COSMOS2020: Exploring the dawn of quenching for massive galaxies at 3 < z < 5 with a new colour selection method
arXiv:2302.10934 · doi:10.3847/1538-3881/accadc
Abstract
We select and characterise a sample of massive (log(MM) quiescent galaxies (QGs) at in the latest COSMOS2020 catalogue. QGs are selected using a new rest-frame colour selection method, based on their probability of belonging to the quiescent group defined by a Gaussian Mixture Model (GMM) trained on rest-frame colours () of similarly massive galaxies at . We calculate the quiescent probability threshold above which a galaxy is classified as quiescent using simulated galaxies from the SHARK semi-analytical model. We find that at in SHARK, the GMM/ method out-performs classical rest-frame selection and is a viable alternative. We select galaxies as quiescent based on their probability in COSMOS2020 at , and compare the selected sample to both and selected samples. We find that although the new selection matches and in number, the overlap between colour selections is only , implying that rest-frame colour commonly used at lower redshifts selections cannot be equivalently used at . We compute median rest-frame SEDs for our sample and find the median quiescent galaxy at has a strong Balmer/4000 Angstrom break, and residual flux indicating recent quenching. We find the number densities of the entire quiescent population (including post-starbursts) more than doubles from Mpc at to Mpc at , confirming that the onset of massive galaxy quenching occurs as early as .
arXiv comment19 pages, 10 figures + appendix. Accepted for publication in AJ. Both the GMM model and code to calculate quiescent probabilities from rest frame flux densities are made available online at https://github.com/kmlgould/GMM-quiescent
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