Physical Properties of 5000 Cool Large Magellanic Cloud Supergiants with Gaia XP Spectra: A Detailed Portrait of the Upper H-R Diagram Hints at Missing Supernova Progenitors

Characterizing the physical properties of cool supergiants allows us to probe the final stages of a massive star’s evolution before it undergoes core collapse. Despite their importance, the fundamental properties of these stars— log T eff and log L / L ⊙ —are only known for a limited number of objec...

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Bibliographic Details
Published in:The Astrophysical journal 2023-12, Vol.959 (2), p.102
Main Authors: Dorn-Wallenstein, Trevor Z., Neugent, Kathryn F., Levesque, Emily M.
Format: Article
Language:English
Subjects:
Astrophysics
Effective temperatures
Large Magellanic Cloud
Late-type supergiant stars
Luminosity
Machine learning
Magellanic clouds
Massive stars
Multivariate analysis
Physical properties
Red giant stars
Regression
Spectroscopy
Spectrum analysis
Stellar effective temperatures
Stellar luminosities
Stellar properties
Supergiant stars
Supernova
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Summary:Characterizing the physical properties of cool supergiants allows us to probe the final stages of a massive star’s evolution before it undergoes core collapse. Despite their importance, the fundamental properties of these stars— log T eff and log L / L ⊙ —are only known for a limited number of objects. The third data release of the Gaia mission contains precise photometry and low-resolution spectroscopy of hundreds of cool supergiants in the LMC with well-constrained properties. Using these data, we train a simple and easily interpretable machine-learning model to regress effective temperatures and luminosities with high accuracy and precision comparable to the training data. We then apply our model to 5000 cool supergiants, many of which have no previously published T eff or L estimates. The resulting Hertzprung–Russell diagram is well populated, allowing us to study the distribution of cool supergiants in great detail. Examining the luminosity functions of our sample, we find a notable flattening in the luminosity function of yellow supergiants above log L / L ⊙ = 5 , and a corresponding steepening of the red supergiant luminosity function. We place this finding in context with previous results and present its implications for the infamous red supergiant problem.
ISSN:0004-637X
1538-4357
DOI:10.3847/1538-4357/ad0725