We present \texttt{CosmoPostProcess}, a simulation-based forward-modelling algorithm calibrated to reproduce Euclid optical cluster observables. Its main deliverable is a correction for stacked surface-density profiles, binned in richness and redshift, accounting for selection systematics in richness-selected samples relative to unbiased references. We focus on the Euclid richness definition foreseen for cosmological analyses, which does not apply a colour selection; red-sequence richness is not considered. The algorithm processes N -body simulations by painting galaxies with a halo-occupation model and emulating survey detection and richness assignment. We also implement a novel estimate of optical cluster centres from projected galaxy densities, validated against Euclid pipelines. Baryonic effects are included through a correction calibrated on hydrodynamical simulations; the baryon-corrected excess surface density agrees within 2% over r∈[0.1,5]h−1Mpc . Selection-bias contributions are assessed by varying cosmology and the mass--richness relation. Projection-induced selection bias follows a robust pattern: correlated large-scale structure projected along the line of sight enhances the stacked profile near the one-halo to two-halo transition, peaking at about 1h−1Mpc with an amplitude of 20−40% , depending on richness and redshift. The effect is mild at low and intermediate redshift ( z≲0.7 ), at the few-percent level, but becomes more relevant at higher redshift ( z≳0.7 ). Baryonic modifications remain sub-dominant outside the core, at about 2% beyond r≳0.3h−1Mpc . The framework delivers radial profile corrections with uncertainties, combining projection-induced selection bias, baryonic physics, and miscentring, to control systematics in Euclid DR1 cluster cosmology.
Euclid preparation. CosmoPostProcess: A simulation calibrated framework for weak lensing selection bias in richness-selected galaxy clusters / Euclid, C., Ingrao, R., Borgani, S., Costanzi, M., Saro, A., Castro, T., Baumont, L., Aguena, M., Grandis, S., Murray, C., Bhargava, S., Munari, E., Altieri, B., Andreon, S., Auricchio, N., Baccigalupi, C., Baldi, M., Bardelli, S., Battaglia, P., Biviano, A., et al.. - In: ASTRONOMY & ASTROPHYSICS. - ISSN 0004-6361. - (2026), pp. ---.
Euclid preparation. CosmoPostProcess: A simulation calibrated framework for weak lensing selection bias in richness-selected galaxy clusters
Ingrao, R.
Primo
;Borgani, S.;Costanzi, M.;Saro, A.;Baumont, L.;Munari, E.;Baldi, M.;Biviano, A.;Grazian, A.;Marulli, F.;Moscardini, L.;Romelli, E.;Sartoris, B.;Sefusatti, E.;Gasparetto, T.;Moretti, C.;
2026-01-01
Abstract
We present \texttt{CosmoPostProcess}, a simulation-based forward-modelling algorithm calibrated to reproduce Euclid optical cluster observables. Its main deliverable is a correction for stacked surface-density profiles, binned in richness and redshift, accounting for selection systematics in richness-selected samples relative to unbiased references. We focus on the Euclid richness definition foreseen for cosmological analyses, which does not apply a colour selection; red-sequence richness is not considered. The algorithm processes N -body simulations by painting galaxies with a halo-occupation model and emulating survey detection and richness assignment. We also implement a novel estimate of optical cluster centres from projected galaxy densities, validated against Euclid pipelines. Baryonic effects are included through a correction calibrated on hydrodynamical simulations; the baryon-corrected excess surface density agrees within 2% over r∈[0.1,5]h−1Mpc . Selection-bias contributions are assessed by varying cosmology and the mass--richness relation. Projection-induced selection bias follows a robust pattern: correlated large-scale structure projected along the line of sight enhances the stacked profile near the one-halo to two-halo transition, peaking at about 1h−1Mpc with an amplitude of 20−40% , depending on richness and redshift. The effect is mild at low and intermediate redshift ( z≲0.7 ), at the few-percent level, but becomes more relevant at higher redshift ( z≳0.7 ). Baryonic modifications remain sub-dominant outside the core, at about 2% beyond r≳0.3h−1Mpc . The framework delivers radial profile corrections with uncertainties, combining projection-induced selection bias, baryonic physics, and miscentring, to control systematics in Euclid DR1 cluster cosmology.Pubblicazioni consigliate
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