4.7 Article

The ASAS-SN catalogue of variable stars - II. Uniform classification of 412 000 known variables

Journal

MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY
Volume 486, Issue 2, Pages 1907-1943

Publisher

OXFORD UNIV PRESS
DOI: 10.1093/mnras/stz844

Keywords

catalogues; surveys; binaries: eclipsing; stars: variables: general

Funding

  1. Gordon and Betty Moore Foundation [GBMF5490]
  2. NSF [AST-0908816, AST-1515927]
  3. Mt. Cuba Astronomical Foundation
  4. Center for Cosmology and AstroParticle Physics at the Ohio State University
  5. Chinese Academy of Sciences South America Center for Astronomy (CASSACA)
  6. Villum Foundation
  7. Scialog Scholar grant from the Research Corporation [24216]
  8. FONDECYT [1151445]
  9. Ministry of Economy, Development, and Tourism's Millennium Science Initiative [IC120009]
  10. NSFC [11573003]
  11. Charles University [PRIMUS/SCI/17]
  12. National Aeronautics and Space Administration
  13. Robert Martin Ayers Sciences Fund
  14. National Science Foundation
  15. Las Cumbres Observatory

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The variable stars in the VSX catalogue are derived from a multitude of inhomogeneous data sources and classification tools. This inhomogeneity complicates our understanding of variable star types, statistics, and properties, and it directly affects attempts to build training sets for current (and next) generation all-sky, time-domain surveys. We homogeneously analyse the All-Sky Automated Survey for SuperNovae (ASAS-SN) V-band light curves of similar to 412 000 variables from the VSX catalogue. The variables are classified using an updated random forest classifier with an F1 score of 99.4 per cent and refinement criteria for individual classifications. We have derived periods for similar to 52 000 variables in the VSX catalogue that lack a period, and have reclassified similar to 17 000 sources into new broad variability groups with high confidence. We have also reclassified similar to 94 000 known variables with miscellaneous/generic classifications. The light curves, classifications, and a range of properties of the variables are all available through the ASAS-SN Variable Stars Database (https://asas-sn.osu.edu/variables). We also include the V-band light curves for a set of similar to 4000 rare variables and transient sources, including cataclysmic variables, symbiotic binaries, and flare stars.

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