Galaxy And Mass Assembly (GAMA): Structural Investigation of Galaxies via Model Analysis (SIGMA)

TL;DR

This study introduces SIGMA, an automated tool for detailed 2D galaxy modeling across multiple wavelengths, revealing insights into galaxy structure, dust effects, and stellar populations in a large galaxy sample.

Contribution

We developed SIGMA, an automated pipeline for multi-band galaxy modeling, enabling large-scale structural analysis and improved photometry for over 138,000 galaxies in GAMA.

Findings

Sersic magnitudes agree with SDSS and GAMA photometry for low n

High n systems show up to 0.5 mag brighter in r band

ETGs and LTGs exhibit wavelength-dependent structural changes

Abstract

We present single-S\'ersic two-dimensional model fits to 167,600 galaxies modelled independently in the ugrizYJHK bandpasses using reprocessed Sloan Digital Sky Survey Data Release Seven (SDSS DR7) and UKIRT Infrared Deep Sky Survey Large Area Survey (UKIDSS-LAS) imaging data available from the GAMA database. In order to facilitate this study we developed SIGMA, an R wrapper around several contemporary astronomy software packages including Source Extractor, PSF Extractor and GALFIT 3. SIGMA produces realistic 2D model fits to galaxies, employing automatic adaptive background subtraction and empirical PSF measurements on the fly for each galaxy in GAMA. Using these results, we define a common coverage area across the three GAMA regions containing 138,269 galaxies. We provide S\'ersic magnitudes truncated at 10 re which show good agreement with SDSS Petrosian and GAMA photometry for low S\'ersic index systems (n < 4), and much improved photometry for high S\'ersic index systems (n > 4), recovering as much as \Delta m = 0.5 magnitudes in the r band. We employ a K band S\'ersic index/u - r colour relation to delineate the massive (n > ~2) early-type galaxies (ETGs) from the late-type galaxies (LTGs). The mean S\'ersic index of these ETGs shows a smooth variation with wavelength, increasing by 30% from g through K. LTGs exhibit a more extreme change in S\'ersic index, increasing by 52% across the same range. In addition, ETGs and LTGs exhibit a 38% and 25% decrease respectively in half-light radius from g through K. These trends are shown to arise due to the effects of dust attenuation and stellar population/metallicity gradients within galaxy populations.