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MegaMorph: classifying galaxy morphology using multi-wavelength S\'ersic profile fits

Astrophysics of Galaxies 2015-05-13 v1

Abstract

Aims. This work investigates the potential of using the wavelength-dependence of galaxy structural parameters (S\'ersic index, n, and effective radius, Re) to separate galaxies into distinct types. Methods. A sample of nearby galaxies with reliable visual morphologies is considered, for which we measure structural parameters by fitting multi-wavelength single-S\'ersic models. Additionally, we use a set of artificially redshifted galaxies to test how these classifiers behave when the signal-to-noise decreases. Results. We show that the wavelength-dependence of n may be employed to separate visually-classified early- and late-type galaxies, in a manner similar to the use of colour and n. Furthermore, we find that the wavelength variation of n can recover galaxies that are misclassified by these other morphological proxies. Roughly half of the spiral galaxies that contaminate an early-type sample selected using (u-r) versus n can be correctly identified as late-types by N, the ratio of n measured in two different bands. Using a set of artificially-redshifted images, we show that this technique remains effective up to z ~ 0.1. N can therefore be used to achieve purer samples of early-types and more complete samples of late-types than using a colour-n cut alone. We also study the suitability of R, the ratio of Re in two different bands, as a morphological classifier, but find that the average sizes of both early- and late-type galaxies do not change substantially over optical wavelengths.

Keywords

Cite

@article{arxiv.1502.05627,
  title  = {MegaMorph: classifying galaxy morphology using multi-wavelength S\'ersic profile fits},
  author = {M. Vika and B. Vulcani and S. P. Bamford and B. Häußler and A. L. Rojas},
  journal= {arXiv preprint arXiv:1502.05627},
  year   = {2015}
}

Comments

6 pages, 2 figures, 2 tables, Accepted for publication in A&A

R2 v1 2026-06-22T08:33:21.117Z