TY - JOUR
T1 - Foreground removal using fastica
T2 - A showcase of LOFAR-EoR
AU - Chapman, Emma
AU - Abdalla, Filipe B.
AU - Harker, Geraint
AU - Jelić, Vibor
AU - Labropoulos, Panagiotis
AU - Zaroubi, Saleem
AU - Brentjens, Michiel A.
AU - de Bruyn, A. G.
AU - Koopmans, L. V.E.
PY - 2012/7
Y1 - 2012/7
N2 - 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 0.5per 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.
AB - 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 0.5per 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.
KW - Cosmology: theory
KW - Dark ages, reionization, first stars
KW - Diffuse radiation
KW - Methods: statistical
UR - http://www.scopus.com/inward/record.url?scp=84862675265&partnerID=8YFLogxK
U2 - 10.1111/j.1365-2966.2012.21065.x
DO - 10.1111/j.1365-2966.2012.21065.x
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AN - SCOPUS:84862675265
SN - 0035-8711
VL - 423
SP - 2518
EP - 2532
JO - Monthly Notices of the Royal Astronomical Society
JF - Monthly Notices of the Royal Astronomical Society
IS - 3
ER -