Subtraction of point sources from interferometric radio images through an algebraic forward modelling scheme

被引:25
作者
Bernardi, G. [1 ]
Mitchell, D. A. [1 ]
Ord, S. M. [1 ]
Greenhill, L. J. [1 ]
Pindor, B. [2 ]
Wayth, R. B. [3 ]
Wyithe, J. S. B. [2 ]
机构
[1] Harvard Smithsonian Ctr Astrophys, Cambridge, MA 02138 USA
[2] Univ Melbourne, Sch Phys, Parkville, Vic 3010, Australia
[3] ICRAR Curtin Inst Radioastron, Perth, WA 6845, Australia
基金
美国国家科学基金会;
关键词
methods: data analysis; methods: numerical; techniques: interferometric; cosmology: observations; dark ages; reionization; first stars; diffuse radiation; DYNAMIC-RANGE; FOREGROUND SUBTRACTION; PARAMETER-ESTIMATION; 150; MHZ; REIONIZATION; EPOCH; 21-CM; EMISSION; ARRAY; FIELD;
D O I
10.1111/j.1365-2966.2010.18145.x
中图分类号
P1 [天文学];
学科分类号
0704 ;
摘要
We present a method for subtracting point sources from interferometric radio images via forward modelling of the instrument response and involving an algebraic non-linear minimization. The method is applied to simulated maps of the Murchison Wide-field Array but is generally useful in cases where only image data are available. After source subtraction, the residual maps have no statistical difference to the expected thermal noise distribution at all angular scales, indicating high effectiveness in the subtraction. Simulations indicate that the errors in recovering the source parameters decrease with increasing signal-to-noise ratio, which is consistent with the theoretical measurement errors. In applying the technique to simulated snapshot observations with the Murchison Wide-field Array, we found that all 101 sources present in the simulation were recovered with an average position error of 10 arcsec and an average flux density error of 0.15 per cent. This led to a dynamic range increase of approximately 3 orders of magnitude. Since all the sources were deconvolved jointly, the subtraction was not limited by source sidelobes but by thermal noise. This technique is a promising deconvolution method for upcoming radio arrays with a huge number of elements and a candidate for the difficult task of subtracting foreground sources from observations of the 21-cm neutral hydrogen signal from the epoch of reionization.
引用
收藏
页码:411 / 422
页数:12
相关论文
共 37 条
  • [1] Foregrounds for redshifted 21-cm studies of reionization: Giant meter wave radio telescope 153-MHz observations
    Ali, Sk. Saiyad
    Bharadwaj, Somnath
    Chengalur, Jayaram N.
    [J]. MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY, 2008, 385 (04) : 2166 - 2174
  • [2] The ilium forward modelling algorithm for multivariate parameter estimation and its application to derive stellar parameters from Gaia spectrophotometry
    Bailer-Jones, C. A. L.
    [J]. MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY, 2010, 403 (01) : 96 - 116
  • [3] Foregrounds for observations of the cosmological 21 cm line I. First Westerbork measurements of Galactic emission at 150 MHz in a low latitude field
    Bernardi, G.
    de Bruyn, A. G.
    Brentjens, M. A.
    Ciardi, B.
    Harker, G.
    Jelic, V.
    Koopmans, L. V. E.
    Labropoulos, P.
    Offringa, A.
    Pandey, V. N.
    Schaye, J.
    Thomas, R. M.
    Yatawatta, S.
    Zaroubi, S.
    [J]. ASTRONOMY & ASTROPHYSICS, 2009, 500 (03) : 965 - 979
  • [4] Bernardi G., 2010, A A, V522, P67
  • [5] FOREGROUND CONTAMINATION IN INTERFEROMETRIC MEASUREMENTS OF THE REDSHIFTED 21 cm POWER SPECTRUM
    Bowman, Judd D.
    Morales, Miguel F.
    Hewitt, Jacqueline N.
    [J]. ASTROPHYSICAL JOURNAL, 2009, 695 (01) : 183 - 199
  • [6] BRIGGS DS, 2005, ASP C SER, V347, P86
  • [7] CLARK BG, 1980, ASTRON ASTROPHYS, V89, P337
  • [8] Pixelization and dynamic range in radio interferometry
    Cotton, W. D.
    Uson, J. M.
    [J]. ASTRONOMY & ASTROPHYSICS, 2008, 490 (01) : 455 - 460
  • [9] BRIGHT SOURCE SUBTRACTION REQUIREMENTS FOR REDSHIFTED 21 cm MEASUREMENTS
    Datta, A.
    Bowman, J. D.
    Carilli, C. L.
    [J]. ASTROPHYSICAL JOURNAL, 2010, 724 (01) : 526 - 538
  • [10] DETECTION OF SIGNALS FROM COSMIC REIONIZATION USING RADIO INTERFEROMETRIC SIGNAL PROCESSING
    Datta, A.
    Bhatnagar, S.
    Carilli, C. L.
    [J]. ASTROPHYSICAL JOURNAL, 2009, 703 (02) : 1851 - 1862