A&A 421, 281-294 (2004)
DOI: 10.1051/0004-6361:20040127
Estimating stellar parameters from spectra
I. Goodness-of-fit parameters and lack-of-fit test
L. Decin1, Z. Shkedy2, G. Molenberghs2, M. Aerts2 and C. Aerts11 Department of Physics and Astronomy, Institute for Astronomy, K.U. Leuven, K.U. Leuven, Celestijnenlaan 200B, 3001 Leuven, Belgium
2 Biostatistics, Center for Statistics, Limburgs Universitair Centrum, Universitaire Campus, Building D, 3590 Diepenbeek, Belgium
(Received 22 April 2003/ Accepted 18 January 2004 )
Abstract
Estimating stellar parameters from spectrophotometric data
is a key tool in the study of stellar structure and stellar
evolution. Although many methods have been proposed to estimate
stellar parameters from ultraviolet (UV), optical and infrared (IR)
data using low, medium or high-resolution observational data of the
target(s), only a few address the problem of the uncertainties in the
stellar parameters. This information is critical for a meaningful
comparison of the derived parameters with results obtained from other
data and/or methods. Here we present a frequentist
method to estimate these uncertainties. We demonstrate that
the combined use of both a local and a global
goodness-of-fit parameter alters the uncertainty intervals as
determined from the use of only one of these deviation estimating parameters.
This technique using both goodness-of-fit parameters
is applied to the infrared 2.38-4.08
m ISO-SWS data
(Infrared Space Observatory - Short Wavelength Spectrometer) of
Boo,
yielding an effective temperature range from 4160 K to 4300 K, a logarithm of the gravity range from 1.35 to 1.65 dex and
a
metallicity from
-0.30 to 0.00 dex.
However, using a lack-of-fit test, it is shown that even the "best"
theoretical models are still not capable of capturing all
the structure in the data, and this is due to our incomplete
knowledge and modelling of the full physical stellar structure or
due to problems in the data reduction process.
Key words: methods: data analysis -- methods: statistical -- techniques: spectroscopic -- stars: fundamental parameters -- stars: individual: Alpha Boo
Offprint request: L. Decin, Leen.Decin@ster.kuleuven.ac.be
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