Principal Component Analysis on Chemical Abundances Spaces
arXiv:1112.3207 · doi:10.1111/j.1365-2966.2011.20387.x
Abstract
In preparation for the HERMES chemical tagging survey of about a million Galactic FGK stars, we estimate the number of independent dimensions of the space defined by the stellar chemical element abundances [X/Fe]. [...] We explore abundances in several environments, including solar neighbourhood thin/thick disk stars, halo metal-poor stars, globular clusters, open clusters, the Large Magellanic Cloud and the Fornax dwarf spheroidal galaxy. [...] We find that, especially at low metallicity, the production of r-process elements is likely to be associated with the production of alpha-elements. This may support the core-collapse supernovae as the r-process site. We also verify the over-abundances of light s-process elements at low metallicity, and find that the relative contribution decreases at higher metallicity, which suggests that this lighter elements primary process may be associated with massive stars. [...] Our analysis reveals two types of core-collapse supernovae: one produces mainly alpha-elements, the other produces both alpha-elements and Fe-peak elements with a large enhancement of heavy Fe-peak elements which may be the contribution from hypernovae. [...] The extra contribution from low mass AGB stars at high metallicity compensates the dimension loss due to the homogenization of the core-collapse supernovae ejecta. [...] the number of independent dimensions of the [X/Fe]+[Fe/H] chemical space in the solar neighbourhood for HERMES is about 8 to 9. Comparing fainter galaxies and the solar neighbourhood, we find that the chemical space for fainter galaxies such as Fornax and the Large Magellanic Cloud has a higher dimensionality. This is consistent with the slower star formation history of fainter galaxies. [...]
28 pages, 25 figures, 3 tables, MNRAS (Accepted for publication- 2011 December 14)
References in corpus (37)
- The Radial Velocity Experiment (RAVE): first data release
- Galactic chemical evolution: Carbon through Zinc
- alpha-, r-, and s-process element trends in the Galactic thin and thick disks
- Spectroscopic parameters for 451 stars in the HARPS GTO planet search program. Stellar [Fe/H] and the frequency of exo-Neptunes
- Carbon Enhanced Metal-Poor Stars. I. Chemical Compositions of 26 Stars
- First stars VI - Abundances of C, N, O, Li, and mixing in extremely metal-poor giants. Galactic evolution of the light elements
- First Stars VIII -- Enrichment of the neutron-capture elements in the early Galaxy
- Near-UV Observations of HD221170: New Insights into the Nature of r-Process-Rich Stars
- The exotic chemical composition of the Sagittarius dwarf Spheroidal galaxy
- A high resolution VLT/FLAMES study of individual stars in the centre of the Fornax dwarf spheroidal galaxy
- First stars VII. Lithium in extremely metal poor dwarfs
- NLTE abundances of Mn in a sample of metal-poor stars
- The Highly Unusual Chemical Composition of the Hercules Dwarf Spheroidal Galaxy
- Chemical abundances of 451 stars from the HARPS GTO planet search program: Thin disc, thick disc, and planets
- Sulphur and zinc abundances in Galactic halo stars revisited
- APOGEE: The Apache Point Observatory Galactic Evolution Experiment
- Neutron-capture elements in the very metal-poor star HD88609: another st ar with excesses of light neutron-capture elements
- NLTE determination of the sodium abundance in a homogeneous sample of extremely metal-poor stars
- NLTE determination of the aluminium abundance in a homogeneous sample of extremely metal-poor stars
- Carbon-Enhanced Metal-Poor Stars. III. Main-Sequence Turn-Off Stars from the SDSS/SEGUE Sample
- Carbon Stars in the Hamburg/ESO Survey: Abundances
- Chemically Tagging the HR1614 Moving Group
- Evolution of the Barium abundance in the early Galaxy from a NLTE analysis of the Ba lines in a homogeneous sample of EMP stars
- Thermohaline mixing and gravitational settling in carbon-enhanced metal-poor stars
- Abundances of Sr, Y, and Zr in Metal-Poor Stars and Implications for Chemical Evolution in the Early Galaxy
- Evolution of Fluorine Abundances with the ν-Process
- A high-resolution spectral analysis of three carbon-enhanced metal-poor stars
- The distance to the Fornax Dwarf Spheroidal Galaxy
- Carbon and Strontium Abundances of Metal-Poor Stars
- A Long, Cold, Early r-process? Neutrino-induced Nucleosynthesis in He Shells Revisited
- Chemical Inhomogeneities in the Milky Way Stellar Halo
- Mass loss and yield uncertainty in low-mass asymptotic giant branch stars
- Primordial Stellar Feedback and the Origin of Hyper Metal-Poor Stars
- Reconstructing fossil sub-structures of the Galactic disk: clues from abundance patterns of old open clusters and moving groups
- Light element abundances in carbon-enhanced metal-poor stars
- The r-Process in Metal Poor Stars and Black Hole Formation
- Nucleosynthesis in High-Entropy Hot-Bubbles of SNe and Abundance Patterns of Extremely Metal-Poor Stars
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