4.7 Article

Foreground removal using fastica: a showcase of LOFAR-EoR

Journal

MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY
Volume 423, Issue 3, Pages 2518-2532

Publisher

OXFORD UNIV PRESS
DOI: 10.1111/j.1365-2966.2012.21065.x

Keywords

methods: statistical; cosmology: theory; dark ages, reionization, first stars; diffuse radiation

Funding

  1. Royal Society via a University Research Fellowship
  2. NASA Lunar Science Institute [NNA09DB30A]
  3. Science and Technology Facilities Council [ST/J001511/1, ST/I000879/1] Funding Source: researchfish
  4. STFC [ST/I000879/1, ST/J001511/1] Funding Source: UKRI

Ask authors/readers for more resources

We introduce a new implementation of the fastica algorithm on simulated Low Frequency Array Epoch of Reionization data with the aim of accurately removing the foregrounds and extracting the 21-cm reionization signal. We find that the method successfully removes the foregrounds with an average fitting error of 0.5 per cent and that the 2D and 3D power spectra are recovered across the frequency range. We find that for scales above several point spread function scales, the 21-cm variance is successfully recovered though there is evidence of noise leakage into the reconstructed foreground components. We find that this blind independent component analysis technique provides encouraging results without the danger of prior foreground assumptions.

Authors

I am an author on this paper
Click your name to claim this paper and add it to your profile.

Reviews

Primary Rating

4.7
Not enough ratings

Secondary Ratings

Novelty
-
Significance
-
Scientific rigor
-
Rate this paper

Recommended

No Data Available
No Data Available