Optimal Linear Image Combination
arXiv:1105.2852 · doi:10.1088/0004-637X/741/1/46
Abstract
A simple, yet general, formalism for the optimized linear combination of astrophysical images is constructed and demonstrated. The formalism allows the user to combine multiple undersampled images to provide oversampled output at high precision. The proposed method is general and may be used for any configuration of input pixels and point spread function; it also provides the noise covariance in the output image along with a powerful metric for describing undesired distortion to the image convolution kernel. The method explicitly provides knowledge and control of the inevitable compromise between noise and fidelity in the output image. We present a first prototype implementation of the method, outlining steps taken to generate an efficient algorithm. This implementation is then put to practical use in reconstructing fully-sampled output images using simulated, undersampled input exposures that are designed to mimic the proposed \emph{Wide Field InfraRed Survey Telescope} (\emph{WFIRST}). We examine results using randomly rotated and dithered input images, while also assessing better-known "ideal" dither patterns: comparing results we illustrate the use of the method as a survey design tool. Finally, we use the method to test the robustness of linear image combination when subject to practical realities such as missing input pixels and focal plane plate scale variations.
25 pages, 18 figures, version accepted for publication by ApJ
References in corpus (10)
- Seven-Year Wilkinson Microwave Anisotropy Probe (WMAP) Observations: Sky Maps, Systematic Errors, and Basic Results
- Three-Year Wilkinson Microwave Anisotropy Probe (WMAP) Observations: Temperature Analysis
- The Shear TEsting Programme 2: Factors affecting high precision weak lensing analyses
- Bayesian Galaxy Shape Measurement for Weak Lensing Surveys -I. Methodology and a Fast Fitting Algorithm
- Systematic Bias in Cosmic Shear: Beyond the Fisher Matrix
- PSF calibration requirements for dark energy from cosmic shear
- Bayesian Galaxy Shape Measurement for Weak Lensing Surveys -II. Application to Simulations
- Sub-Pixel Response Measurement of Near-Infrared Sensors
- A New Method for Band-limited Imaging with Undersampled Detectors
- Diagnosing space telescope misalignment and jitter using stellar images
Cited by in corpus (36)
- Observational Probes of Cosmic Acceleration
- Weak lensing for precision cosmology
- unWISE: unblurred coadds of the WISE imaging
- GREAT3 results I: systematic errors in shear estimation and the impact of real galaxy morphology
- The Third Gravitational Lensing Accuracy Testing (GREAT3) Challenge Handbook
- Defining a weak lensing experiment in space
- CfAIR2: Near Infrared Light Curves of 94 Type Ia Supernovae
- An accurate and practical method for inference of weak gravitational lensing from galaxy images
- The impact of high spatial frequency atmospheric distortions on weak lensing measurements
- The Impact of Interpixel Capacitance in CMOS Detectors on PSF shapes and Implications for WFIRST
- Point spread function modelling for astronomical telescopes: a review focused on weak gravitational lensing studies
- Seeing in the dark -- I. Multi-epoch alchemy
- Flexion measurement in simulations of Hubble Space Telescope data
- Mitigating the effects of undersampling in weak lensing shear estimation with metacalibration
- The effect of detector nonlinearity on WFIRST PSF profiles for weak gravitational lensing measurements
- Euclid: Nonparametric point spread function field recovery through interpolation on a graph Laplacian
- Superresolution Reconstruction of Severely Undersampled Point-spread Functions Using Point-source Stacking and Deconvolution
- Simulating image coaddition with the Nancy Grace Roman Space Telescope: I. Simulation methodology and general results
- Weak Gravitational Lensing Shear Estimation with Metacalibration for the Roman High-Latitude Imaging Survey
- OpenUniverse2024: A shared, simulated view of the sky for the next generation of cosmological surveys
- Weak Gravitational Lensing Systematics from Image Combination
- Going Forward with the Nancy Grace Roman Space Telescope Transient Survey: Validation of Precision Forward-Modeling Photometry for Undersampled Imaging
- Initial results from a laboratory emulation of weak gravitational lensing measurements
- Constraint matrix factorization for space variant PSFs field restoration
- The impact of correlated noise on galaxy shape estimation for weak lensing
- Towards Super-resolution via Iterative multi-exposure Coaddition
- Simulating image coaddition with the Nancy Grace Roman Space Telescope: II. Analysis of the simulated images and implications for weak lensing
- Analysis of biasing from noise from the Nancy Grace Roman Space Telescope: implications for weak lensing
- Simulating image coaddition with the Nancy Grace Roman Space Telescope: III. Software improvements and new linear algebra strategies
- Radiation-Induced Backgrounds in Astronomical Instruments: Considerations for Geo-synchronous Orbit and Implications for the Design of the WFIRST Wide-Field Instrument
- Intra-pixel response characterization of a HgCdTe near infrared detector with a pronounced crosshatch pattern
- Precision Projector Laboratory: Detector Characterization with an Astronomical Emulation Testbed
- Pixel centroid characterization with laser speckle and application to the Nancy Grace Roman Space Telescope detector arrays
- Spot-Based Measurement of the Brighter-Fatter Effect on a Roman Space Telescope H4RG Detector and Comparison with Flat-Field Data
- Direct model fitting to combine dithered ACS images
- Charge diffusion and modulation transfer function in a Nancy Grace Roman Space Telescope detector