope: Measurement and Analysis of 1D Beams for DR4
- Superclustering with the Atacama Cosmology Telescope and Dark Energy Survey: I. Evidence for thermal energy anisotropy using oriented stacking
- The thermal and non-thermal components within and between galaxy clusters Abell 399 and Abell 401
- The Kinematic Sunyaev-Zel'dovich Effect with ACT, DES, and BOSS: a Novel Hybrid Estimator
- Percent-level constraints on baryonic feedback with spectral distortion measurements
- Cosmology from Cross-Correlation of ACT-DR4 CMB Lensing and DES-Y3 Cosmic Shear
- Super-sample covariance of the thermal Sunyaev-Zel'dovich effect
- Constraining CMB temperature evolution with Sunyaev-Zel'dovich galaxy clusters from the Atacama Cosmology Telescope
- Mitigating Foreground Bias to the CMB Lensing Power Spectrum for a CMB-HD Survey
- Retrieving cosmological information from small-scale CMB foregrounds I. The thermal Sunyaev Zel'dovich effect
- XLSSC 122 caught in the act of growing up: Spatially resolved SZ observations of a z=1.98 galaxy cluster
- CHEX-MATE: CLUster Multi-Probes in Three Dimensions (CLUMP-3D), I. Gas Analysis Method using X-ray and Sunyaev-Zel'dovich Effect Data
- Inverse-Compton Scattering of the Cosmic Infrared Background
- Exploring the mass and redshift dependence of the cluster pressure profile with stacks on thermal SZ maps
- The Atacama Cosmology Telescope: Delensed Power Spectra and Parameters
- A high-resolution view of the filament of gas between Abell 399 and Abell 401 from the Atacama Cosmology Telescope and MUSTANG-2
- Atacama Large Aperture Submillimeter Telescope (AtLAST) Science: Resolving the Hot and Ionized Universe through the Sunyaev-Zeldovich effect
- The Simons Observatory: impact of bandpass, polarization angle and calibration uncertainties on small-scale power spectrum analysis
- Superclustering with the Atacama Cosmology Telescope and Dark Energy Survey: II. Anisotropic large-scale coherence in hot gas, galaxies, and dark matter
- The Atacama Cosmology Telescope: Mitigating the impact of extragalactic foregrounds for the DR6 CMB lensing analysis
- Filtering in CMB data analysis with application to ACT DR4 and Planck observations
- kSZ Pairwise Velocity Reconstruction with Machine Learning
- Self-supervised component separation for the extragalactic submillimeter sky
- Dissecting the Thermal SZ Power Spectrum by Halo Mass and Redshift in SPT-SZ Data and Simulations
- Atacama Cosmology Telescope: Observations of supermassive black hole binary candidates. Strong sinusoidal variations at 95, 147 and 225 GHz in PKS 2131021 and PKS J08050111
- Cluster optical depth and pairwise velocity estimation using machine learning
- The non-thermal secondary CMB anisotropies from a cosmic distribution of radio galaxy lobes
- Revisiting secondary CMB distortions due to kinetic Sunyaev-Zel'dovich effect from quasar bubbles before reionization
- A comparative test of different pressure profile models in clusters of galaxies using recent ACT data
- The Bias to Cosmic Microwave Background Lensing Reconstruction from the Kinematic Sunyaev-Zel'dovich Effect at Reionization
- The Atacama Cosmology Telescope: A demonstration of CMB lensing measurement from daytime data