Full-sky Models of Galactic Microwave Emission and Polarization at Sub-arcminute Scales for the Python Sky Model
arXiv:2502.20452 · doi:10.3847/1538-4357/adf212
Abstract
Polarized foreground emission from the Galaxy is one of the biggest challenges facing current and upcoming cosmic microwave background (CMB) polarization experiments. We develop new models of polarized Galactic dust and synchrotron emission at CMB frequencies that draw on the latest observational constraints, that employ the ``polarization fraction tensor'' framework to couple intensity and polarization in a physically motivated way, and that allow for stochastic realizations of small-scale structure at sub-arcminute angular scales currently unconstrained by full-sky data. We implement these models into the publicly available Python Sky Model (PySM) software and additionally provide PySM interfaces to select models of dust and CO emission from the literature. We characterize the behavior of each model by quantitatively comparing it to observational constraints in both maps and power spectra, demonstrating an overall improvement over previous PySM models. Finally, we synthesize models of the various Galactic foreground components into a coherent suite of three plausible microwave skies that span a range of astrophysical complexity allowed by current data.
arXiv commentUpdated to match version published in ApJ. 35 pages, 15 figures. A supplement describing author contributions to this paper can be found at https://pysm3.readthedocs.io/en/latest/pysm_methods_author_contributions.html
References in corpus (97)
- SciPy 1.0--Fundamental Algorithms for Scientific Computing in Python
- Array Programming with NumPy
- Astropy: A Community Python Package for Astronomy
- The NumPy array: a structure for efficient numerical computation
- The Astropy Project: Building an inclusive, open-science project and status of the v2.0 core package
- HEALPix -- a Framework for High Resolution Discretization, and Fast Analysis of Data Distributed on the Sphere
- The Astropy Project: Sustaining and Growing a Community-oriented Open-source Project and the Latest Major Release (v5.0) of the Core Package
- The Milky Way in Molecular Clouds: A New Complete CO Survey
- The Simons Observatory: Science goals and forecasts
- Three-Year Wilkinson Microwave Anisotropy Probe (WMAP) Observations: Temperature Analysis
- BICEP / Keck XIII: Improved Constraints on Primordial Gravitational Waves using Planck, WMAP, and BICEP/Keck Observations through the 2018 Observing Season
- MASTER of the CMB Anisotropy Power Spectrum: A Fast Method for Statistical Analysis of Large and Complex CMB Data Sets
- BICEP2 / Keck Array x: Constraints on Primordial Gravitational Waves using Planck, WMAP, and New BICEP2/Keck Observations through the 2015 Season
- Electric Dipole Radiation from Spinning Dust Grains
- Planck 2018 results. IV. Diffuse component separation
- Planck intermediate results. XIX. An overview of the polarized thermal emission from Galactic dust
- A unified pseudo- framework
- Planck 2018 results. III. High Frequency Instrument data processing and frequency maps
- Diffuse Galactic Emission from Spinning Dust Grains
- Planck intermediate results. LVII. Joint Planck LFI and HFI data processing
- New Extraction of the Cosmic Birefringence from the Planck 2018 Polarization Data
- 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
- The Python Sky Model: software for simulating the Galactic microwave sky
- The pre-launch Planck Sky Model: a model of sky emission at submillimetre to centimetre wavelengths
- Planck intermediate results. XXX. The angular power spectrum of polarized dust emission at intermediate and high Galactic latitudes
- Planck 2013 results. XIII. Galactic CO emission
- Separation of anomalous and synchrotron emissions using WMAP polarization data
- Morphology of the Interstellar Cooling Lines Detected by COBE
- Planck 2018 results. XI. Polarized dust foregrounds
- Planck 2018 results. XII. Galactic astrophysics using polarized dust emission
- Planck 2013 results. IX. HFI spectral response
- A refined model for spinning dust radiation
- A parsec-scale Galactic 3D dust map out to 1.25 kpc from the Sun
- Foreground component separation with generalised ILC
- The Effect of Noise on the Dust Temperature - Spectral Index Correlation
- Xspect, estimation of the angular power spectrum by computing cross-power spectra with analytical error bars
- Improved Constraints on Cosmic Birefringence from the WMAP and Planck Cosmic Microwave Background Polarization Data
- Neutral hydrogen structures trace dust polarization angle: Implications for cosmic microwave background foregrounds
- Spinning dust emission: the effect of rotation around a non-principal axis
- GLADE+: An Extended Galaxy Catalogue for Multimessenger Searches with Advanced Gravitational-wave Detectors
- The Atacama Cosmology Telescope: DR5 maps of 18,000 square degrees of the microwave sky from ACT 2008-2018 data
- Mapping the Magnetic Interstellar Medium in Three Dimensions Over the Full Sky with Neutral Hydrogen
- CCAT-prime Collaboration: Science Goals and Forecasts with Prime-Cam on the Fred Young Submillimeter Telescope
- The S-PASS view of polarized Galactic Synchrotron at 2.3 GHz as a contaminant to CMB observations
- Exploring Cosmic Origins with CORE: B-mode Component Separation
- Probing interstellar turbulence in cirrus with deep optical imaging: no sign of energy dissipation at 0.01 pc scale
- The Origin of Parity Violation in Polarized Dust Emission and Implications for Cosmic Birefringence
- QUIJOTE Scientific Results. II. Polarisation Measurements of the Microwave Emission in the Galactic molecular complexes W43 and W47 and supernova remnant W44
- Planck intermediate results. L. Evidence for spatial variation of the polarized thermal dust spectral energy distribution and implications for CMB -mode analysis
- Connecting Synchrotron, Cosmic Rays, and Magnetic Fields in the Plane of the Galaxy
- Synchrotron Spectral Curvature from 22 MHz to 23 GHz
- Extragalactic Imprints in Galactic Dust Maps
- QUIJOTE scientific results -- IV. A northern sky survey in intensity and polarization at 10-20GHz with the Multi-Frequency Instrument
- Inferring the Redshift Distribution of the Cosmic Infrared Background
- Evidence for Line-of-Sight Frequency Decorrelation of Polarized Dust Emission in Data
- A 3-D model of polarised dust emission in the Milky Way
- Initial Conditions for Star Formation: A Physical Description of the Filamentary ISM
- Dust Polarization Maps from TIGRESS: E/B power asymmetry and TE correlation
- Statistical description of dust polarized emission from the diffuse interstellar medium -- A RWST approach
- Polarized CO emission from molecular clouds
- The Power Spectra of Polarized, Dusty Filaments
- Performance forecasts for the primordial gravitational wave detection pipelines for AliCPT-1
- The Atacama Cosmology Telescope: Microwave Intensity and Polarization Maps of the Galactic Center
- The Simons Observatory: Galactic Science Goals and Forecasts
- Developing the 3-Point Correlation Function For the Turbulent Interstellar Medium
- The Simons Observatory: pipeline comparison and validation for large-scale B-modes
- Interferometric Mapping of Magnetic Fields: The massive star forming region G34.4+0.23 MM
- ForSE: a GAN based algorithm for extending CMB foreground models to sub-degree angular scales
- Non-Zeeman Circular Polarization of Molecular Rotational Spectral Lines
- BICEP2 / Keck Array VII: Matrix based E/B Separation applied to BICEP2 and the Keck Array
- BeyondPlanck XIII. Intensity foreground sampling, degeneracies, and priors
- The first degree-scale starlight-polarization-based tomography map of the magnetized interstellar medium
- Magnetic Misalignment of Interstellar Dust Filaments
- Non-Gaussian modelling and statistical denoising of Planck dust polarization full-sky maps using scattering transforms
- The BINGO Project V: Further steps in Component Separation and Bispectrum Analysis
- A 3D model for CO molecular line emission as a potential CMB polarization contaminant
- Minkowski Functionals of CMB polarisation intensity with Pynkowski: theory and application to Planck and future data
- QUIJOTE scientific results -- VIII. Diffuse polarized foregrounds from component separation with QUIJOTE-MFI
- Full-sky, arcminute-scale, 3D models of Galactic microwave foreground dust emission based on filaments
- From BeyondPlanck to Cosmoglobe: Preliminary -band analysis
- Minkowski Functionals in Joint Galaxy Clustering & Weak Lensing Analyses
- Probing the cold neutral medium through HI emission morphology with the scattering transform
- An Examination of Galactic Polarization with Application to the Planck TB Correlation
- Morphological Analysis of the Polarized Synchrotron Emission with WMAP and Planck
- The nature of non-Gaussianity and statistical isotropy of the 408 MHz Haslam synchrotron map
- BeyondPlanck XVI. Limits on Large-Scale Polarized Anomalous Microwave Emission from Planck LFI and WMAP
- Filamentary Dust Polarization and the Morphology of Neutral Hydrogen Structures
- Modeling parity-violating spectra in Galactic dust polarization with filaments and its applications to cosmic birefringence searches
- Generative models of astrophysical fields with scattering transforms on the sphere
- Analysis of Polarized Dust Emission Using Data from the First Flight of SPIDER
- The magnetic field of the Radcliffe Wave: starlight polarization at nearest approach to the Sun
- The BLAST Observatory: A Sensitivity Study for Far-IR Balloon-borne Polarimeters
- ForSE+: Simulating non-Gaussian CMB foregrounds at 3 arcminutes in a stochastic way based on a generative adversarial network
- Polarization fraction of Planck Galactic cold clumps and forecasts for the Simons Observatory
- In-Flight Performance of Spider's 280 GHz Receivers
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- Requirements on bandpass resolution and measurement precision for LiteBIRD
- Extending Galactic foreground emission with neural networks
- Forecasts of constraining isotropic cosmic birefringence on AliCPT-1
- Do We Have Sufficient Knowledge of the Galactic Foreground Emission in Cosmic Microwave Background Science?
- Comparison of Cross-Correlation Methods for Line Intensity Mapping