J/MNRAS/536/1057               CVs from SDSS-V                   (Inight+, 2025)

Cataclysmic variables from Sloan Digital Sky Survey. V (2020-2023) identified using machine learning. Inight K., Gaensicke B.T., Schwope A., Anderson S.F., Breedt E., Brownstein J.R., Demasi S., Friedrich S., Hermes J.J., Long K.S., Mulvany T., Pallathadka G.A., Salvato M., Scaringi S., Schreiber M.R., Stringfellow G.S., Thorstensen J.R., Tovmassian G., Zakamska N.L. <Mon. Not. R. Astron. Soc. 536, 1057-1076 (2025)> =2025MNRAS.536.1057I 2025MNRAS.536.1057I (SIMBAD/NED BibCode)
ADC_Keywords: Binaries, cataclysmic ; Stars, white dwarf ; Photometry, SDSS ; Binaries, orbits Keywords: white dwarfs - dwarf novae - cataclysmic variables Abstract: SDSS-V is carrying out a dedicated survey for white dwarfs, single and in binaries, and we report the analysis of the spectroscopy of 504 cataclysmic variables (CVs) and CV candidates obtained during the first 34 months of observations of SDSS-V. We developed a convolutional neural network (CNN) to aid with the identification of CV candidates among the over 2 million SDSS-V spectra obtained with the BOSS spectrograph. The CNN reduced the number of spectra that required visual inspection to ~=2 per cent of the total. We identified 776 CV spectra among the CNN-selected candidates, plus an additional 27 CV spectra that the CNN misclassified, but that were found serendipitously by human inspection of the data. Analysing the SDSS-V spectroscopy and ancillary data of the 504 CVs in our sample, we report 61 new CVs, spectroscopically confirm 248 and refute 13 published CV candidates, and we report 82 new or improved orbital periods. We discuss the completeness and possible selection biases of the machine learning methodology, as well as the effectiveness of targeting CV candidates within SDSS-V. Finally, we re-assess the space density of CVs, and find 1.2x10-5pc-3 Description: Between 2020 and 2023 SDSS-V has carried out, for the first time, a dedicated survey of white dwarfs, both single and in binaries. We have analysed the SDSS-V spectra of CVs and CV candidates, and we discovered 61 new CVs. The table contains one record for each CV in the sample, and supersedes the table in Inight et al., 2023MNRAS.525.3597I 2023MNRAS.525.3597I, Cat. J/MNRAS/525/3597. File Summary: -------------------------------------------------------------------------------- FileName Lrecl Records Explanations -------------------------------------------------------------------------------- ReadMe 80 . This file table1.dat 262 504 Summary of the spectroscopic samples used to train and test the CNN -------------------------------------------------------------------------------- See also: J/MNRAS/524/4867 : CVs from SDSS (Inight+, 2023) J/MNRAS/525/3597 : CVs from SDSS V (Inight+, 2023) Byte-by-byte Description of file: table1.dat -------------------------------------------------------------------------------- Bytes Format Units Label Explanations -------------------------------------------------------------------------------- 1- 23 A23 --- SDSS Unique reference for the SDSS object (JHHMMSS.ss+DDMMSS.s) 25- 53 A29 --- Name Other name (where available) 55- 73 I19 --- GaiaEDR3 ? The unique source_id of the Gaia EDR3 counterpart source_id 76- 86 F11.8 h Per ? Orbital period 89- 97 F9.8 h e_Per ? Orbital period error 99-100 A2 --- n_Per [*: ] Note on Per (1) 103-119 F17.14 mag Gmag ? G-band magnitude from the Gaia EDR3 survey 121-138 F18.13 pc Distance ? Distance from Bailer-Jones et al. (2021AJ....161..147B 2021AJ....161..147B, Cat. I/352) 140-148 A9 --- Vtype Classification using the taxonomy defined in 2023MNRAS.524.4867I 2023MNRAS.524.4867I (2) 150-176 A27 --- Ref-disc BibCode of the earliest identification of this CV 178-196 A19 --- Ref-sp BibCode of the first published spectrum 198-224 A27 --- Ref-P BibCode of the source of the orbital period 226-243 F18.14 deg RAdeg Right ascension (J2000) 245-262 F18.14 deg DEdeg Declination (J2000) -------------------------------------------------------------------------------- Note (1): Note on Per as follows: : = tentative value * = it was derived from superhump periods Note (2): Note on VType: : = indicates a tentative value ++ = CVs with unusual state changes PS = Period bouncers +E = Eclipsing -------------------------------------------------------------------------------- Acknowledgements: Keith Inight, keith.inight(at)gmail.com References: Szkody et al., Paper I 2002AJ....123..430S 2002AJ....123..430S Szkody et al., Paper II 2003AJ....126.1499S 2003AJ....126.1499S Szkody et al., Paper III 2004AJ....128.1882S 2004AJ....128.1882S Szkody et al., Paper IV 2005AJ....129.2386S 2005AJ....129.2386S Szkody et al., Paper V 2006AJ....131..973S 2006AJ....131..973S Szkody et al., Paper VI 2007AJ....134..185S 2007AJ....134..185S Szkody et al., Paper VIII 2011AJ....142..181S 2011AJ....142..181S, Cat. J/AJ/142/181
(End) Patricia Vannier [CDS] 29-Dec-2024
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