Identifying substructure associations in the Milky Way halo using chemo-kinematic tagging
arXiv:2510.26952 · doi:10.1051/0004-6361/202554934
Abstract
The Milky Way halo has been built-up over cosmic time through the accretion and dissolution of star clusters and dwarf galaxies as well as through their complex interactions with the Galactic disc. Traces of these accreted structures persist to the present day in the chemical and kinematic properties of stars and their orbits and allow for the disentangling of the accretion history of the Galaxy through observations of Milky Way stars. We utilised 6D phase-space information in combination with [Fe/H] measurements to facilitate a clustering analysis of stars using their kinematics and chemistry simultaneously, a technique known as chemo-kinematic tagging. Using t-distributed stochastic neighbour embedding (t-SNE), we performed dimensionality reduction and identify stars from clusters and streams that are co-localised in the kinematic and chemical parameter space. We included E, Jr, Jz, Lz, r_apo, r_peri, and eccentricity as well as [Fe/H] as input into the algorithm, and used a sample of 5347 stars from 229 individual Milky Way substructures compiled from various sources in the literature. Most notably, we recovered several large-scale structures that have been reported in the literature, including GSE, Thamnos, Sequoia, I'itoi, LMS-1/Wukong, Sagittarius, Kraken/Koala, the splashed disc, and a candidate structure recently found in another work. We find that 44\% of Milky Way globular clusters are consistent with having an accreted origin. We also find that the chemo-dynamic properties of omega cen are consistent with a common accretion with the Thamnos structure. In addition, we identified many stream-progenitor associations, most notably a connection between the Orphan-Chenab stream and the Grus II ultra-faint dwarf galaxy, which supports previous findings that these two objects were brought into the Galaxy in the same accretion event.
24 pages, 7 figures, 4 tables, accepted for publication in A&A
References in corpus (43)
- Array Programming with NumPy
- The Gaia mission
- The Astropy Project: Sustaining and Growing a Community-oriented Open-source Project and the Latest Major Release (v5.0) of the Core Package
- galpy: A Python Library for Galactic Dynamics
- Evidence for Two Early Accretion Events That Built the Milky Way Stellar Halo
- Evidence from the H3 Survey that the Stellar Halo is Entirely Comprised of Substructure
- An Orphan in the "Field of Streams"
- Detection of a 60 Degree-Long Dwarf Galaxy Debris Stream
- The Global Dynamical Atlas of the Milky Way mergers: Constraints from Gaia EDR3 based orbits of globular clusters, stellar streams and satellite galaxies
- Reverse engineering the Milky Way
- : Probing the Milky Way and Magellanic Clouds potentials with the 6-D map of the Orphan-Chenab stream
- The Chemical Compositions of Accreted and {\it in situ} Galactic Globular Clusters According to SDSS/APOGEE
- Revised and new proper motions for confirmed and candidate Milky Way dwarf galaxies
- Identical or fraternal twins? : The chemical homogeneity of wide binaries from Gaia DR2
- A Low-Mass Stellar-Debris Stream Associated with a Globular Cluster Pair in the Halo
- The Pristine survey X: a large population of low-metallicity stars permeates the Galactic disk
- The Southern Stellar Stream Spectroscopic Survey (S5): Chemical Abundances of Seven Stellar Streams
- Orbital Clustering Identifies the Origins of Galactic Stellar Streams
- The Galah Survey: Classification and diagnostics with t-SNE reduction of spectral information
- Is Ursa Major II the Progenitor of the Orphan Stream?
- Nitrogen enrichment and clustered star formation at the dawn of the Galaxy
- Serendipitous Discovery of a Thin Stellar Stream near the Galactic Bulge in the Pan-STARRS1 3Pi Survey
- The eye of Gaia on globular clusters structure: tidal tails
- A stellar stream remnant of a globular cluster below the metallicity floor
- Tails and streams around the Galactic globular clusters NGC1851, NGC1904, NGC2298 and NGC2808
- The GALAH survey: Chemical Tagging of Star Clusters and New Members in the Pleiades
- Exploring the outskirts of globular clusters: the peculiar kinematics of NGC 3201
- The (im)possibility of strong chemical tagging
- Chemical Analysis of the Ultra-Faint Dwarf Galaxy Grus~II. Signature of high-mass stellar nucleosynthesis
- Blind chemical tagging with DBSCAN: prospects for spectroscopic surveys
- Phase-space correlation in stellar streams of the Milky Way halo: The clash of Kshir and GD-1
- The Pristine survey -- XVII. The C-19 stream is dynamically hot and more extended than previously thought
- Milky Way archaeology using RR Lyrae and type II Cepheids I. The Orphan stream in 7D using RR Lyrae stars
- Classifying globular clusters and applying them to estimate the mass of the Milky Way
- Extending the Chemical Reach of the H3 Survey: Detailed Abundances of the Dwarf-galaxy Stellar Stream Wukong/LMS-1
- Inverted metallicity gradients in two Virgo cluster star-forming dwarf galaxies: evidence of recent merging?
- Galactic ArchaeoLogIcaL ExcavatiOns (GALILEO) II. t-SNE Portrait of Local Fossil Relics and Structures
- The Spectacular Tidal Tails of Globular Cluster M3 (NGC 5272)
- The search for extratidal star candidates around Galactic globular clusters NGC 2808, NGC 6266, and NGC 6397 with {\textit{Gaia}} DR2 astrometry
- A Larger Extent for the Ophiuchus Stream
- On the Hunt for the Origins of the Orphan--Chenab Stream: Detailed Element Abundances with APOGEE and Gaia
- Tidal debris from Omega Centauri discovered with unsupervised machine learning
- Disentanglement of the chemodynamical assembly: mapping the Milky Way disks