The PAU Survey: Measurements of the 4000 Å spectral break with narrow-band photometry [GA]

http://arxiv.org/abs/2201.04411


The D4000 spectral break index is one of the most important features in the visible spectrum, as it is a proxy for stellar ages and is also used in galaxy classification. However, its direct measurement has always been reserved to spectroscopic observations. In this work, we present a general method to directly measure the D4000 spectral break index with narrow-band photometry: this method has been validated using realistic simulations, and then evaluated with PAUS NBs, cross-matched with VIPERS spectra ($i_{\rm AB} < 22.5$, $0.562 < z < 0.967$). For comparison, we also determine the D4000 in this sample with the SED-fitting code CIGALE (for both PAUS NBs and broad-band data from CFHTLS). The direct D4000 measurement has significantly lower SNR than the CIGALE D4000, however, we find that for $i_{\rm AB}<21$ (two magnitudes above PAUS completeness limit) all direct D4000 measurements have $SNR>3$. Moreover, CIGALE underestimates the error by $>$50\%, while the direct D4000 has proper error estimation within $<$10\%. We study the D4000-stellar mass relationship for red and blue galaxies, as well as the D4000-SFR dependence: all methods show agreements with VIPERS within $1\sigma$, and the D4000-mass relation is especially well reproduced for blue galaxies. We also evaluate how a D4000 cut classifies galaxies into red/blue compared to machine learning: the CIGALE D4000 with PAUS NBs has the best results while providing realistic cut values. We conclude that the direct measurement of D4000 with narrow-band photometry is a promising tool that allows individual measurements for objects measured with $SNR > 3$, or averages by stacking, with results compatible with spectroscopy.

Read this paper on arXiv…

P. Renard, M. Siudek, M. Eriksen, et. al.
Thu, 13 Jan 22
10/63

Comments: 21 pages, 18 figures. Submitted to MNRAS. Comments are welcome!