Open AccessForeground separation using a flexible maximum‐entropy algorithm: an application to COBE data
Author(s) -
Barreiro R. B.,
Hobson M. P.,
Banday A. J.,
Lasenby A. N.,
Stolyarov V.,
Vielva P.,
Górski K. M.
Publication year - 2004
Publication title -
monthly notices of the royal astronomical society
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 2.058
H-Index - 383
eISSN - 1365-2966
pISSN - 0035-8711
DOI - 10.1111/j.1365-2966.2004.07802.x
Subject(s) - cosmic microwave background , physics , sky , astrophysics , cosmic background radiation , cosmic cancer database , planck , data set , noise (video) , latitude , anisotropy , astronomy , statistics , optics , mathematics , artificial intelligence , computer science , image (mathematics)
A flexible maximum‐entropy component separation algorithm is presented that accommodates anisotropic noise, incomplete sky‐coverage and uncertainties in the spectral parameters of foregrounds. The capabilities of the method are determined by first applying it to simulated spherical microwave data sets emulating the COBE ‐DMR, COBE ‐DIRBE and Haslam surveys. Using these simulations we find that is very difficult to determine unambiguously the spectral parameters of the galactic components for this data set due to their high level of noise. Nevertheless, we show that is possible to find a robust cosmic microwave background (CMB) reconstruction, especially at high galactic latitude. The method is then applied to these real data sets to obtain reconstructions of the CMB component and galactic foreground emission over the whole sky. The best reconstructions are found for values of the spectral parameters: T d = 19 K, α d = 2, β ff =−0.19 and β syn =−0.8 . The CMB map has been recovered with an estimated statistical error of ∼22 μK on an angular scale of 7° outside the galactic cut, whereas the low galactic latitude region presents contamination from the foreground emissions.