English

Through the fog: a complementary optical galaxy classification scheme for 'intermediate' redshifts

Astrophysics of Galaxies 2025-09-24 v1

Abstract

Understanding galaxy classification depends on our interpretation of their spectra. To date, the hydrogen Balmer lines remain the most consistent way to classify galaxies, but at 'intermediate' redshifts (1.5<z<2.51.5 < z < 2.5), galaxies are hard to parse in the BPT diagram (and its siblings) because the crucial Hα\alpha emission line is out of range of ground-based optical spectographs. In this work, we re-explore a known diagram, which we call the OB-I diagram, that compares the equivalent width of Hβ\beta with the emission line ratio of [OIII]λ\lambda5007/Hβ\beta, and breathe new life into it, as it has the potential to 'illuminate the fog' that permeates galaxy classification in the restframe optical spectra. Using data from SDSS, LEGA-C, VANDELS, JADES, 3D-HST and MOSDEF, we explore galaxy classification in the OB-I diagram at a wide range of redshifts (0<z<2.70 < z < 2.7). We find that, at z<0.4z < 0.4, the OB-I diagram clearly separates galaxies between two distinct types, which we divide with an empirical fit: one dominated by AGN and a second made up of a mixed population of SF galaxies and AGN activity. This mixed population can be partially separated from a pure SF population, with a simple semi-empirical fit derived from a comparison with theoretical models and the BPT diagrams. At higher redshifts, we find that the majority of AGNs identified by other classification schemes are correctly recovered by the OB-I diagram, potentially making this diagram resistant to the 'cosmic shift' that plagues most optical classification schemes. Overall, the OB-I diagram, which only requires two emission lines to be implemented, is a useful tool at separating galaxies that possess a dominating AGN component in their emission from others, from the Local Universe (z<0.1z < 0.1) to the Cosmic Noon (z2z \sim 2), without any need for significant adjustments in our empirical fit.

Keywords

Cite

@article{arxiv.2507.17529,
  title  = {Through the fog: a complementary optical galaxy classification scheme for 'intermediate' redshifts},
  author = {Duarte Muñoz Santos and Cirino Pappalardo and Henrique Miranda and José Afonso and Israel Matute and Rodrigo Carvajal and Catarina Lobo and Patricio Lagos and Polychronis Papaderos and Ana Paulino-Afonso and Abhishek Chougule and Davi Barbosa and Bruno Lourenço},
  journal= {arXiv preprint arXiv:2507.17529},
  year   = {2025}
}

Comments

16 pages (with Appendices). 16 Figures. Accepted by A&A

R2 v1 2026-07-01T04:15:18.998Z