Sr and Ba abundance determinations: comparing machine-learning with star-by-star analyses -- High-resolution re-analysis of suspected LAMOST barium stars
arXiv:2107.08401 · doi:10.1051/0004-6361/202141629
Abstract
A new large sample of 895 s-process-rich candidates out of 454180 giant stars surveyed by LAMOST at low spectral resolution (R ~ 1800) has been reported by Norfolk et al. (2019; hereafter N19). We aim at confirming the s-process enrichment at the higher resolution (R ~ 86000) offered by the HERMES-Mercator spectrograph, for the 15 brightest targets of the previous study sample which consists in 13 Sr-only stars and two Ba-only stars. Abundances were derived for elements Li, C, N, O, Na, Mg, Fe, Rb, Sr, Y, Zr, Nb, Ba, La, and Ce. Binarity has been tested by comparing the Gaia DR2 radial velocity with the HERMES velocity obtained 1600 - 1800 days later. Among the 15 programme stars, four show no s-process overabundances ([X/Fe] < 0.2 dex), eight show mild s-process overabundances (at least three heavy elements with 0.2 < [X/Fe] < 0.8), and three have strong overabundances (at least three heavy elements with [X/Fe] > 0.8). Among the 13 stars classified as Sr-only by the previous investigation, four have no s-process overabundances, eight are mild barium stars, and one is a strong barium star. The two Ba-only stars turn out to be both strong barium stars and are actually dwarf barium stars. They also show clear evidence for being binaries. Among the no-s stars, there are two binaries out of four, whereas only one out of the eight mild barium stars show a clear signature of radial-velocity variations. Blending effects and saturated lines have to be considered very carefully when using machine-learning techniques, especially on low-resolution spectra. Among the Sr-only stars from the previous study sample, one may expect about 60% (8/13) of them to be true mild barium stars and about 8% to be strong barium stars, and this fraction is likely close to 100% for the previous study Ba-only stars (2/2).
arXiv commentAccepted for publication in A&A, 15 pages, 12 figures
References in corpus (27)
- The chemical composition of the Sun
- Correcting for the Effects of Interstellar Extinction
- A grid of MARCS model atmospheres for late-type stars I. Methods and general properties
- The SIMBAD astronomical database
- Estimating distances from parallaxes. V: Geometric and photogeometric distances to 1.47 billion stars in Gaia Early Data Release 3
- Astrophysics Source Code Library
- HERMES: a high-resolution fibre-fed spectrograph for the Mercator telescope
- Stellar and substellar companions of nearby stars from Gaia DR2 - Binarity from proper motion anomaly
- The Cannon: A data-driven approach to stellar label determination
- Gaia Data Release 3 Properties and validation of the radial velocities
- Abundances of 30 elements in 23 metal-poor stars
- Automatic Determination of Stellar Atmospheric Parameters and Construction of Stellar Spectral Templates of the Guoshoujing Telescope (LAMOST)
- Gaia Data Release 2: Properties and validation of the radial velocities
- Atomic and Molecular Data for Optical Stellar Spectroscopy
- Non-LTE oxygen line formation in 3D hydrodynamic model stellar atmospheres
- Barium & related stars and their white-dwarf companions I. Giant stars
- NLTE analysis of Sr lines in spectra of late-type stars with new R-matrix atomic data
- Barium & related stars and their white-dwarf companions II. Main-sequence and subgiant stars
- Abundances and kinematics of carbon-enhanced metal-poor stars in the Galactic halo*; A new classification scheme based on Sr and Ba
- Abundances of carbon-enhanced metal-poor stars as constraints on their formation
- Low-mass low-metallicity AGB stars as an efficient i-process site explaining CEMP-rs stars
- Abundance analysis of barium and mild barium stars
- Hertzsprung-Russell diagram and mass distribution of barium stars
- When binaries keep track of recent nucleosynthesis: The Zr - Nb pair in extrinsic stars as an s-process diagnostic
- Abundances of neutron-capture elements in thin- and thick-disc stars in the solar neighbourhood
- Li-rich K giants, dust excess, and binarity
- Discovery of s-process enhanced stars in the LAMOST survey
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- Barium stars as tracers of s-process nucleosynthesis in AGB stars II. Using machine learning techniques on 169 stars
- Gaia-Sausage-Enceladus star formation history as revealed by detailed elemental abundances
- Does the i-process operate at nearly solar metallicity?
- A neutron star candidate in the long-period binary 56 UMa
- S-Process Nucleosynthesis in Chemically Peculiar Binaries
- Modeling the progenitors of low-mass post-accretion binaries
- Searching for Barium Stars from the LAMOST Spectra Using the Machine Learning Method: I
- Playing CHESS with stars. I. Search for similar stars in large spectroscopic data sets