Astron. Astrophys. 332, 459-478 (1998)

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The ESO-Sculptor Survey: spectral classification of galaxies with z 0.5
*
Gaspar Galaz and
Valérie de Lapparent
CNRS, Institut d'Astrophysique de Paris, 98 bis Boulevard
Arago, F-75014 Paris, France
Received 3 June 1997 / Accepted 3 November 1997
Abstract
Using the ESO-Sculptor galaxy redshift survey data (ESS), we have
extensively tested the Principal Components Analysis (PCA) method to
perform the spectral classification of galaxies with
0.5. This method allows us to classify all
galaxies in an ordered and continuous spectral sequence,
which is strongly correlated with the morphological type. The PCA
allows to quantify the systematic physical properties of the galaxies
in the sample, like the different stellar contributions to the
observed light as well as the stellar formation history. We also
examine the influence of the emission lines, and the signal-to-noise
ratio of the data. This analysis shows that the emission lines play a
significant role in the spectral classification, by tracing the
activity and abnormal spectral features of the observed sample. The
PCA also provides a powerful tool to filter the noise which is carried
by the ESS spectra.
By comparison of the ESS PCA spectral sequence with that for a
selected sample of Kennicutt galaxies (Kennicutt 1992a, b), we find
that the ESS sample contains 26% of E/S0, 71% of Sabc and 3% of
Sm/Irr. The type fractions for the ESS show no significant changes in
the redshift interval , and are comparable to
those found in other galaxy surveys at intermediate redshift. The PCA
can be used independently from any set of synthetic templates,
providing a completely objective and unsupervised method to classify
spectra. We compare the classification of the ESS sample given by the
PCA, with a test between the ESS sample and
galaxy templates from Kennicutt (Kennicutt 1992a), and obtain results
in good agreement. The PCA results are also in agreement with the
visual morphological classification carried out for the 35 brightest
galaxies in the survey.
Key words: galaxies:
evolution
galaxies: fundamental
parameters
surveys
galaxies: stellar
content
methods: data
analysis
methods: statistical
* Based on observations collected at the European Southern Observatory (ESO), La Silla, Chile
Send offprint requests to: G. Galaz
© European Southern Observatory (ESO) 1998
Online publication: March 23, 1998
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