Systematic biases in low-frequency radio interferometric data due to calibration: the LOFAR-EoR case

被引:88
作者
Patil, Ajinkya H. [1 ]
Yatawatta, Sarod [1 ,2 ]
Zaroubi, Saleem [1 ,3 ]
Koopmans, Leon V. E. [1 ]
de Bruyn, A. G. [1 ,2 ]
Jelic, Vibor [1 ,2 ,4 ]
Ciardi, Benedetta [5 ]
Iliev, Ilian T. [6 ]
Mevius, Maaijke [1 ,2 ]
Pandey, Vishambhar N. [1 ,2 ]
Gehlot, Bharat K. [1 ]
机构
[1] Univ Groningen, Kapteyn Astron Inst, POB 800, NL-9700 AV Groningen, Netherlands
[2] ASTRON, POB 2, NL-7990 AA Dwingeloo, Netherlands
[3] Open Univ Israel, Dept Nat Sci, 1 Univ Rd,POB 808, IL-4353701 Raanana, Israel
[4] Rudjer Boskovic Inst, Bijenicka Cesta 54, Zagreb 10000, Croatia
[5] Max Planck Inst Astrophys, Karl Schwarzschild Str 1, D-85748 Garching, Germany
[6] Univ Sussex, Dept Phys & Astron, Ctr Astron, Pevensey 2 Bldg, Brighton BL1 9QH, E Sussex, England
基金
英国科学技术设施理事会; 欧洲研究理事会;
关键词
methods: data analysis; techniques: interferometric; dark ages; reionization; first stars; CM POWER SPECTRUM; REIONIZATION WINDOWS; SCINTILLATION NOISE; 21-CM EPOCH; SIMULATIONS; EMISSION; I; SUBTRACTION; FOREGROUNDS; TOMOGRAPHY;
D O I
10.1093/mnras/stw2277
中图分类号
P1 [天文学];
学科分类号
0704 ;
摘要
The redshifted 21 cm line of neutral hydrogen is a promising probe of the epoch of reionization (EoR). However, its detection requires a thorough understanding and control of the systematic errors. We study two systematic biases observed in the Low-Frequency Array-EoR residual data after calibration and subtraction of bright discrete foreground sources. The first effect is a suppression in the diffuse foregrounds, which could potentially mean a suppression of the 21 cm signal. The second effect is an excess of noise beyond the thermal noise. The excess noise shows fluctuations on small frequency scales, and hence it cannot be easily removed by foreground removal or avoidance methods. Our analysis suggests that sidelobes of residual sources due to the chromatic point spread function (PSF) and ionospheric scintillation cannot be the dominant causes of the excess noise. Rather, both the suppression of diffuse foregrounds and the excess noise can occur due to calibration with an incomplete sky model containing predominantly bright discrete sources. The levels of the suppression and excess noise depend on the relative flux of sources which are not included in the model with respect to the flux of modelled sources. We predict that the excess noise will reduce with more observation time in the same way as the thermal noise does. We also discuss possible solutions such as using only long baselines to calibrate the interferometric gain solutions as well as simultaneous multifrequency calibration along with their benefits and shortcomings.
引用
收藏
页码:4317 / 4330
页数:14
相关论文
共 81 条
[1]   Planck intermediate results XLVII. Planck constraints on reionization history [J].
Adam, R. ;
Aghanim, N. ;
Ashdown, M. ;
Aumont, J. ;
Baccigalupi, C. ;
Ballardini, M. ;
Banday, A. J. ;
Barreiro, R. B. ;
Bartolo, N. ;
Basak, S. ;
Battye, R. ;
Benabed, K. ;
Bernard, J. -P. ;
Bersanelli, M. ;
Bielewicz, P. ;
Bock, J. J. ;
Bonaldi, A. ;
Bonavera, L. ;
Bond, J. R. ;
Borrill, J. ;
Bouchet, F. R. ;
Boulanger, F. ;
Bucher, M. ;
Burigana, C. ;
Calabrese, E. ;
Cardoso, J. -F. ;
Carron, J. ;
Chiang, H. C. ;
Colombo, L. P. L. ;
Combet, C. ;
Comis, B. ;
Couchot, F. ;
Coulais, A. ;
Crill, B. P. ;
Curto, A. ;
Cuttaia, F. ;
Davis, R. J. ;
de Bernardis, P. ;
de Rosa, A. ;
de Zotti, G. ;
Delabrouille, J. ;
Di Valentino, E. ;
Dickinson, C. ;
Diego, J. M. ;
Dore, O. ;
Douspis, M. ;
Ducout, A. ;
Dupac, X. ;
Elsner, F. ;
Ensslin, T. A. .
ASTRONOMY & ASTROPHYSICS, 2016, 596
[2]   PAPER-64 CONSTRAINTS ON REIONIZATION: THE 21 cm POWER SPECTRUM AT z=8.4 [J].
Ali, Zaki S. ;
Parsons, Aaron R. ;
Zheng, Haoxuan ;
Pober, Jonathan C. ;
Liu, Adrian ;
Aguirre, James E. ;
Bradley, Richard F. ;
Bernardi, Gianni ;
Carilli, Chris L. ;
Cheng, Carina ;
DeBoer, David R. ;
Dexter, Matthew R. ;
Grobbelaar, Jasper ;
Horrell, Jasper ;
Jacobs, Daniel C. ;
Klima, Pat ;
MacMahon, David H. E. ;
Maree, Matthys ;
Moore, David F. ;
Razavi, Nima ;
Stefan, Irina I. ;
Walbrugh, William P. ;
Walker, Andre .
ASTROPHYSICAL JOURNAL, 2015, 809 (01)
[3]  
[Anonymous], 1992, Exp. Astron, DOI DOI 10.1007/BF00420576
[4]  
[Anonymous], J AM STAT ASS
[5]   Polarization leakage in epoch of reionization windows - I. Low Frequency Array observations of the 3C196 field [J].
Asad, K. M. B. ;
Koopmans, L. V. E. ;
Jelic, V. ;
Pandey, V. N. ;
Ghosh, A. ;
Abdalla, F. B. ;
Bernardi, G. ;
Brentjens, M. A. ;
de Bruyn, A. G. ;
Bus, S. ;
Ciardi, B. ;
Chapman, E. ;
Daiboo, S. ;
Fernandez, E. R. ;
Harker, G. ;
Iliev, I. T. ;
Jensen, H. ;
Martinez-Rubi, O. ;
Mellema, G. ;
Mevius, M. ;
Offringa, A. R. ;
Patil, A. H. ;
Schaye, J. ;
Thomas, R. M. ;
van der Tol, S. ;
Vedantham, H. K. ;
Yatawatta, S. ;
Zaroubi, S. .
MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY, 2015, 451 (04) :3709-3727
[6]   Calibration requirements for detecting the 21 cm epoch of reionization power spectrum and implications for the SKA [J].
Barry, N. ;
Hazelton, B. ;
Sullivan, I. ;
Morales, M. F. ;
Pober, J. C. .
MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY, 2016, 461 (03) :3135-3144
[7]   Gain calibration methods for radio telescope arrays [J].
Boonstra, AJ ;
van der Veen, AJ .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2003, 51 (01) :25-38
[8]   Science with the Murchison Widefield Array [J].
Bowman, Judd D. ;
Cairns, Iver ;
Kaplan, David L. ;
Murphy, Tara ;
Oberoi, Divya ;
Staveley-Smith, Lister ;
Arcus, Wayne ;
Barnes, David G. ;
Bernardi, Gianni ;
Briggs, Frank H. ;
Brown, Shea ;
Bunton, John D. ;
Burgasser, Adam J. ;
Cappallo, Roger J. ;
Chatterjee, Shami ;
Corey, Brian E. ;
Coster, Anthea ;
Deshpande, Avinash ;
deSouza, Ludi ;
Emrich, David ;
Erickson, Philip ;
Goeke, Robert F. ;
Gaensler, B. M. ;
Greenhill, Lincoln J. ;
Harvey-Smith, Lisa ;
Hazelton, Bryna J. ;
Herne, David ;
Hewitt, Jacqueline N. ;
Johnston-Hollitt, Melanie ;
Kasper, Justin C. ;
Kincaid, Barton B. ;
Koenig, Ronald ;
Kratzenberg, Eric ;
Lonsdale, Colin J. ;
Lynch, Mervyn J. ;
Matthews, Lynn D. ;
McWhirter, S. Russell ;
Mitchell, Daniel A. ;
Morales, Miguel F. ;
Morgan, Edward H. ;
Ord, Stephen M. ;
Pathikulangara, Joseph ;
Prabu, Thiagaraj ;
Remillard, Ronald A. ;
Robishaw, Timothy ;
Rogers, Alan E. E. ;
Roshi, Anish A. ;
Salah, Joseph E. ;
Sault, Robert J. ;
Shankar, N. Udaya .
PUBLICATIONS OF THE ASTRONOMICAL SOCIETY OF AUSTRALIA, 2013, 30
[9]   Faraday rotation measure synthesis [J].
Brentjens, MA ;
de Bruyn, AG .
ASTRONOMY & ASTROPHYSICS, 2005, 441 (03) :1217-U100
[10]  
Chapman E., 2015, P SCI COSM DAWN EP R