Spectroscopic determination of masses (and implied ages) for red giants
M. Ness, David W. Hogg, H-W. Rix, M. Martig, Marc H. Pinsonneault,, A.Y.Q Ho

TL;DR
This paper introduces a data-driven spectral model using The Cannon to accurately determine masses and ages of red giant stars from APOGEE spectra, enabling detailed Galactic archaeology.
Contribution
It presents the first method to infer stellar masses and ages directly from spectra with high precision, expanding the potential for Galactic studies.
Findings
Masses can be determined to ~0.07 dex accuracy.
Ages can be estimated with ~0.2 dex precision (40%).
Catalog of 80,000 giants with mass and age estimates across the Milky Way.
Abstract
The mass of a star is arguably its most fundamental parameter. For red giant stars, tracers luminous enough to be observed across the Galaxy, mass implies a stellar evolution age. It has proven to be extremely difficult to infer ages and masses directly from red giant spectra using existing methods. From the KEPLER and APOGEE surveys, samples of several thousand stars exist with high-quality spectra and asteroseismic masses. Here we show that from these data we can build a data-driven spectral model using The Cannon, which can determine stellar masses to 0.07 dex from APOGEE DR12 spectra of red giants; these imply age estimates accurate to 0.2 dex (40 percent). We show that The Cannon constrains these ages foremost from spectral regions with CN absorption lines, elements whose surface abundances reflect mass-dependent dredge-up. We deliver an unprecedented catalog of…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsStellar, planetary, and galactic studies · Astronomy and Astrophysical Research · History and Developments in Astronomy
