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Research article2026

S-PLUS Clusters And Large-scale Environments (SCALE): II. PZWav versus redMaPPer identification of eRosita groups

L. DoubrawaMemberLia DoubrawaInstituto de Astronomia, Geofísica e Ciências Atmosféricas, Universidade de São Paulo, Rua do Matão, 1226 - Butantã, São Paulo - SP, 05508-090, Brazil (Member, Instituto de Astronomia, Geofísica e Ciências Atmosféricas, Universidade de São Paulo, Rua do Matão, 1226 - Butantã, São Paulo - SP, 05508-090, Brazil)†, A. Finoguenov, E. S. CyprianoESMemberEduardo S CyprianoDepartamento de Astronomia, Instituto de Astronomia, Geofísica e Ciências Atmosféricas, U. de São Paulo, SP, 05508-090, Brazil (Member, Departamento de Astronomia, Instituto de Astronomia, Geofísica e Ciências Atmosféricas, U. de São Paulo, SP, 05508-090, Brazil), C. Mendes de OliveiraPrincipal investigatorClaudia Mendes de OliveiraInstituto de Astronomia, Geofísica e Ciências Atmosféricas, Universidade de São Paulo, Rua do Matão, 1226 - Butantã, São Paulo - SP, 05508-090, Brazil (Principal investigator, Instituto de Astronomia, Geofísica e Ciências Atmosféricas, Universidade de São Paulo, Rua do Matão, 1226 - Butantã, São Paulo - SP, 05508-090, Brazil), E. V. LimaMemberErik V LimaInstituto de Astronomia, Geofísica e Ciências Atmosféricas, Universidade de São Paulo, Rua do Matão, 1226 - Butantã, São Paulo - SP, 05508-090, Brazil (Member, Instituto de Astronomia, Geofísica e Ciências Atmosféricas, Universidade de São Paulo, Rua do Matão, 1226 - Butantã, São Paulo - SP, 05508-090, Brazil), L. NakazonoMemberLilianne NakazonoObservatório Nacional, Rua Gal. José Cristino 77, 20921-400, Rio de Janeiro, RJ, Brazil (Member, Observatório Nacional, Rua Gal. José Cristino 77, 20921-400, Rio de Janeiro, RJ, Brazil), G. Souza, J. Comparat, A. Gonzalez, R. DemarcoRDMemberRicardo Demarco (Member), A. KanaanAKMemberAntonio KanaanDepartamento de Física, Universidade Federal de Santa Catarina, Florianópolis, SC 88040-900, Brazil (Member, Departamento de Física, Universidade Federal de Santa Catarina, Florianópolis, SC 88040-900, Brazil), T. RibeiroTRMemberTiago RibeiroRubin Observatory Project Office, 950 N. Cherry Ave, Tucson 85719, USA (Member, Rubin Observatory Project Office, 950 N. Cherry Ave, Tucson 85719, USA), W. SchoenellWSMemberWilliam SchoenellThe Observatories of the Carnegie Institution for Science, 813 Santa Barbara St, Pasadena, CA 91101, USA (Member, The Observatories of the Carnegie Institution for Science, 813 Santa Barbara St, Pasadena, CA 91101, USA)

† Corresponding author

Astronomy & Astrophysics, 2026

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Cover of Astronomy & Astrophysics

Astronomy & AstrophysicsJuly 2026
European Southern Observatory

Impact Factor6.1Journal Impact Factor from the Journal Citation Reports 2025Journal Impact Factor from the Journal Citation Reports 2025

Abstract

We present the construction and characterization of a multi-wavelength catalog of galaxy groups and clusters by matching optical detections from the Southern Photometric Local Universe Survey (S-PLUS) with extended X-ray emission from the first eROSITA all-sky survey data release (eRASS1). We employ a probabilistic matching framework, based on the modified Hausdorff distance, to associate galaxy systems identified by the PZWav cluster finder and characterized by the AME membership estimator with X-ray surface brightness contours. This method explicitly accounts for the photometric redshift probability distribution of galaxies and allows us to explore the critical trade-off between catalog completeness and purity. We investigate how the matched sample changes with different optical selection depths, defined by absolute magnitude cuts of $M_r$ < -18.5, -19, -19.5, and -20 sampling redshifts within 0.08 < z < 0.25, and across purity levels of 80%, 90%, and 95%. We find that fainter optical cuts enhance the recovery of low-mass, low-luminosity groups, while brighter cuts favor more massive clusters and increase the effective survey volume at higher redshifts. Stricter purity requirements reduce contamination but systematically lower completeness, particularly for low-luminosity systems. The derived X-ray luminosity functions agree well with previous determinations, and the logN-logS distributions confirm the high recovery rate of luminous clusters. Comparisons with the redMaPPer cluster catalog validate our approach, showing consistent trends and significant overlap, while our method offers improved completeness at the group scale. This work demonstrates a robust, flexible methodology for creating reliable multi-wavelength cluster catalogs, essential for cosmological studies and investigations of galaxy evolution in dense environments.

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Citation

reference.bib
@article{Doubrawa2026,
  title = {S-PLUS Clusters And Large-scale Environments (SCALE): II. PZWav versus redMaPPer identification of eRosita groups},
  shorttitle = {PZWav versus redMaPPer identification of eRosita groups (SCALE)},
  language = {en},
  journal = {A\&A},
  author = {Doubrawa, L. and Finoguenov, A. and Cypriano, E. S. and Mendes de Oliveira, C. and others},
  year = {2026},
  note = {Accepted}
}

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