J-PLUS: Understanding outlier white dwarfs in the third data release via dimensionality reduction
arXiv:2509.21304 · doi:10.1051/0004-6361/202555286
Abstract
We present the white dwarf catalog derived from the third data release of the Javalambre Photometric Local Universe Survey (J-PLUS DR3), which covers 3284 deg2 using 12 optical filters. A particular focus is given to the classification of outlier sources. We applied a Bayesian fitting process to the 12-band J-PLUS photometry of white dwarf candidates from Gaia EDR3. The derived parameters were effective temperature, surface gravity, and parallax. We used theoretical models from H- and He-dominated atmospheres, with priors applied to parallax and spectral type. From the posteriors, we derived the probability of an H-dominated atmosphere and of calcium absorption for each source. Outliers were identified as sources with chi2 > 23.2, indicating significant deviations from the best-fitting model. We analyzed the residuals from the fits using the UMAP technique, which enables the classification of outliers into distinct categories. The catalog includes 14844 white dwarfs with r < 20 mag and 1 < parallax < 100 mas, with 72% of the sources lacking spectroscopic (R > 500) classification. The application of UMAP identified three main types of outliers: random measurement fluctuations (391 sources), metal-polluted white dwarfs (98 sources), and two-component systems (282 sources). The last category also includes white dwarfs with strong carbon absorption lines. We validated the J-PLUS classifications by comparison with spectroscopy from SDSS and DESI, and with Gaia BP/RP spectra, confirming a one-to-one correspondence between J-PLUS photometric and spectroscopic classifications. The J-PLUS DR3 white dwarf catalog provides a robust dataset for statistical studies. The use of dimensionality reduction techniques enhances the identification of peculiar objects, making this catalog a valuable resource for the selection of interesting targets such as metal-polluted white dwarfs or binary systems.
18 pages, 22 figures. Published in Astronomy and Astrophysics. Catalog available at J-PLUS database and https://cdsarc.cds.unistra.fr/viz-bin/cat/J/A+A/701/A273
References in corpus (66)
- Astropy: A Community Python Package for Astronomy
- Gaia Data Release 2. Summary of the contents and survey properties
- The Gaia mission
- The SIMBAD astronomical database
- The Sixteenth Data Release of the Sloan Digital Sky Surveys: First Release from the APOGEE-2 Southern Survey and Full Release of eBOSS Spectra
- Gaia Early Data Release 3: The astrometric solution
- An Improved Spectroscopic Analysis of DA White Dwarfs from the Sloan Digital Sky Survey Data Release 4
- Stellar SEDs from 0.3-2.5 Microns: Tracing the Stellar Locus and Searching for Color Outliers in SDSS and 2MASS
- A Data Release 2 catalogue of white dwarfs and a comparison with SDSS
- A Catalog of Spectroscopically Confirmed White Dwarfs from the Sloan Digital Sky Survey Data Release 4
- Empirical extinction coefficients for the GALEX, SDSS, 2MASS and WISE passbands
- Gaia Early Data Release 3: The Gaia Catalogue of Nearby Stars
- A catalogue of white dwarfs in Gaia EDR3
- J-PLUS: The Javalambre Photometric Local Universe Survey
- Spectroscopic analysis of DA white dwarfs with 3D model atmospheres
- Gaia Data Release 3: Processing and validation of BP/RP low-resolution spectral data
- The wide-field, multiplexed, spectroscopic facility WEAVE: Survey design, overview, and simulated implementation
- The Southern Photometric Local Universe Survey (S-PLUS): improved SEDs, morphologies and redshifts with 12 optical filters
- Gaia Data Release 3: External calibration of BP/RP low-resolution spectroscopic data
- On the Measurement of Fundamental Parameters of White Dwarfs in the Gaia Era
- A parsec-scale Galactic 3D dust map out to 1.25 kpc from the Sun
- Parameters of 220 million stars from Gaia BP/RP spectra
- The Gaia 20 pc white dwarf sample
- The 100 pc White Dwarf Sample in the SDSS Footprint
- A White Dwarf catalogue from Gaia-DR2 and the Virtual Observatory
- Detailed Spectroscopic and Photometric Analysis of DQ White Dwarfs
- Post-common envelope binaries from SDSS - VII: A catalogue of white dwarf-main sequence binaries
- White dwarf and subdwarf stars in the Sloan Digital Sky Survey Data Release 14
- Analysis of Helium-Rich White Dwarfs Polluted by Heavy Elements in the Gaia Era
- The weirdest SDSS galaxies: results from an outlier detection algorithm
- The miniJPAS survey: a preview of the Universe in 56 colours
- white dwarfs within 40 pc II: the volume-limited northern hemisphere sample
- Post-common envelope binaries from SDSS - XIV. The DR7 white dwarf-main sequence binary catalogue
- The 40 pc sample of white dwarfs from Gaia
- 3D Model Atmospheres for Extremely Low-Mass White Dwarfs
- The SDSS spectroscopic catalogue of white dwarf-main sequence binaries: new identifications from DR9-12
- Astronomaly: Personalised Active Anomaly Detection in Astronomical Data
- white dwarfs within 40 pc I: spectroscopic observations of new candidates
- Spectral classification of the 100 pc white dwarf population from Gaia-DR3 and the Virtual Observatory
- Anomaly detection in the Zwicky Transient Facility DR3
- Detecting outliers in astronomical images with deep generative networks
- white dwarfs within 40 pc III: spectroscopic observations of new candidates in the southern hemisphere
- New DQ white dwarfs in the Sloan Digital Sky Survey DR4: confirmation of two sequences
- White dwarf-main sequence binaries from LAMOST: the DR5 catalogue
- Pure-helium 3D model atmospheres of white dwarfs
- Anomaly detection in Hyper Suprime-Cam galaxy images with generative adversarial networks
- Calibration of the mixing length theory for structures of helium-dominated atmosphere white dwarfs
- The spectral evolution of white dwarfs: where do we stand?
- Searching for ZZ Ceti White Dwarfs in the Gaia Survey
- White dwarfs as Physics laboratories: lights and shadows
- J-PLUS: Spectral evolution of white dwarfs by PDF analysis
- The evolution of carbon-polluted white dwarfs at low effective temperatures
- White dwarf Random Forest classification through Gaia spectral coefficients
- Carbon dredge-up required to explain the Gaia white dwarf colour-magnitude bifurcation
- A hidden population of white dwarfs with atmospheric carbon traces in the Gaia bifurcation
- Real-Time Detection of Anomalies in Large-Scale Transient Surveys
- Cool white dwarfs as standards for infrared observations
- White dwarf spectral type-temperature distribution from Gaia-DR3 and the Virtual Observatory
- Data-Driven Selection and Spectral Classification of White Dwarf Stars
- The ROAD to discovery: machine learning-driven anomaly detection in radio astronomy spectrograms
- The ubiquity of carbon dredge-up in hydrogen-deficient white dwarfs as revealed by GALEX
- A Random Forest spectral classification of the Gaia 500-pc white dwarf population
- Identifying new high-confidence polluted white dwarf candidates using Gaia XP spectra and Self-Organizing Maps
- Machine Learning Classification to Identify Catastrophic Outlier Photometric Redshift Estimates
- The miniJPAS survey: White dwarf science with 56 optical filters
- J-PLUS: The fraction of calcium white dwarfs along the cooling sequence