FERENGI: Redshifting galaxies from SDSS to GEMS, STAGES and COSMOS

TL;DR

FERENGI is a method for creating realistic simulated images of galaxies at various redshifts from SDSS data, aiding galaxy evolution studies by accounting for observational effects.

Contribution

The paper introduces FERENGI, a novel tool that generates realistic high-redshift galaxy images from low-redshift SDSS data, incorporating effects like size, brightness, and spectral changes.

Findings

Generated datasets for 0.1<z<1.1 redshifts for GEMS and COSMOS.

Simulated images include effects of size, brightness, spectral shifts, and instrument PSF.

Code and datasets are publicly available for further research.

Abstract

We describe the creation of a set of artificially "redshifted" galaxies in the range 0.1<z<1.1 using a set of ~100 SDSS low redshift (v<7000 km/s) images as input. The intention is to generate a training set of realistic images of galaxies of diverse morphologies and a large range of redshifts for the GEMS and COSMOS galaxy evolution projects. This training set allows other studies to investigate and quantify the effects of cosmological redshift on the determination of galaxy morphologies, distortions and other galaxy properties that are potentially sensitive to resolution, surface brightness and bandpass issues. We use galaxy images from the SDSS in the u, g, r, i, z filter bands as input, and computed new galaxy images from these data, resembling the same galaxies as located at redshifts 0.1<z<1.1 and viewed with the Hubble Space Telescope Advanced Camera for Surveys (HST ACS). In this process we take into account angular size change, cosmological surface brightness dimming, and spectral change. The latter is achieved by interpolating a spectral energy distribution that is fit to the input images on a pixel-to-pixel basis. The output images are created for the specific HST ACS point spread function and the filters used for GEMS (F606W and F850LP) and COSMOS (F814W). All images are binned onto the desired pixel grids (0.03" for GEMS and 0.05" for COSMOS) and corrected to an appropriate point spread function. Noise is added corresponding to the data quality of the two projects and the images are added onto empty sky pieces of real data images. We make these datasets available from our website, as well as the code - FERENGI: "Full and Efficient Redshifting of Ensembles of Nearby Galaxy Images" - to produce datasets for other redshifts and/or instruments.