A Data-driven M Dwarf Model and Detailed Abundances for ∼17,000 M Dwarfs in SDSS-V
Abstract The cool temperatures of M dwarf atmospheres enable complex molecular chemistry, making robust characterization of M dwarf compositions a long-standing challenge. Recent modifications to spectral synthesis pipelines have enabled more accurate modeling of M dwarf atmospheres, but these methods are too slow for characterizing more than a handful of stars at a time. Data-driven methods such as The Cannon are viable alternatives, and can harness the information content of many M dwarfs from large spectroscopic surveys. Here, we train The Cannon on M dwarfs with FGK binary companions from the Sloan Digital Sky Survey-V/Milky Way Mapper (SDSS-V/MWM), with spectra from the Apache Point Observatory Galactic Evolution Experiment. The FGK-M pairs are assumed to be chemically homogeneous and span −0.56 < [Fe/H] < 0.31 dex. The resulting model is capable of inferring M dwarf T eff and elemental abundances for Fe, Mg, Al, Si, C, N, O, Ca, Ti, Cr, and Ni with median uncertainties of 13 K and 0.018–0.029 dex, respectively. We test the model by verifying that it reproduces the reported abundance values of M dwarfs in open clusters and benchmark M dwarf data sets, as well as the expected metallicity trends from stellar evolution. We apply the model to 16,590 M dwarfs in SDSS-V/MWM and provide their detailed abundances in our accompanying catalog.
Authors
- Melissa Ness (ORCID: https://orcid.org/0000-0001-5082-6693)
- Andrew R. Casey (ORCID: https://orcid.org/0000-0003-0174-0564)
- Aida Behmard (ORCID: https://orcid.org/0000-0003-0012-9093)
- Kátia Cunha (ORCID: https://orcid.org/0000-0001-6476-0576)
- Ruth Angus (ORCID: https://orcid.org/0000-0003-4540-5661)
- Diogo Souto (ORCID: https://orcid.org/0000-0002-7883-5425)
- Jennifer A. Johnson (ORCID: https://orcid.org/0000-0001-7258-1834)
- Yuxi Lu (ORCID: https://orcid.org/0000-0003-4769-3273)
Publication Details
- Journal
- The Astrophysical Journal
- Published
- 2025-03-11
- DOI
- https://doi.org/10.3847/1538-4357/adaf1f
- Citations
- 8
- Primary Topic
- Stellar, planetary, and galactic studies
- Type
- article
- Field-Weighted Citation Impact
- 9.24