The effect of foreground subtraction on cosmological measurements from Intensity Mapping
arXiv:1310.8144 · doi:10.1093/mnras/stu792
Abstract
We model a 21 cm intensity mapping survey in the redshift range 0.01<z<1.5 designed to simulate the skies as seen by future radio telescopes such as the Square Kilometre Array (SKA), including instrumental noise and Galactic foregrounds. In our pipeline, we remove the introduced Galactic foregrounds with a fast independent component analysis (fastica) technique. We present the power spectrum of the large-scale matter distribution, C(l), before and after the application of this foreground removal method and calculate the resulting systematic errors. We attempt to reduce systematics in the foreground subtraction by optimally masking the maps to remove high foregrounds in the Galactic plane. Our simulations show a certain level of bias remains in the power spectrum at all scales l<400. At large-scales l<30 this bias is particularly significant. We measure the impact of these systematic effects in two different ways: firstly we fit cosmological parameters to the broadband shape of the power spectrum and secondly we extract the position of the Baryon Acoustic Oscillations (BAO). In the first analysis, we find that the systematics introduce an significant shift in the best fit cosmological parameters at the 2 to 3 sigma level which depends on the masking and noise levels. However, cosmic distances can be recovered in an unbiased way after foreground removal at all simulated redshifts by fitting the BAOs in the power spectrum. We conclude that further advances in foreground removal are needed in order to recover unbiased information from the broadband shape of the power spectrum, however, intensity mapping experiments will be a powerful tool for mapping cosmic distances across a wide redshift range.
16 pages, 12 figures, submitted to MNRAS
References in corpus (18)
- LOFAR: The LOw-Frequency ARray
- Cosmological Constraints from the SDSS Luminous Red Galaxies
- Baryon Acoustic Oscillation Intensity Mapping as a Test of Dark Energy
- Measurement of 21 cm brightness fluctuations at z ~ 0.8 in cross-correlation
- Foreground simulations for the LOFAR - Epoch of Reionization Experiment
- Determination of z~0.8 neutral hydrogen fluctuations using the 21 cm intensity mapping auto-correlation
- HI intensity mapping : a single dish approach
- All-Sky Interferometry with Spherical Harmonic Transit Telescopes
- A Method for 21cm Power Spectrum Estimation in the Presence of Foregrounds
- Cosmological baryonic and matter densities from 600,000 SDSS Luminous Red Galaxies with photometric redshifts
- The Tianlai project: a 21cm cosmology experiment
- An Improved Method for 21cm Foreground Removal
- Non-parametric foreground subtraction for 21cm epoch of reionization experiments
- De-contamination of cosmological 21-cm maps
- The Effects of Polarized Foregrounds on 21cm Epoch of Reionization Power Spectrum Measurements
- A Fast Method for Power Spectrum and Foreground Analysis for 21 cm Cosmology
- Excess Clustering on Large Scales in the MegaZ DR7 Photometric Redshift Survey
- Cosmology with the Square Kilometre Array
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- Intensity Mapping Cross-Correlations: Connecting the Largest Scales to Galaxy Evolution
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- Bayesian semi-blind component separation for foreground removal in interferometric 21-cm observations
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- Forecasts of cosmological constraints from HI intensity mapping with FAST, BINGO & SKA-I
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- HIR4: Cosmological signatures imprinted on the cross correlation between 21-cm map and galaxy clustering
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- HI Intensity Mapping with the MIGHTEE Survey: First Results of the HI Power Spectrum
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- Extracting the Epoch of Reionization Signal with 3D U-Net Neural Networks Using Data-driven Systematic Effect Model
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- Bayesian recalibration of flux scale factors in diffuse radio maps using low-resolution absolute radiometers
- Foreground removal in HI 21 cm intensity mapping under frequency-dependent beam distortions
- Forecasts on Interacting Dark Energy from 21-cm Angular Power Spectrum with BINGO and SKA observations
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- The BINGO project X. Cosmological parameter constraints from HI Intensity Mapping lognormal simulations
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