27–29 nov. 2024
APC
Fuseau horaire Europe/Paris

High-redshift LBG selection from broadband and wide photometric surveys using a Random Forest algorithm

28 nov. 2024, 09:50
20m
Amphithéâtre Pierre Gilles de Gennes (sous-sol) (APC)

Amphithéâtre Pierre Gilles de Gennes (sous-sol)

APC

Laboratoire APC Université Paris Cité Campus des Grands Moulins Bâtiment Condorcet 4 rue Elsa Morante 75013 Paris GPS: 48.8285918,2.3831067

Orateur

Constantin Payerne (CEA/DPhP/Irfu)

Description

Lyman-Break Galaxies (LBGs) are promising tracers for exploring the properties of dark energy in the high-redshift Universe. In light of DESI-II, the extension of the current Dark Energy Spectroscopic Instrument (DESI) that will start in 2029, the role of broadband-wide photometric surveys such as UNIONS or the Vera C. Rubin LSST is essential to design the optimal selection of these $z \geq 2$ tracers. In this work, we explore the feasibility of selecting LBGs using a Random Forest approach in the redshift range $2.5 < z < 3.5$, using existing deep imaging data from HSC and CLAUDS ($u$, $g$, $r$, $i$, and $z$ bands) degraded to the UNIONS depth. For a target density budget of $1,100$ deg$^{-2}$, we expect from this work a density of spectroscopically confirmed LBGs of $490$ deg$^{-2}$. Our UNIONS-like target selection was tested during a dedicated DESI observation campaign on the COSMOS field, providing a safe spectroscopic sample of $460$ targets with a mean redshift of 3. This sample is then used to derive forecasts for DESI-II. This talk is based on the paper arXiv:2410.08062, recently submitted to JCAP.

Auteur principal

Constantin Payerne (CEA/DPhP/Irfu)

Documents de présentation

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