Simulating image coaddition with the Nancy Grace Roman Space Telescope – II. Analysis of the simulated images and implications for weak lensing

Author:

Yamamoto Masaya1ORCID,Laliotis Katherine23,Macbeth Emily234,Zhang Tianqing5ORCID,Hirata Christopher M234,Troxel M A1ORCID,Cao Kaili23,Choi Ami6ORCID,Givans Jahmour78,Heitmann Katrin9,Ishak Mustapha10,Jarvis Mike11,Kovacs Eve9,Long Heyang23,Mandelbaum Rachel512ORCID,Park Andy5,Porredon Anna13,Walter Christopher W1,Wood-Vasey W Michael14

Affiliation:

1. Department of Physics, Duke University , Box 90305, Durham, NC 27708 , USA

2. Center for Cosmology and AstroParticle Physics (CCAPP), 191 West Woodruff Ave, The Ohio State University , Columbus, OH 43210 , USA

3. Department of Physics, The Ohio State University , 191 West Woodruff Ave, Columbus, OH 43210 , USA

4. Department of Astronomy, The Ohio State University , 140 West 18th Avenue, Columbus, OH 43210 , USA

5. McWilliams Center for Cosmology, Department of Physics, Carnegie Mellon University , 5000 Forbes Ave, Pittsburgh, PA 15213 , USA

6. NASA Goddard Space Flight Center , Mail Code 665, Greenbelt, MD 20771 , USA

7. Department of Astrophysical Sciences, Princeton University , 4 Ivy Lane, Princeton, NJ 08540 , USA

8. Center for Computational Astrophysics, Flatiron Institute , 162 5th Ave, New York, NY 10010 , USA

9. Argonne National Laboratory , 9700 S Cass Ave, Lemont, IL 60439 , USA

10. Department of Physics, University of Texas at Dallas , EC36, 800 W Campbell Rd, Richardson, TX 75080 , USA

11. Department of Physics and Astronomy, University of Pennsylvania , 209 South 33rd Street, Philadelphia, PA 19104-6396 , USA

12. NSF AI Planning Institute for Data-Driven Discovery in Physics, Carnegie Mellon University , Pittsburgh, PA 15213 , USA

13. Institute for Astronomy, University of Edinburgh , Edinburgh EH9 3HJ , UK

14. Physics and Astronomy Department, University of Pittsburgh , 4200 Fifth Ave, Pittsburgh, PA 15260 , USA

Abstract

ABSTRACT One challenge for applying current weak lensing analysis tools to the Nancy Grace Roman Space Telescope is that individual images will be undersampled. Our companion paper presented an initial application of Imcom – an algorithm that builds an optimal mapping from input to output pixels to reconstruct a fully sampled combined image – on the Roman image simulations. In this paper, we measure the output noise power spectra, identify the sources of the major features in the power spectra, and show that simple analytic models that ignore sampling effects underestimate the power spectra of the coadded noise images. We compute the moments of both idealized injected stars and fully simulated stars in the coadded images, and their one- and two-point statistics. We show that the idealized injected stars have root-mean-square ellipticity errors (1–6) × 10−4 per component depending on the band; the correlation functions are ≥2 orders of magnitude below requirements, indicating that the image combination step itself is using a small fraction of the overall Roman second moment error budget, although the fourth moments are larger and warrant further investigation. The stars in the simulated sky images, which include blending and chromaticity effects, have correlation functions near the requirement level (and below the requirement level in a wide-band image constructed by stacking all four filters). We evaluate the noise-induced biases in the ellipticities of injected stars, and explain the resulting trends with an analytical model. We conclude by enumerating the next steps in developing an image coaddition pipeline for Roman.

Publisher

Oxford University Press (OUP)

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