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Table · dataset · 2026

ComPACT galaxy cluster catalogue

Listed in IVOA Registry (Virtual Observatory)

Machine-learning methods are increasingly applied to astronomical surveys, providing powerful tools for detecting and studying galaxy clusters.

Description

We investigate the mass-redshift properties and completeness of the ComPACT galaxy cluster catalogue, constructed using a convolutional neural network applied to publicly available combined ACT+Planck maps. The ComPACT catalogue contains 2962 SZ-selected galaxy cluster candidates.

We confirm clusters by estimating redshifts using literature information and photometric techniques based on DESI Legacy Imaging Surveys data. Cluster masses are derived from ACT+Planck and Planck Compton-y maps via SZ scaling relations. The completeness is assessed using simulated cluster injections into real microwave maps.

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We confirm approximately ~60% of the ComPACT candidates as galaxy clusters. The redshifts span the range 0.007<z<1.7, including approximately 116 new measurements. Masses are obtained for 56% of the sample, covering the range (0.25-13.1)x10^14^M_{sun}_ and including 158 new mass determinations.

We identify five previously unreported massive clusters (M_500c_>6x10^14~M_{sun}_) at z>0.7, increasing the known population of such systems by approximately 10%. The ComPACT catalogue expands the SZ-selected Planck-like cluster population, especially at high redshift and high mass, demonstrating the effectiveness of deep-learning approaches for cluster detection in microwave data.

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Stated by source
Millimeter
Inferred from text
Astronomical sciences 74% · Imaging 75%
Provenance · 1 source records, 10 field assertions
SourceKeyLast seenRaw
IVOA Registry (Virtual Observatory)ivo://cds.vizier/j/a+a/711/a14413 d agoJSON v1
FieldAssertionExtractorEvidence
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concepts[field].anzsrc:group:5101enrichment · IVOA Registrytaxonomy-embedding@1.1.0title+keywords+description (74%)
concepts[field].local:field:astronomymapping · IVOA Registryconnector:ivoa_registry@1.0.0
concepts[modality].ivoa_waveband:millimetersource · IVOA Registryconnector:ivoa_registry@1.0.0
concepts[modality].local:modality:imagingenrichment · IVOA Registrykeyword-concept-rules@1.0.0title+description (75%)
descriptionsource · IVOA Registryconnector:ivoa_registry@1.0.0rr.resource.res_description
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updated_datesource · IVOA Registryconnector:ivoa_registry@1.0.0