Going Forward with the Nancy Grace Roman Space Telescope Transient Survey: Validation of Precision Forward-Modeling Photometry for Undersampled Imaging
arXiv:2102.05069 · doi:10.1088/1538-3873/abf406
Abstract
The Nancy Grace Roman Space Telescope (Roman) is an observatory for both wide-field observations and coronagraphy that is scheduled for launch in the mid 2020's. Part of the planned survey is a deep, cadenced field or fields that enable cosmological measurements with type Ia supernovae (SNe Ia). With a pixel scale of 0".11, the Wide Field Instrument will be undersampled, presenting a difficulty for precisely subtracting the galaxy light underneath the SNe. We use simulated data to validate the ability of a forward-model code (such codes are frequently also called "scene-modeling" codes) to perform precision supernova photometry for the Nancy Grace Roman Space Telescope SN survey. Our simulation includes over 760,000 image cutouts around SNe Ia or host galaxies (~ 10% of a full-scale survey). To have a realistic 2D distribution of underlying galaxy light, we use the VELA simulated high-resolution images of galaxies. We run each set of cutouts through our forward-modeling code which automatically measures time-dependent SN fluxes. Given our assumed inputs of a perfect model of the instrument PSFs and calibration, we find biases at the millimagnitude level from this method in four red filters (Y106, J129, H158, and F184), easily meeting the 0.5% Roman inter-filter calibration requirement for a cutting-edge measurement of cosmological parameters using SNe Ia. Simulated data in the bluer Z087 filter shows larger ~ 2--3 millimagnitude biases, also meeting this requirement, but with more room for improvement. Our forward-model code has been released on Zenodo.
arXiv commentAccepted for Publication in PASP
References in corpus (36)
- SciPy 1.0--Fundamental Algorithms for Scientific Computing in Python
- Array Programming with NumPy
- Astropy: A Community Python Package for Astronomy
- The Complete Light-curve Sample of Spectroscopically Confirmed Type Ia Supernovae from Pan-STARRS1 and Cosmological Constraints from The Combined Pantheon Sample
- The Supernova Legacy Survey: Measurement of Omega_M, Omega_Lambda and w from the First Year Data Set
- New Hubble Space Telescope Discoveries of Type Ia Supernovae at z > 1: Narrowing Constraints on the Early Behavior of Dark Energy
- The Hubble Space Telescope Cluster Supernova Survey: V. Improving the Dark Energy Constraints Above z>1 and Building an Early-Type-Hosted Supernova Sample
- A method for optimal image subtraction
- Spectra and Light Curves of Six Type Ia Supernovae at 0.511 < z < 1.12 and the Union2 Compilation
- Wide-Field InfrarRed Survey Telescope-Astrophysics Focused Telescope Assets WFIRST-AFTA 2015 Report
- SALT2: using distant supernovae to improve the use of Type Ia supernovae as distance indicators
- The Supernova Legacy Survey 3-year sample: Type Ia Supernovae photometric distances and cosmological constraints
- K-corrections and spectral templates of Type Ia supernovae
- The Sloan Digital Sky Survey-II: Photometry and Supernova Ia Light Curves from the 2005 data
- Simulations of the WFIRST Supernova Survey and Forecasts of Cosmological Constraints
- Measuring Type Ia Supernova Populations of Stretch and Color and Predicting Distance Biases
- A Physical Model-based Correction for Charge Traps in the Hubble Space Telescope's Wide Field Camera 3 Near-IR Detector and Applications to Transiting Exoplanets and Brown Dwarfs
- First Cosmology Results Using Type Ia Supernovae From the Dark Energy Survey: Photometric Pipeline and Light Curve Data Release
- Constraining dark matter halo properties using lensed SNLS supernovae
- Detectors for the James Webb Space Telescope Near-Infrared Spectrograph I: Readout Mode, Noise Model, and Calibration Considerations
- Properties and characteristics of the WFIRST H4RG-10 detectors
- Distinguishing Mergers and Disks in High Redshift Observations of Galaxy Kinematics
- Non-Linearity Corrections and Statistical Uncertainties Associated with Near-Infrared Arrays
- 3-D deconvolution of hyper-spectral astronomical data
- Extending Supernova Spectral Templates for Next-Generation Space Telescope Observations
- Photometry of supernovae in an image series : methods and application to the Supernova Legacy Survey (SNLS)
- Precision Measurement of The Most Distant Spectroscopically Confirmed Supernova Ia with the Hubble Space Telescope
- Optimal Linear Image Combination
- On the environments of type Ia supernovae within host galaxies
- A New Method for Band-limited Imaging with Undersampled Detectors
- Data inversion for over-resolved spectral imaging in astronomy
- LINEAR: A Novel Algorithm for Reconstructing Slitless Spectroscopy from HST/WFC3
- Brighter-fatter effect in near-infrared detectors -- II. Auto-correlation analysis of H4RG-10 flats
- The HST See Change Program: I. Survey Design, Pipeline, and Supernova Discoveries
- Principal Component Analysis of Up-the-ramp Sampled IR Array Data
- Evaluating K bands for Nancy Grace Roman Space Telescope Rest-Frame NIR SN Ia Distances
Cited by in corpus (7)
- SN2023ixf in Messier 101: A Variable Red Supergiant as the Progenitor Candidate to a Type II Supernova
- Observations of the luminous red nova AT 2021biy in the nearby galaxy NGC 4631
- Constraints on Cosmological Parameters with a Sample of Type Ia Supernovae from JWST
- A Spitzer Survey for Dust-Obscured Supernovae
- The first comprehensive Milky Way stellar mock catalogue for the Chinese Space Station Telescope Survey Camera
- A Synthetic Roman Space Telescope High-Latitude Time-Domain Survey: Supernovae in the Deep Field
- Hawai'i Supernova Flows: A Peculiar Velocity Survey Using Over a Thousand Supernovae in the Near-Infrared