14–18 Jul 2025
Leibniz Institute for Astrophysics Potsdam (AIP)
Europe/Berlin timezone

The BarYon Cycle project (ByCycle): Uncovering the Hidden Baryons of the Universe with Machine Learning

Not scheduled
20m
Conference Room, Maria-Margaretha-Kirch building (Leibniz Institute for Astrophysics Potsdam (AIP))

Conference Room, Maria-Margaretha-Kirch building

Leibniz Institute for Astrophysics Potsdam (AIP)

An der Sternwarte 16 14482 Potsdam, Germany
Poster presentation Other topics in galaxy formation

Speaker

Nicolás Guerra Varas (ESO)

Description

Around 90% of the baryons in the Universe lie in the intergalactic medium (IGM) and remain significantly less understood than the matter associated with starlight, such as galaxies. In this talk, I will introduce the Baryon Cycle (ByCycle) project, an upcoming 4MOST-VISTA survey that aims to uncover these hidden baryons. Our survey will consist of high-resolution (R ~ 20000) spectra of a large sample (~1 million) of bright and distant quasars, which will reveal intergalactic and circumgalactic gas found in the line-of-sight through absorption lines. I will present ongoing efforts on the development of machine learning models that will help us process the ~400 spectra that our survey will receive each night. These algorithms find, classify and characterize absorbers in these spectra. Only with such a setup will we be able to study how gas flows in and out of galaxies and their effect on their evolution in unprecedented statistical significance and detail. I will give an overview of the novel science that ByCycle will make possible, its potential impact on galaxy evolution studies, and how the community can benefit from it.

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