StarHorse: A Bayesian tool for determining stellar masses, ages, distances, and extinctions for field stars

TL;DR

StarHorse is a Bayesian tool that estimates stellar distances, ages, masses, and extinctions for field stars using spectro-photometric data, validated with simulations and real star measurements, enhancing Galactic evolution studies.

Contribution

The paper introduces updates to the StarHorse code, enabling simultaneous estimation of multiple stellar parameters with flexible data integration and validation against various datasets.

Findings

Achieves ~8% distance precision for simulated stars.

Provides age estimates with ~20% accuracy.

Offers distances and extinctions for major stellar surveys.

Abstract

Understanding the formation and evolution of our Galaxy requires accurate distances, ages and chemistry for large populations of field stars. Here we present several updates to our spectro-photometric distance code, that can now also be used to estimate ages, masses, and extinctions for individual stars. Given a set of measured spectro-photometric parameters, we calculate the posterior probability distribution over a given grid of stellar evolutionary models, using flexible Galactic stellar-population priors. The code (called {\tt StarHorse}) can acommodate different observational datasets, prior options, partially missing data, and the inclusion of parallax information into the estimated probabilities. We validate the code using a variety of simulated stars as well as real stars with parameters determined from asteroseismology, eclipsing binaries, and isochrone fits to star clusters. Our main goal in this validation process is to test the applicability of the code to field stars with known {\it Gaia}-like parallaxes. The typical internal precision (obtained from realistic simulations of an APOGEE+Gaia-like sample) are $\simeq 8\%$ in distance, $\simeq 20\%$ in age,$\simeq 6\ %$ in mass, and $\simeq 0.04$ mag in $A_V$. The median external precision (derived from comparisons with earlier work for real stars) varies with the sample used, but lies in the range of $\simeq [0,2]\%$ for distances, $\simeq [12,31]\%$ for ages, $\simeq [4,12]\%$ for masses, and $\simeq 0.07$ mag for $A_V$. We provide StarHorse distances and extinctions for the APOGEE DR14, RAVE DR5, GES DR3 and GALAH DR1 catalogues.