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.
14 pages, 12 figures. Submitted to MNRAS
References in corpus (14)
- Measurement of 21 cm brightness fluctuations at z ~ 0.8 in cross-correlation
- Late-time cosmology with 21cm intensity mapping experiments
- How accurately can 21 cm tomography constrain cosmology?
- Component separation methods for the Planck mission
- Polarization Observations with the Cosmic Background Imager
- The Star Formation History of the Universe as Revealed by Deep Radio Observations
- Possibility of Precise Measurement of the Cosmological Power Spectrum With a Dedicated 21cm Survey After Reionization
- Blind foreground subtraction for intensity mapping experiments
- The Deep SWIRE Field I. 20cm Continuum Radio Observations: A Crowded Sky
- The multi-frequency angular power spectrum of the epoch of reionization 21 cm signal
- Statistical properties of dust far-infrared emission
- Will point sources spoil 21 cm tomography?
- The Radio/Optical Catalog of the SSA13 Field
- Foreground removal for Square Kilometre Array observations of the Epoch of Reionization with the Correlated Component Analysis
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- The BINGO project VIII: On the recoverability of the BAO signal on HI intensity mapping simulations
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