The completeness of the open cluster census towards the Galactic anticentre
arXiv:2506.18708 · doi:10.1051/0004-6361/202452614
Abstract
Open clusters have long been used as tracers of Galactic structure. However, without a selection function to describe the completeness of the cluster census, it is difficult to quantitatively interpret their distribution. We create a method to empirically determine the selection function of a Galactic cluster catalogue. We test it by investigating the completeness of the cluster census in the outer Milky Way, where old and young clusters exhibit different spatial distributions. We develop a method to generate realistic mock clusters as a function of their parameters, in addition to accounting for Gaia's selection function and astrometric errors. We then inject mock clusters into Gaia DR3 data, and attempt to recover them in a blind search using HDBSCAN. We find that the main parameters influencing cluster detectability are mass, extinction, and distance. Age also plays an important role, making older clusters harder to detect due to their fainter luminosity function. High proper motions also improve detectability. After correcting for these selection effects, we find that old clusters are times more common at a Galactocentric radius of 13~kpc than in the solar neighbourhood -- despite positive detection biases in their favour, such as hotter orbits or a higher scale height. The larger fraction of older clusters in the outer Galaxy cannot be explained by an observational bias, and must be a physical property of the Milky Way: young outer-disc clusters are not forming in the outer Galaxy, or at least not with sufficient masses to be identified as clusters in Gaia DR3. We predict that in this region, more old clusters than young ones remain to be discovered. The current presence of old, massive outer-disc clusters could be explained by radial heating and migration, or alternatively by a lower cluster destruction rate in the anticentre.
arXiv comment18 pages, 13 figures. Accepted in A&A
References in corpus (78)
- XGBoost: A Scalable Tree Boosting System
- SciPy 1.0--Fundamental Algorithms for Scientific Computing in Python
- Array Programming with NumPy
- Astropy: A Community Python Package for Astronomy
- Gaia Data Release 2. Summary of the contents and survey properties
- On the variation of the Initial Mass Function
- The Gaia mission
- HEALPix -- a Framework for High Resolution Discretization, and Fast Analysis of Data Distributed on the Sphere
- The Astropy Project: Sustaining and Growing a Community-oriented Open-source Project and the Latest Major Release (v5.0) of the Core Package
- PARSEC: stellar tracks and isochrones with the PAdova and TRieste Stellar Evolution Code
- Binary companions of evolved stars in APOGEE DR14: Search method and catalog of ~5,000 companions
- LSST: from Science Drivers to Reference Design and Anticipated Data Products
- Embedded Clusters in Molecular Clouds
- The SIMBAD astronomical database
- galpy: A Python Library for Galactic Dynamics
- A 3D Dust Map Based on Gaia, Pan-STARRS 1 and 2MASS
- Gaia Early Data Release 3: The astrometric solution
- Mind your Ps and Qs: the Interrelation between Period (P) and Mass-ratio (Q) Distributions of Binary Stars
- Young massive star clusters
- New catalogue of optically visible open clusters and candidates
- astroquery: An Astronomical Web-Querying Package in Python
- Gaia Early Data Release 3: Photometric content and validation
- Global survey of star clusters in the Milky Way II. The catalogue of basic parameters
- A Gaia DR2 view of the Open Cluster population in the Milky Way
- Star Clusters Across Cosmic Time
- Improving PARSEC models for very low mass stars
- PARSEC evolutionary tracks of massive stars up to at metallicities 0.00010.04
- Painting a portrait of the Galactic disc with its stellar clusters
- New PARSEC evolutionary tracks of massive stars at low metallicity: testing canonical stellar evolution in nearby star forming dwarf galaxies
- Gaia Early Data Release 3 -- Catalogue validation
- The Luminosity Function of the Milky Way Satellites
- Improving the open cluster census. II. An all-sky cluster catalogue with Gaia DR3
- An analytical description of the disruption of star clusters in tidal fields with an application to Galactic open clusters
- Outer structure of the Galactic warp and flare: explaining the Canis Major over-density
- Clusters and mirages: cataloguing stellar aggregates in the Milky Way
- The Vertical Structure of the Outer Milky Way HI Disk
- A systematic survey for infrared star clusters with |b|<20deg using 2MASS
- Hunting for open clusters in \textit{Gaia} DR2: new OCs in the Galactic disc
- A new method for unveiling Open Clusters in Gaia: new nearby Open Clusters confirmed by DR2
- A three-dimensional map of the Milky Way using classical Cepheid variable stars
- Improving the open cluster census. III. Using cluster masses, radii, and dynamics to create a cleaned open cluster catalogue
- Dark matter in the Milky Way, II. the HI gas distribution as a tracer of the gravitational potential
- The Open Cluster Chemical Abundances and Mapping Survey: IV. Abundances for 128 Open Clusters using SDSS/APOGEE DR16
- 109 new Galactic open clusters
- 3D kinematics and age distribution of the Open Cluster population
- Old open clusters in the outer Galactic disk
- An intuitive 3D map of the Galactic warp's precession traced by classical Cepheids
- Improving the open cluster census. I. Comparison of clustering algorithms applied to Gaia DR2 data
- Gaia DR2 unravels incompleteness of nearby cluster population: New open clusters in the direction of Perseus
- A classifier for spurious astrometric solutions in Gaia EDR3
- Spiral structure in the outer Galactic disk. I. The Third Galactic Quadrant
- Gaia Early Data Release 3: The Galactic anticentre
- Spiral structure of the Third Galactic Quadrant and the solution to the Canis Major debate
- Clustered star formation as a natural explanation of the Halpha cutoff in disc galaxies
- The Gaia-ESO survey: mapping the shape and evolution of the radial abundance gradients with open clusters
- An empirical model of the Gaia DR3 selection function
- Cepheid Variables in the Flared Outer Disk of our Galaxy
- The Open Cluster Chemical Abundances and Mapping Survey: VI. Galactic Chemical Gradient Analysis from APOGEE DR17
- Mapping the Galactic Metallicity Gradient with Open Clusters: The State-of-the-Art and Future Challenges
- The Galactic metallicity gradient shown by open clusters in the light of radial migration
- Revisiting the mass of open clusters with \emph{Gaia} data
- Microarcsecond Astrometry: Science Highlights from Gaia
- Selection Functions in Astronomical Data Modeling, with the Space Density of White Dwarfs as Worked Example
- Tracing the Milky Way warp and spiral arms with classical Cepheids
- Radial Migration from Metallicity Gradient of Open Clusters and Outliers
- The galactocentric radius dependent upper mass limit of young star clusters: stochastic star formation ruled out
- The star cluster age function in the Galactic disc with Gaia DR2: Fewer old clusters and a low cluster formation efficiency
- Searching for unknown open clusters in the Tycho-2 catalog
- Estimating the selection function of Gaia DR3 sub-samples
- Abundances and kinematics for ten anticentre open clusters
- Open Clusters as Tracers on Radial Migration of the Galactic Disk
- OCCASO V. Chemical-abundance trends with Galactocentric distance and age
- The role of radial migration in open cluster and field star populations with Gaia dr3
- An analysis of the most distant catalogued open clusters -- Re-assessing fundamental parameters with Gaia EDR3 and
- Rubin Observatory LSST Stars Milky Way and Local Volume Star Clusters Roadmap
- The star cluster mass--galactocentric radius relation: Implications for cluster formation
- Open cluster dissolution rate and the initial cluster mass function in the solar neighbourhood. Modelling the age and mass distributions of clusters observed by Gaia
- Modelling the evolution of the Galactic disc scale height traced by open clusters