Lopez Lopez, Xavier
(2025)
A comprehensive galaxy and AGN mock catalogue for the next generation of surveys, [Dissertation thesis], Alma Mater Studiorum Università di Bologna.
Dottorato di ricerca in
Astrofisica, 37 Ciclo. DOI 10.48676/unibo/amsdottorato/12206.
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Abstract
Current and future large-sky surveys will produce unprecedented amounts of photometric and spectroscopic data for billions of sources. To fully exploit the scientific potential of these surveys, realistic simulations of astrophysical sources such as galaxies and Active Galactic Nuclei (AGN) have become essential tools. In this context, we introduce a new, flexible, and efficient computational model designed to simulate mock catalogues of galaxies and AGN that accurately replicate the statistical properties and observational features of these astrophysical sources. To achieve this, we followed a completely empirical approach, that is, we calibrated the model based on observed scaling relations. Specifically, we started with simulated dark matter (DM) haloes from an N-body simulation, to preserve the link with the cosmic web, and we populated them with galaxies and AGN using abundance matching techniques. To achieve this, we used several observational inputs, such as
stellar mass functions, host galaxy AGN mass functions, and AGN accretion rate distribution functions studied at different redshifts to assign, among other properties, stellar masses, the fraction of quenched galaxies, or the AGN activity (demography, obscuration, multiwavelength emission, etc.). As a proof test, we applied the method to a Millennium DM lightcone of 3.14 deg2 up to a redshift of z = 10. We show that the AGN population from the mock lightcone presented here reproduces with good accuracy various observables, such as state-of-the-art luminosity functions in the X-ray and in the ultraviolet, near-infrared colour-colour diagrams, and narrow emission line diagnostic diagrams. Finally, we demonstrate several applications of this catalogue. We computed several forecasts of Euclid observations, and we tested a pipeline for retrieving photometric redshifts on simulated AGN with Euclid-like photometry and a spectroscopic analysis pipeline on Euclid-like AGN spectral energy distributions. Finally, we show an application of this model for the preparation of an X-ray observational campaign.
Abstract
Current and future large-sky surveys will produce unprecedented amounts of photometric and spectroscopic data for billions of sources. To fully exploit the scientific potential of these surveys, realistic simulations of astrophysical sources such as galaxies and Active Galactic Nuclei (AGN) have become essential tools. In this context, we introduce a new, flexible, and efficient computational model designed to simulate mock catalogues of galaxies and AGN that accurately replicate the statistical properties and observational features of these astrophysical sources. To achieve this, we followed a completely empirical approach, that is, we calibrated the model based on observed scaling relations. Specifically, we started with simulated dark matter (DM) haloes from an N-body simulation, to preserve the link with the cosmic web, and we populated them with galaxies and AGN using abundance matching techniques. To achieve this, we used several observational inputs, such as
stellar mass functions, host galaxy AGN mass functions, and AGN accretion rate distribution functions studied at different redshifts to assign, among other properties, stellar masses, the fraction of quenched galaxies, or the AGN activity (demography, obscuration, multiwavelength emission, etc.). As a proof test, we applied the method to a Millennium DM lightcone of 3.14 deg2 up to a redshift of z = 10. We show that the AGN population from the mock lightcone presented here reproduces with good accuracy various observables, such as state-of-the-art luminosity functions in the X-ray and in the ultraviolet, near-infrared colour-colour diagrams, and narrow emission line diagnostic diagrams. Finally, we demonstrate several applications of this catalogue. We computed several forecasts of Euclid observations, and we tested a pipeline for retrieving photometric redshifts on simulated AGN with Euclid-like photometry and a spectroscopic analysis pipeline on Euclid-like AGN spectral energy distributions. Finally, we show an application of this model for the preparation of an X-ray observational campaign.
Tipologia del documento
Tesi di dottorato
Autore
Lopez Lopez, Xavier
Supervisore
Co-supervisore
Dottorato di ricerca
Ciclo
37
Coordinatore
Settore disciplinare
Settore concorsuale
Parole chiave
AGN, simulations, empirical mock catalogues, Euclid, surveys
DOI
10.48676/unibo/amsdottorato/12206
Data di discussione
17 Marzo 2025
URI
Altri metadati
Tipologia del documento
Tesi di dottorato
Autore
Lopez Lopez, Xavier
Supervisore
Co-supervisore
Dottorato di ricerca
Ciclo
37
Coordinatore
Settore disciplinare
Settore concorsuale
Parole chiave
AGN, simulations, empirical mock catalogues, Euclid, surveys
DOI
10.48676/unibo/amsdottorato/12206
Data di discussione
17 Marzo 2025
URI
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