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The third gravitational lensing accuracy testing (GREAT3) challenge handbook

Mandelbaum, R.; Rowe, B.; Bosch, J.; Chang, C.; Courbin, F.; Gill, M.; Jarvis, M.; Kannawadi, A.; Kacprzak, T.; Lackner, C.; Leauthaud, A.; Miyatake, H.; Nakajima, R.; Rhodes, J.; Simet, M.; Zuntz, J.; Armstrong, B.; Bridle, S.; Coupon, J.; Dietrich, J.P.; Gentile, M.; Heymans, C.; Jurling, A.S.; Kent, S.M.; Kirkby, D.; Margala, D.; Massey, R.; Melchior, P.; Peterson, J.; Roodman, A.; Schrabback, T.

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Authors

R. Mandelbaum

B. Rowe

J. Bosch

C. Chang

F. Courbin

M. Gill

M. Jarvis

A. Kannawadi

T. Kacprzak

C. Lackner

A. Leauthaud

H. Miyatake

R. Nakajima

J. Rhodes

M. Simet

J. Zuntz

B. Armstrong

S. Bridle

J. Coupon

J.P. Dietrich

M. Gentile

C. Heymans

A.S. Jurling

S.M. Kent

D. Kirkby

D. Margala

P. Melchior

J. Peterson

A. Roodman

T. Schrabback



Abstract

The GRavitational lEnsing Accuracy Testing 3 (GREAT3) challenge is the third in a series of image analysis challenges, with a goal of testing and facilitating the development of methods for analyzing astronomical images that will be used to measure weak gravitational lensing. This measurement requires extremely precise estimation of very small galaxy shape distortions, in the presence of far larger intrinsic galaxy shapes and distortions due to the blurring kernel caused by the atmosphere, telescope optics, and instrumental effects. The GREAT3 challenge is posed to the astronomy, machine learning, and statistics communities, and includes tests of three specific effects that are of immediate relevance to upcoming weak lensing surveys, two of which have never been tested in a community challenge before. These effects include many novel aspects including realistically complex galaxy models based on high-resolution imaging from space; a spatially varying, physically motivated blurring kernel; and a combination of multiple different exposures. To facilitate entry by people new to the field, and for use as a diagnostic tool, the simulation software for the challenge is publicly available, though the exact parameters used for the challenge are blinded. Sample scripts to analyze the challenge data using existing methods will also be provided. See http://great3challenge.info and http://great3.projects.phys.ucl.ac.uk/leaderboard/ for more information.

Citation

Mandelbaum, R., Rowe, B., Bosch, J., Chang, C., Courbin, F., Gill, M., …Schrabback, T. (2014). The third gravitational lensing accuracy testing (GREAT3) challenge handbook. Astrophysical Journal Supplement, 212(1), Article 5. https://doi.org/10.1088/0067-0049/212/1/5

Journal Article Type Article
Publication Date May 1, 2014
Deposit Date Jun 30, 2014
Publicly Available Date Aug 19, 2014
Journal Astrophysical Journal Supplement
Print ISSN 0067-0049
Electronic ISSN 1538-4365
Publisher American Astronomical Society
Peer Reviewed Peer Reviewed
Volume 212
Issue 1
Article Number 5
DOI https://doi.org/10.1088/0067-0049/212/1/5
Keywords Gravitational lensing: weak, Methods: data analysis, Methods: statistical, Techniques: image processing.

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Copyright Statement
© 2013. The American Astronomical Society. All rights reserved.





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