Stellar ages and masses in the solar neighbourhood: Bayesian analysis using spectroscopy and Gaia DR1 parallaxes
Jane Lin, Aaron Dotter, Yuan-Sen Ting, Martin Asplund

TL;DR
This paper introduces a Bayesian isochrone fitting method that combines spectroscopy and Gaia DR1 parallaxes to derive stellar ages and masses with improved accuracy, applied to solar neighborhood stars.
Contribution
The study develops a Bayesian approach incorporating Gaia parallaxes and metallicity differentiation, reducing uncertainties in stellar age and mass estimates compared to previous methods.
Findings
Ages are consistent with literature but with smaller uncertainties.
Parallax-based absolute magnitude constrains stellar parameters effectively.
Reconstructed age-metallicity relation shows a flat trend for stars younger than 11 Gyr.
Abstract
We present a Bayesian implementation of isochrone fitting in deriving stellar ages and masses, incorporating absolute K magnitude () derived from 2MASS photometry and Gaia DR1 parallax and differentiation between initial bulk metallicity and present day surface metallicity, with allowance for incorporating further constraints (e.g., asteroseismology) when available. As a test, we re-computed stellar ages and masses of stars in the solar neighbourhood from six well-studied literature samples using both Hipparcos and TGAS parallaxes. Our ages are found to be compatible with literature values but with reduced uncertainties in general. The inclusion of parallax-based serves as an additional constraint on the derived quantities, especially when systematic errors in stellar parameters are underestimated. We reconstructed the age-metallicity relationship in the…
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