Weak lensing shear calibration with simulations of the HSC survey

被引:114
作者
Mandelbaum, Rachel [1 ]
Lanusse, Francois [1 ]
Leauthaud, Alexie [2 ]
Armstrong, Robert [3 ]
Simet, Melanie [4 ,5 ]
Miyatake, Hironao [4 ,6 ,7 ,8 ]
Meyers, Joshua E. [3 ,9 ]
Bosch, James [3 ]
Murata, Ryoma [6 ]
Miyazaki, Satoshi [10 ]
Tanaka, Masayuki [10 ]
机构
[1] Carnegie Mellon Univ, Dept Phys, McWilliams Ctr Cosmol, Pittsburgh, PA 15213 USA
[2] Univ Calif Santa Cruz, Dept Astron & Astrophys, 1156 High St, Santa Cruz, CA 95064 USA
[3] Princeton Univ, Dept Astrophys Sci, 4 Ivy Lane, Princeton, NJ 08544 USA
[4] CALTECH, Jet Prop Lab, Pasadena, CA 91109 USA
[5] Univ Calif Riverside, 900 Univ Ave, Riverside, CA 92521 USA
[6] Univ Tokyo, Tokyo Inst Adv Study, UTIAS, Kavli Inst Phys & Math Universe Kavli IPMU WPI, Chiba 2778583, Japan
[7] Nagoya Univ, Inst Adv Res, Nagoya, Aichi 4648601, Japan
[8] Nagoya Univ, Grad Sch Sci, Div Phys & Astrophys Sci, Nagoya, Aichi 4648602, Japan
[9] Stanford Univ, Dept Phys, Kavli Inst Particle Astrophys & Cosmol, Stanford, CA 94305 USA
[10] Natl Astron Observ Japan, Mitaka, Tokyo 1818588, Japan
基金
美国国家科学基金会; 日本科学技术振兴机构; 美国国家航空航天局; 日本学术振兴会;
关键词
gravitational lensing: weak; methods: data analysis; methods: numerical; techniques: image processing; HUBBLE-SPACE-TELESCOPE; COSMOLOGICAL PARAMETER CONSTRAINTS; ADVANCED CAMERA; SYSTEMATIC-ERRORS; IMAGE-ANALYSIS; NOISE BIAS; COSMOS; IMPACT; GALAXIES;
D O I
10.1093/mnras/sty2420
中图分类号
P1 [天文学];
学科分类号
0704 ;
摘要
We present results from a set of simulations designed to constrain the weak lensing shear calibration for the Hyper Suprime-Cam (HSC) survey. These simulations include HSC observing conditions and galaxy images from the Hubble Space Telescope (HST), with fully realistic galaxy morphologies and the impact of nearby galaxies included. We find that the inclusion of nearby galaxies in the images is critical to reproducing the observed distributions of galaxy sizes and magnitudes, due to the non-negligible fraction of unrecognized blends in ground-based data, even with the excellent typical seeing of the HSC survey (0.58 arcsec in the i band). Using these simulations, we detect and remove the impact of selection biases due to the correlation of weights and the quantities used to define the sample (S/N and apparent size) with the lensing shear. We quantify and remove galaxy property-dependent multiplicative and additive shear biases that are intrinsic to our shear estimation method, including an similar to 10 per cent-level multiplicative bias due to the impact of nearby galaxies and unrecognized blends. Finally, we check the sensitivity of our shear calibration estimates to other cuts made on the simulated samples, and find that the changes in shear calibration are well within the requirements for HSC weak lensing analysis. Overall, the simulations suggest that the weak lensing multiplicative biases in the first-year HSC shear catalogue are controlled at the 1 per cent level.
引用
收藏
页码:3170 / 3195
页数:26
相关论文
共 63 条
[1]   First data release of the Hyper Suprime-Cam Subaru Strategic Program [J].
Aihara, Hiroaki ;
Armstrong, Robert ;
Bickerton, Steven ;
Bosch, James ;
Coupon, Jean ;
Furusawa, Hisanori ;
Hayashi, Yusuke ;
Ikeda, Hiroyuki ;
Kamata, Yukiko ;
Karoji, Hiroshi ;
Kawanomoto, Satoshi ;
Koike, Michitaro ;
Komiyama, Yutaka ;
Lang, Dustin ;
Lupton, Robert H. ;
Mineo, Sogo ;
Miyatake, Hironao ;
Miyazaki, Satoshi ;
Morokuma, Tomoki ;
Obuchi, Yoshiyuki ;
Oishi, Yukie ;
Okura, Yuki ;
Price, Paul A. ;
Takata, Tadafumi ;
Tanaka, Manobu M. ;
Tanaka, Masayuki ;
Tanaka, Yoko ;
Uchida, Tomohisa ;
Uraguchi, Fumihiro ;
Utsumi, Yousuke ;
Wang, Shiang-Yu ;
Yamada, Yoshihiko ;
Yamanoi, Hitomi ;
Yasuda, Naoki ;
Arimoto, Nobuo ;
Chiba, Masashi ;
Finet, Francois ;
Fujimori, Hiroki ;
Fujimoto, Seiji ;
Furusawa, Junko ;
Goto, Tomotsugu ;
Goulding, Andy ;
Gunn, James E. ;
Harikane, Yuichi ;
Hattori, Takashi ;
Hayashi, Masao ;
Helminiak, Krzysztof G. ;
Higuchi, Ryo ;
Hikage, Chiaki ;
Ho, Paul T. P. .
PUBLICATIONS OF THE ASTRONOMICAL SOCIETY OF JAPAN, 2018, 70
[2]   The Hyper Suprime-Cam SSP Survey: Overview and survey design [J].
Aihara, Hiroaki ;
Arimoto, Nobuo ;
Armstrong, Robert ;
Arnouts, Stephane ;
Bahcall, Neta A. ;
Bickerton, Steven ;
Bosch, James ;
Bundy, Kevin ;
Capak, Peter L. ;
Chan, James H. H. ;
Chiba, Masashi ;
Coupon, Jean ;
Egami, Eiichi ;
Enoki, Motohiro ;
Finet, Francois ;
Fujimori, Hiroki ;
Fujimoto, Seiji ;
Furusawa, Hisanori ;
Furusawa, Junko ;
Goto, Tomotsugu ;
Goulding, Andy ;
Greco, Johnny P. ;
Greene, Jenny E. ;
Gunn, James E. ;
Hamana, Takashi ;
Harikane, Yuichi ;
Hashimoto, Yasuhiro ;
Hattori, Takashi ;
Hayashi, Masao ;
Hayashi, Yusuke ;
Helminiak, Krzysztof G. ;
Higuchi, Ryo ;
Hikage, Chiaki ;
Ho, Paul T. P. ;
Hsieh, Bau-Ching ;
Huang, Kuiyun ;
Huang, Song ;
Ikeda, Hiroyuki ;
Imanishi, Masatoshi ;
Inoue, Akio K. ;
Iwasawa, Kazushi ;
Iwata, Ikuru ;
Jaelani, Anton T. ;
Jian, Hung-Yu ;
Kamata, Yukiko ;
Karoji, Hiroshi ;
Kashikawa, Nobunari ;
Katayama, Nobuhiko ;
Kawanomoto, Satoshi ;
Kayo, Issha .
PUBLICATIONS OF THE ASTRONOMICAL SOCIETY OF JAPAN, 2018, 70
[3]  
[Anonymous], ARXIV170801538
[4]   An Open Source Application Framework for Astronomical Imaging Pipelines [J].
Axelrod, T. ;
Kantor, J. ;
Lupton, R. H. ;
Pierfederici, F. .
SOFTWARE AND CYBERINFRASTRUCTURE FOR ASTRONOMY, 2010, 7740
[5]   An accurate and practical method for inference of weak gravitational lensing from galaxy images [J].
Bernstein, Gary M. ;
Armstrong, Robert ;
Krawiec, Christina ;
March, Marisa C. .
MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY, 2016, 459 (04) :4467-4484
[6]   Shape measurement biases from underfitting and ellipticity gradients [J].
Bernstein, Gary M. .
MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY, 2010, 406 (04) :2793-2804
[7]   Shapes and shears, stars and smears: Optimal measurements for weak lensing [J].
Bernstein, GM ;
Jarvis, M .
ASTRONOMICAL JOURNAL, 2002, 123 (02) :583-618
[8]   SExtractor: Software for source extraction [J].
Bertin, E ;
Arnouts, S .
ASTRONOMY & ASTROPHYSICS SUPPLEMENT SERIES, 1996, 117 (02) :393-404
[9]   The Hyper Suprime-Cam software pipeline [J].
Bosch, James ;
Armstrong, Robert ;
Bickerton, Steven ;
Furusawa, Hisanori ;
Ikeda, Hiroyuki ;
Koike, Michitaro ;
Lupton, Robert ;
Mineo, Sogo ;
Price, Paul ;
Takata, Tadafumi ;
Tanaka, Masayuki ;
Yasuda, Naoki ;
Alsayyad, Yusra ;
Becker, Andrew C. ;
Coulton, William ;
Coupon, Jean ;
Garmilla, Jose ;
Huang, Song ;
Krughoff, K. Simon ;
Lang, Dustin ;
Leauthaud, Alexie ;
Lim, Kian-Tat ;
Lust, Nate B. ;
Macarthur, Lauren A. ;
Mandelbaum, Rachel ;
Miyatake, Hironao ;
Miyazaki, Satoshi ;
Murata, Ryoma ;
More, Surhud ;
Okura, Yuki ;
Owen, Russell ;
Swinbank, John D. ;
Strauss, Michael A. ;
Yamada, Yoshihiko ;
Yamanoi, Hitomi .
PUBLICATIONS OF THE ASTRONOMICAL SOCIETY OF JAPAN, 2018, 70
[10]   Results of the GREAT08 Challenge: an image analysis competition for cosmological lensing [J].
Bridle, Sarah ;
Balan, Sreekumar T. ;
Bethge, Matthias ;
Gentile, Marc ;
Harmeling, Stefan ;
Heymans, Catherine ;
Hirsch, Michael ;
Hosseini, Reshad ;
Jarvis, Mike ;
Kirk, Donnacha ;
Kitching, Thomas ;
Kuijken, Konrad ;
Lewis, Antony ;
Paulin-Henriksson, Stephane ;
Schoelkopf, Bernhard ;
Velander, Malin ;
Voigt, Lisa ;
Witherick, Dugan ;
Amara, Adam ;
Bernstein, Gary ;
Courbin, Frederic ;
Gill, Mandeep ;
Heavens, Alan ;
Mandelbaum, Rachel ;
Massey, Richard ;
Moghaddam, Baback ;
Rassat, Anais ;
Refregier, Alexandre ;
Rhodes, Jason ;
Schrabback, Tim ;
Shawe-Taylor, John ;
Shmakova, Marina ;
van Waerbeke, Ludovic ;
Wittman, David .
MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY, 2010, 405 (03) :2044-2061