Weak Gravitational Lensing Shear Estimation with Metacalibration for the Roman High-Latitude Imaging Survey
arXiv:2203.08845 · doi:10.1093/mnras/stac2644
Abstract
We investigate the performance of the Metacalibration shear calibration framework using simulated imaging data for the Nancy Grace Roman Space Telescope (Roman) reference High-Latitude Imaging Survey (HLIS). The weak lensing program of the Roman mission requires the mean weak lensing shear estimate to be calibrated within about 0.03%. To reach this goal, we can test our calibration process with various simulations and ultimately isolate the sources of residual shear biases in order to improve our methods. In this work, we build on the Roman HLIS image simulation pipeline in Troxel et al. 2021 to incorporate several new realistic processing-pipeline updates necessary to more accurately process the imaging data and calibrate the shear. We show the first results of this calibration for six deg of the simulated reference HLIS using Metacalibration and compare these results to measurements on more simple, faster Roman-like image simulations. In both cases, we neglect the impact of blending of objects. We find that in the simplified simulations, Metacalibration can calibrate shapes to be within %. When applied to the current most-realistic version of the simulations, the precision is much lower, with estimates of % for joint multi-band single-epoch measurements and % for multi-band coadd measurements. These results are all consistent with zero within 1-2, indicating we are currently limited by our simulated survey volume. Further work on testing the shear calibration methodology is necessary at higher precision to reach the level of the Roman requirements, in particular in the presence of blending. Current results demonstrate, however, that the Metacalibration method can work on undersampled space-based Roman imaging data at levels comparable to the requirements of current weak lensing surveys.
arXiv commentupdated to published version
References in corpus (43)
- Observational Evidence from Supernovae for an Accelerating Universe and a Cosmological Constant
- Measurements of Omega and Lambda from 42 High-Redshift Supernovae
- HEALPix -- a Framework for High Resolution Discretization, and Fast Analysis of Data Distributed on the Sphere
- LSST: from Science Drivers to Reference Design and Anticipated Data Products
- CANDELS: The Cosmic Assembly Near-infrared Deep Extragalactic Legacy Survey
- CANDELS: The Cosmic Assembly Near-infrared Deep Extragalactic Legacy Survey - The Hubble Space Telescope Observations, Imaging Data Products and Mosaics
- The Pantheon+ Analysis: Cosmological Constraints
- The Hyper Suprime-Cam SSP Survey: Overview and Survey Design
- Drizzle: A Method for the Linear Reconstruction of Undersampled Images
- KiDS-1000 Cosmology: Cosmic shear constraints and comparison between two point statistics
- Planck 2018 results. VIII. Gravitational lensing
- Cosmology with cosmic shear observations: a review
- The Shear TEsting Programme 1: Weak lensing analysis of simulated ground-based observations
- The Kilo-Degree Survey
- Systematic Errors in Future Weak Lensing Surveys: Requirements and Prospects for Self-Calibration
- The Shear TEsting Programme 2: Factors affecting high precision weak lensing analyses
- Weak lensing for precision cosmology
- Galaxia: a code to generate a synthetic survey of the Milky Way
- The Completed SDSS-IV extended Baryon Oscillation Spectroscopic Survey: measurement of the BAO and growth rate of structure of the luminous red galaxy sample from the anisotropic power spectrum between redshifts 0.6 and 1.0
- Practical Weak Lensing Shear Measurement with Metacalibration
- Dark Energy Survey Year 1 Results: Weak Lensing Shape Catalogues
- The DES Science Verification Weak Lensing Shear Catalogues
- Dark Energy Survey Year 3 Results: Weak Lensing Shape Catalogue
- GREAT3 results I: systematic errors in shear estimation and the impact of real galaxy morphology
- KiDS-1000 catalogue: Weak gravitational lensing shear measurements
- Weak lensing shear calibration with simulations of the HSC survey
- Results of the GREAT08 Challenge: An image analysis competition for cosmological lensing
- The Completed SDSS-IV extended Baryon Oscillation Spectroscopic Survey: Growth rate of structure measurement from anisotropic clustering analysis in configuration space between redshift 0.6 and 1.1 for the Emission Line Galaxy sample
- DES Y3 results: Blending shear and redshift biases in image simulations
- A study of the sensitivity of shape measurements to the input parameters of weak lensing image simulations
- Properties and characteristics of the WFIRST H4RG-10 detectors
- An Implementation of Bayesian Lensing Shear Measurement
- Mitigating Shear-dependent Object Detection Biases with Metacalibration
- Image Analysis for Cosmology: Results from the GREAT10 Star Challenge
- Optimal Linear Image Combination
- Photometric Redshift Calibration Requirements for WFIRST Weak Lensing Cosmology: Predictions from CANDELS
- A Synthetic Roman Space Telescope High-Latitude Imaging Survey: Simulation Suite and the Impact of Wavefront Errors on Weak Gravitational Lensing
- A highly precise shear bias estimator independent of the measured shape noise
- Accounting for object detection bias in weak gravitational lensing studies
- Mitigating the effects of undersampling in weak lensing shear estimation with metacalibration
- Brighter-fatter effect in near-infrared detectors -- II. Auto-correlation analysis of H4RG-10 flats
- Weak Gravitational Lensing Systematics from Image Combination
- Impact of Image Persistence in the Roman Space Telescope High-Latitude Survey
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- A Joint Roman Space Telescope and Rubin Observatory Synthetic Wide-Field Imaging Survey
- Cosmology from the integrated shear 3-point correlation function: simulated likelihood analyses with machine-learning emulators
- Simulating image coaddition with the Nancy Grace Roman Space Telescope: I. Simulation methodology and general results
- Forklens: Accurate weak-lensing shear measurement with deep learning
- A Differentiable Perturbation-based Weak Lensing Shear Estimator
- Chromatic Effects on the PSF and Shear Measurement for the Roman Space Telescope High-Latitude Wide Area Survey
- Simulating image coaddition with the Nancy Grace Roman Space Telescope: II. Analysis of the simulated images and implications for weak lensing
- Tele-Correlation: Calibrating Shear-Shear Correlation with Real Data
- DCNNAnaCal: Physics-Informed Machine Learning for Accurate and Precise Weak Lensing Shear Estimation
- Searching for Dark Structures: A Comparison of Weak-lensing Convergence Maps and Lensing-weighted Galaxy Density Maps