Copacabana: A Probabilistic Membership Assignment Method for Galaxy Clusters

J. H. Esteves; M. E. S. Pereira; M. Soares-Santos; J. Annis; A. Farahi; F. Andrade-Oliveira; P. Barchi; A. Palmese; H. Lin; B. Welch; H. -Y. Wu; M. Aguena; O. Alves D. Bacon; S. Bocquet; D. Brooks; A. Carnero Rosell; J. Carretero; M. Costanzi; L. N. da Costa; J. De Vicente; P. Doel; S. Everett; B. Flaugher; J. Frieman; J. García-Bellido; D. Gruen; R. A. Gruendl; G. Gutierrez; S. R. Hinton; D. L. Hollowood; K. Honscheid; D. J. James; K. Kuehn; C. Lidman; M. Lima; J. L. Marshall; J. Mena-Fernández; R. Miquel; J. Myles; R. L. C. Ogando; A. Pieres; A. A. Plazas Malagón; A. K. Romer; E. Sanchez; D. Sanchez Cid; B. Santiago; M. Schubnell; I. Sevilla-Noarbe; M. Smith; E. Suchyta; M. E. C. Swanson; N. Weaverdyck; P. Wiseman; M. Yamamoto; DES collaboration

arXiv · 2401.12049

Copacabana: A Probabilistic Membership Assignment Method for Galaxy Clusters

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Abstract

Cosmological analyses using galaxy clusters in optical/NIR photometric surveys require robust characterization of their galaxy content. Precisely determining which galaxies belong to a cluster is crucial. In this paper, we present the COlor Probabilistic Assignment of Clusters And BAyesiaN Analysis (Copacabana) algorithm. Copacabana computes membership probabilities for {\it all} galaxies within an aperture centred on the cluster using photometric redshifts, colours, and projected radial probability density functions. We use simulations to validate Copacabana and we show that it achieves up to 89\% membership accuracy with a mild dependency on photometric redshift uncertainties and choice of aperture size. We find that the precision of the photometric redshifts has the largest impact on the determination of the membership probabilities followed by the choice of the cluster aperture size. We also quantify how much these uncertainties in the membership probabilities affect the stellar mass--cluster mass scaling relation, a relation that directly impacts cosmology. Using the sum of the stellar masses weighted by membership probabilities ($\mu_{\star}$) as the observable, we find that Copacabana can reach an accuracy of 0.06 dex in the measurement of the scaling relation. These results indicate the potential of Copacabana and $\mu_{\star}$ to be used in cosmological analyses of optically selected clusters in the future.

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J. H. Esteves, M. E. S. Pereira, M. Soares-Santos, J. Annis, A. Farahi, F. Andrade-Oliveira, P. Barchi, A. Palmese, H. Lin, B. Welch, H. -Y. Wu, M. Aguena, O. Alves D. Bacon, S. Bocquet, D. Brooks, A. Carnero Rosell, J. Carretero, M. Costanzi, L. N. da Costa, J. De Vicente, P. Doel, S. Everett, B. Flaugher, J. Frieman, J. García-Bellido, D. Gruen, R. A. Gruendl, G. Gutierrez, S. R. Hinton, D. L. Hollowood, K. Honscheid, D. J. James, K. Kuehn, C. Lidman, M. Lima, J. L. Marshall, J. Mena-Fernández, R. Miquel, J. Myles, R. L. C. Ogando, A. Pieres, A. A. Plazas Malagón, A. K. Romer, E. Sanchez, D. Sanchez Cid, B. Santiago, M. Schubnell, I. Sevilla-Noarbe, M. Smith, E. Suchyta, M. E. C. Swanson, N. Weaverdyck, P. Wiseman, M. Yamamoto, DES collaboration. 2024-01-22. Copacabana: A Probabilistic Membership Assignment Method for Galaxy Clusters. https://arxiv.org/abs/2401.12049

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