Automatic stellar spectral classification Virtual Observatory Resource

Authors
  1. Navarro S.G.
  2. Corradi R.L.M.
  3. Mampaso A.
  4. Published by
    CDS
Abstract

As part of a project aimed at deriving extinction-distances for thirty-five planetary nebulae, spectra of a few thousand stars were analyzed to determine their spectral type and luminosity class. We present here the automatic spectral classification process used to classify stellar spectra. This system can be used to classify any other stellar spectra with similar or higher signal-to-noise ratios. Spectral classification was performed using a system of artificial neural networks that were trained with a set of line-strength indices selected among the spectral lines most sensitive to temperature and the best luminosity tracers. The training and validation processes of the neural networks are discussed and the results of additional validation probes, designed to ensure the accuracy of the spectral classification, are presented.

Keywords
  1. planetary-nebulae
  2. morgan-keenan-classification
Bibliographic source Bibcode
2012A&A...538A..76N
See also HTML
https://cdsarc.cds.unistra.fr/viz-bin/cat/J/A+A/538/A76
IVOA Identifier IVOID
ivo://CDS.VizieR/J/A+A/538/A76
Document Object Identifer DOI
doi:10.26093/cds/vizier.35380076

Access

Web browser access HTML
http://vizier.cds.unistra.fr/viz-bin/VizieR-2?-source=J/A+A/538/A76
https://vizier.iucaa.in/viz-bin/VizieR-2?-source=J/A+A/538/A76
http://vizieridia.saao.ac.za/viz-bin/VizieR-2?-source=J/A+A/538/A76
IVOA Table Access TAP
http://tapvizier.cds.unistra.fr/TAPVizieR/tap
Run SQL-like queries with TAP-enabled clients (e.g., TOPCAT).
IVOA Cone Search SCS
For use with a cone search client (e.g., TOPCAT).
http://vizier.cds.unistra.fr/viz-bin/conesearch/J/A+A/538/A76/table1?
https://vizier.iucaa.in/viz-bin/conesearch/J/A+A/538/A76/table1?
http://vizieridia.saao.ac.za/viz-bin/conesearch/J/A+A/538/A76/table1?

History

2012-07-24T06:57:52Z
Resource record created
2012-07-24T06:57:52Z
Created
2017-10-16T14:57:41Z
Updated

Contact

Name
CDS support team
Postal Address
CDS, Observatoire de Strasbourg, 11 rue de l'Universite, F-67000 Strasbourg, France
E-Mail
cds-question@unistra.fr