Clustering in the stellar abundance space
@article{Boesso2017ClusteringIT, title={Clustering in the stellar abundance space}, author={R. Boesso and Helio J. Rocha-Pinto}, journal={Monthly Notices of the Royal Astronomical Society}, year={2017}, volume={474}, pages={4010-4023} }
We have studied the chemical enrichment history of the interstellar medium through an analysis of the n-dimensional stellar abundances space. This work is a non-parametric analysis of the stellar chemical abundance space. The main goal is to study the stars from their organization within this abundance space. Within this space, we seek to find clusters (in a statistical sense), that is, stars likely to share similar chemo-evolutionary history, using two methods: the hierarchical clustering and…
Figures and Tables from this paper
6 Citations
Dissecting stellar chemical abundance space with t-SNE
- PhysicsAstronomy & Astrophysics
- 2018
In the era of large-scale Galactic astronomy and multi-object spectroscopic stellar surveys, the sample sizes and the number of available stellar chemical abundances have reached dimensions in which…
Machine learning in APOGEE: Identification of stellar populations through chemical abundances
- PhysicsAstronomy & Astrophysics
- 2019
This study applies eight clustering algorithms combined with four dimensionality reduction strategies to automatically distinguish stellar clusters using chemical abundances of 13 elements and finds that some of the algorithms explored are capable of blindly identify stellar populations with similar ages and chemical distributions in the APOGEE data.
Massive stars in the Small Magellanic Cloud
- PhysicsAstronomy & Astrophysics
- 2021
Context. The evolution of massive stars depends on several physical processes and parameters. Metallicity and rotation are among the most important, but their quantitative effects are not well…
The GALAH survey: co-orbiting stars and chemical tagging
- Physics, GeologyMonthly Notices of the Royal Astronomical Society
- 2018
We present a study using the second data release of the GALAH survey of stellar parameters and elemental abundances of 15 pairs of stars identified by Oh et al 2017. They identified these pairs as…
Inferring Galactic Parameters from Chemical Abundances: A Multi-star Approach
- PhysicsThe Astrophysical Journal
- 2019
Constraining parameters such as the initial mass function high-mass slope and the frequency of Type Ia supernovae is of critical importance in the ongoing quest to understand galactic physics and…
Visual cluster separation using high-dimensional sharpened dimensionality reduction
- Computer ScienceInf. Vis.
- 2022
The “High-Dimensional Sharpened DR” (HD-SDR) method, tested on both synthetic and real-world data sets, is favorable to DR methods with poor cluster separation and yields a better visual cluster separation than theseDR methods with no sharpening.
References
SHOWING 1-10 OF 33 REFERENCES
Principal component analysis on chemical abundances spaces
- Physics
- 2011
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…
CHEMICAL TAGGING CAN WORK: IDENTIFICATION OF STELLAR PHASE-SPACE STRUCTURES PURELY BY CHEMICAL-ABUNDANCE SIMILARITY
- Physics
- 2016
Chemical tagging promises to use detailed abundance measurements to identify spatially separated stars that were, in fact, born together (in the same molecular cloud) long ago. This idea has not…
Exploring the Milky Way stellar disk - A detailed elemental abundance study of 714 F and G dwarf stars in the solar neighbourhood
- Physics
- 2013
Aims. The aim of this paper is to explore and map the age and abundance structure of the stars in the nearby Galactic disk. Methods. We have conducted a high-resolution spectroscopic study of 714 F…
The Galactic Thick Disk Stellar Abundances
- Physics
- 2000
We present first results from a program to measure the chemical abundances of a large (N > 30) sample of thick disk stars with the principal goal of investigating the formation history of the…
Accurate and homogeneous abundance patterns in solar-type stars of the solar neighbourhood: a chemo-chronological analysis
- Physics
- 2012
Aims. We report the derivation of abundances of C, Na, Mg, Si, Ca, Sc, Ti, V, Cr, Mn, Fe, Co, Ni, Cu, Zn, Sr, Y, Zr, Ba, Ce, Nd, and Sm in a sample of 25 solar-type stars of the solar neighbourhood,…
THE LONG-TERM EVOLUTION OF THE GALACTIC DISK TRACED BY DISSOLVING STAR CLUSTERS
- Physics
- 2010
The Galactic disk retains vast amount of information about how it came to be and how it evolved over cosmic time. However, we know very little about the secular processes associated with disk…
Chemical abundances of 1111 FGK stars from the HARPS GTO planet search program - Galactic stellar populations and planets
- Physics, Geology
- 2012
Context. We performed a uniform and detailed abundance analysis of 12 refractory elements (Na, Mg, Al, Si, Ca, Ti, Cr, Ni, Co, Sc, Mn, and V) for a sample of 1111 FGK dwarf stars from the HARPS GTO…
Chemical abundances of 451 stars from the HARPS GTO planet search program - Thin disc, thick disc, and planets
- Physics, Geology
- 2009
We present a uniform study of the chemical abundances of 12 elements (Si, Ca, Sc, Ti, V, Cr, Mn, Co, Ni, Na, Mg, and Al) derived from the spectra of 451 stars observed as part of one of the HARPS GTO…
Elemental abundance survey of the Galactic thick disc
- Physics
- 2005
We have performed an abundance analysis for F- and G- dwarfs of the Galactic thick-disc component. A sample of 176 nearby (d≤ 150 pc) thick-disc candidate stars was chosen from the Hipparcos…
The Gaia -ESO Survey: Chemical signatures of rocky accretion in a young solar-type star
- Physics, Geology
- 2015
It is well known that newly formed planetary systems undergo processes of orbital reconfiguration and planetary migration. As a result, planets or protoplanetary objects may accrete onto the central…