Simulations for single-dish intensity mapping experiments
arXiv:1507.04561 · doi:10.1093/mnras/stv2153
Abstract
HI intensity mapping is an emerging tool to probe dark energy. Observations of the redshifted HI signal will be contaminated by instrumental noise, atmospheric and Galactic foregrounds. The latter is expected to be four orders of magnitude brighter than the HI emission we wish to detect. We present a simulation of single-dish observations including an instrumental noise model with 1/f and white noise, and sky emission with a diffuse Galactic foreground and HI emission. We consider two foreground cleaning methods: spectral parametric fitting and principal component analysis. For a smooth frequency spectrum of the foreground and instrumental effects, we find that the parametric fitting method provides residuals that are still contaminated by foreground and 1/f noise, but the principal component analysis can remove this contamination down to the thermal noise level. This method is robust for a range of different models of foreground and noise, and so constitutes a promising way to recover the HI signal from the data. However, it induces a leakage of the cosmological signal into the subtracted foreground of around 5%. The efficiency of the component separation methods depends heavily on the smoothness of the frequency spectrum of the foreground and the 1/f noise. We find that as, long as the spectral variations over the band are slow compared to the channel width, the foreground cleaning method still works.
arXiv comment14 pages, 12 figures. Submitted to MNRAS
References in corpus (47)
- Planck 2013 results. XVI. Cosmological parameters
- HEALPix -- a Framework for High Resolution Discretization, and Fast Analysis of Data Distributed on the Sphere
- Observational Probes of Cosmic Acceleration
- A model of diffuse Galactic Radio Emission from 10 MHz to 100 GHz
- Cosmological Parameter Estimation Using 21 cm Radiation from the Epoch of Reionization
- Measurement of 21 cm brightness fluctuations at z ~ 0.8 in cross-correlation
- Late-time cosmology with 21cm intensity mapping experiments
- Foregrounds and Forecasts for the Cosmic Microwave Background
- How accurately can 21 cm tomography constrain cosmology?
- The Nature of Radio Emission from Distant Galaxies: The 1.4 GHz Observations
- Determination of z~0.8 neutral hydrogen fluctuations using the 21 cm intensity mapping auto-correlation
- Component separation methods for the Planck mission
- How to make maps from CMB data without losing information
- HI intensity mapping : a single dish approach
- Fast estimation of polarization power spectra using correlation functions
- Polarization Observations with the Cosmic Background Imager
- High sensitivity measurements of the CMB power spectrum with the extended Very Small Array
- CMB and SZ effect separation with Constrained Internal Linear Combinations
- The Star Formation History of the Universe as Revealed by Deep Radio Observations
- All-Sky Interferometry with Spherical Harmonic Transit Telescopes
- Possibility of Precise Measurement of the Cosmological Power Spectrum With a Dedicated 21cm Survey After Reionization
- Foreground Removal using FastICA: A Showcase of LOFAR-EoR
- Planck pre-launch status: Design and description of the Low Frequency Instrument
- A determination of the Spectra of Galactic components observed by WMAP
- Blind foreground subtraction for intensity mapping experiments
- The VLA-VIRMOS Deep Field I. Radio observations probing the microJy source population
- Neutral hydrogen surveys for high redshift galaxy clusters and proto-clusters
- The Deep SWIRE Field I. 20cm Continuum Radio Observations: A Crowded Sky
- A Determination of the Spectral Index of Galactic Synchrotron Emission in the 1-10 GHz range
- The multi-frequency angular power spectrum of the epoch of reionization 21 cm signal
- The effect of foreground subtraction on cosmological measurements from Intensity Mapping
- A Deep VLA survey at 20cm of the ISO ELAIS survey regions
- Deep multi-frequency radio imaging in the Lockman Hole using the GMRT and VLA: II. The spectral index of submillimetre galaxies
- Statistical properties of dust far-infrared emission
- Will point sources spoil 21 cm tomography?
- First Year Wilkinson Microwave Anisotropy Probe (WMAP) Observations: On-Orbit Radiometer Characterization
- MADmap: A Massively Parallel Maximum-Likelihood Cosmic Microwave Background Map-Maker
- The Radio/Optical Catalog of the SSA13 Field
- Error analysis of quadratic power spectrum estimates for CMB polarization: sampling covariance
- Making Maps Of The Cosmic Microwave Background: The MAXIMA Example
- The Impact of Atmospheric Fluctuations on Degree-scale Imaging of the Cosmic Microwave Background
- Synchrotron Spectral Curvature from 22 MHz to 23 GHz
- Constraints on Fundamental Cosmological Parameters with Upcoming Redshifted 21 cm Observations
- 21 cm observation of LSS at z~1 Instrument sensitivity and foreground subtraction
- Foreground removal for Square Kilometre Array observations of the Epoch of Reionization with the Correlated Component Analysis
- Studies of Millimeter-Wave Atmospheric Noise Above Mauna Kea
- Microjansky sources at 1.4 GHz
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- The BINGO Project I: Baryon Acoustic Oscillations from Integrated Neutral Gas Observations
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- Forecast for FAST: from Galaxies Survey to Intensity Mapping
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- Prospects for clustering and lensing measurements with forthcoming intensity mapping and optical surveys
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- The BINGO Project II: Instrument Description
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- Multipole expansion for HI intensity mapping experiments: simulations and modelling
- The BINGO Project VII: Cosmological Forecasts from 21cm Intensity Mapping
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- Constraints on Primordial non-Gaussianity from Future HI Intensity Mapping Experiments
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- The BINGO Project IV: Simulations for mission performance assessment and preliminary component separation steps
- 21cm Signal Recovery via the Robust Principle Component Analysis
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- A Semi-blind PCA-based Foreground Subtraction Method for 21 cm Intensity Mapping
- Eliminating polarization leakage effect for neutral hydrogen intensity mapping with deep learning
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- 1/f Noise Analysis for FAST HI Intensity Mapping Drift-Scan Experiment
- Cross-Correlation Forecast of CSST Spectroscopic Galaxy and MeerKAT Neutral Hydrogen Intensity Mapping Surveys
- Cosmological constraints from low redshift 21 cm intensity mapping with machine learning
- Unveiling the Universe with Emerging Cosmological Probes
- The BINGO project VIII: On the recoverability of the BAO signal on HI intensity mapping simulations
- Design, operation and performance of the PAON4 prototype transit interferometer
- Towards Optimal Foreground Mitigation Strategies for Interferometric HI Intensity Mapping in the Low-Redshift Universe
- Bayesian evidence for flux scale errors in Galactic synchrotron maps
- CONCERTO at APEX -- On-sky performance in continuum
- Expanded Generalized Needlet Internal Linear Combination (eGNILC) Framework for the 21-cm Foreground Removal
- Baryon Acoustic Oscillations from Integrated Neutral Gas Observations: an instrument to observe the 21cm hydrogen line in the redshift range 0.13 z 0.45 -- status update
- Primary Beam Chromaticity in HIRAX: I. Characterization from Simulations and Power Spectrum Implications
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- Simulation of Systematics in Future Single-Dish HI Intensity Mapping Experiments
- Forecasts on Interacting Dark Energy from 21-cm Angular Power Spectrum with BINGO and SKA observations
- Cosmological Forecasts from the Baryon Acoustic Oscillations in 21cm Intensity Mapping
- Foreground removal in HI 21 cm intensity mapping under frequency-dependent beam distortions
- Simulating a full-sky high resolution Galactic synchrotron spectral index map using neural networks