A. B. Drake, D. J. B. Smith, M. J. Hardcastle, P. N. Best, R. Kondapally, M. I. Arnaudova, S. Das, S. Shenoy, K. J. Duncan, H. J. A. Röttgering, C. Tasse
{"title":"The LOFAR Two Metre Sky Survey Data Release 2: Probabilistic Spectral Source Classifications and Faint Radio Source Demographics","authors":"A. B. Drake, D. J. B. Smith, M. J. Hardcastle, P. N. Best, R. Kondapally, M. I. Arnaudova, S. Das, S. Shenoy, K. J. Duncan, H. J. A. Röttgering, C. Tasse","doi":"arxiv-2409.11465","DOIUrl":null,"url":null,"abstract":"We present an analysis of 152,355 radio sources identified in the second data\nrelease of the LOFAR Two Metre Sky Survey (LoTSS-DR2) with Sloan Digital Sky\nSurvey (SDSS) spectroscopic redshifts in the range 0.00 < z < 0.57. Using Monte\nCarlo simulations we determine the reliability of each source exhibiting an\nexcess in radio luminosity relative to that predicted from their Ha emission,\nand, for a subset of 124,023 sources we combine this measurement with a full\nBPT analysis. Using these two independent diagnostics we determine the\nreliability of each source hosting a supermassive black hole of high or low\nEddington-scaled accretion rate, and combine the measurements to determine the\nreliability of sources belonging to each of four physical classes of objects:\nstar forming galaxies (SFGs), radio-quiet active galactic nuclei (RQAGN), and\nhigh- or low-excitation radio galaxies (HERGs or emission-line LERGs). The\nresult is a catalogue which enables user-defined samples of radio sources with\na reliability threshold suited to their science goal e.g. prioritising purity\nor completeness. Here we select high-confidence samples of radio sources (>90%\nreliability) to report: 38,588 radio-excess AGN in the LoTSS DR2 sample (362\nHERGs, and 12,648 emission-line LERGs), together with 38,729 SFGs, and 18,726\nRQAGN. We validate these results through comparison to literature using\nindependent emission-line measurements, and to widely-adopted WISE photometric\nselection techniques. While our use of SDSS spectroscopy limits our current\nanalysis to ~4 percent of the LoTSS-DR2 catalogue, our method is directly\napplicable to data from the forthcoming WEAVE-LOFAR survey which will obtain\nover a million spectra of 144 MHz selected sources.","PeriodicalId":501187,"journal":{"name":"arXiv - PHYS - Astrophysics of Galaxies","volume":"62 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-09-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - PHYS - Astrophysics of Galaxies","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2409.11465","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
We present an analysis of 152,355 radio sources identified in the second data
release of the LOFAR Two Metre Sky Survey (LoTSS-DR2) with Sloan Digital Sky
Survey (SDSS) spectroscopic redshifts in the range 0.00 < z < 0.57. Using Monte
Carlo simulations we determine the reliability of each source exhibiting an
excess in radio luminosity relative to that predicted from their Ha emission,
and, for a subset of 124,023 sources we combine this measurement with a full
BPT analysis. Using these two independent diagnostics we determine the
reliability of each source hosting a supermassive black hole of high or low
Eddington-scaled accretion rate, and combine the measurements to determine the
reliability of sources belonging to each of four physical classes of objects:
star forming galaxies (SFGs), radio-quiet active galactic nuclei (RQAGN), and
high- or low-excitation radio galaxies (HERGs or emission-line LERGs). The
result is a catalogue which enables user-defined samples of radio sources with
a reliability threshold suited to their science goal e.g. prioritising purity
or completeness. Here we select high-confidence samples of radio sources (>90%
reliability) to report: 38,588 radio-excess AGN in the LoTSS DR2 sample (362
HERGs, and 12,648 emission-line LERGs), together with 38,729 SFGs, and 18,726
RQAGN. We validate these results through comparison to literature using
independent emission-line measurements, and to widely-adopted WISE photometric
selection techniques. While our use of SDSS spectroscopy limits our current
analysis to ~4 percent of the LoTSS-DR2 catalogue, our method is directly
applicable to data from the forthcoming WEAVE-LOFAR survey which will obtain
over a million spectra of 144 MHz selected sources.