K. Kuijken et Mr. Merrifield, A NEW METHOD FOR OBTAINING STELLAR VELOCITY DISTRIBUTIONS FROM ABSORPTION-LINE SPECTRA - UNRESOLVED GAUSSIAN DECOMPOSITION, Monthly Notices of the Royal Astronomical Society, 264(3), 1993, pp. 712-720
We have developed a new algorithm for extracting the line-of-sight vel
ocity distributions (LOSVDs) of galaxies from the broadening of absorp
tion lines in their spectra relative to those of a stellar 'template'.
This method models the LOSVD as the sum of a set of Gaussian distribu
tions uniformly spaced in velocity. By choosing the dispersion, DELTAu
psilon, of these Gaussians so that the separate components are unresol
ved according to the Rayleigh criterion, such a sum can model any LOSV
D that is smooth on scales smaller than DELTAupsilon. The velocity sca
le on which the LOSVD is forced to be smooth is thus set explicitly by
the user. The algorithm then involves solving for the amplitudes of t
he individual components to produce the LOSVD that, when convolved wit
h the stellar template, best reproduces the observed galaxy spectrum i
n a least-squares sense. This procedure is an example of quadratic pro
gramming for which efficient algorithms exist, and, since all of the c
onvolutions in the analysis involve similar Gaussians, the computation
al expense in calculating the model is also small. The physical constr
aint that the LOSVD must be non-negative can be readily included in th
e quadratic programming, and the method allows an explicit treatment o
f the errors in the derived LOSVD. Monte Carlo tests show that this al
gorithm can, indeed, efficiently extract a wide range of LOSVDs from a
bsorption-line spectra with attainable signal-to-noise ratios. Applica
tion to the early-type disc galaxy UGC 12591 illustrates the potential
of this approach for constraining dynamical models of galaxies.