194 research outputs found
Discovery of new stellar groups in the Orion complex
We test the ability of two unsupervised machine learning algorithms,
\textit{EnLink} and Shared Nearest Neighbour (SNN), to identify stellar
groupings in the Orion star-forming complex as an application to the
5-dimensional astrometric data from \textit{Gaia} DR2. The algorithms represent
two distinct approaches to limiting user bias when selecting parameter values
and evaluating the relative weights among astrometric parameters.
\textit{EnLink} adopts a locally adaptive distance metric and eliminates the
need of parameter tuning through automation. The original SNN relies only on
human input for parameter tuning so we modified SNN to run in two stages. We
first ran the original SNN 7,000 times, each with a randomly generated sample
according to within-source co-variance matrices provided in \textit{Gaia} DR2
and random parameter values within reasonable ranges. During the second stage,
we modified SNN to identify the most repeating stellar groups from 25,798 we
obtained in the first stage. We reveal 21 spatially- and kinematically-coherent
groups in the Orion complex, 12 of which previously unknown. The groups show a
wide distribution of distances extending as far as about 150 pc in front of the
star-forming Orion molecular clouds, to about 50 pc beyond them where we find,
unexpectedly, several groups. Our results expose to view the wealth of
sub-structure in the OB association, within and beyond the classical Blaauw
Orion OBI sub-groups. A full characterization of the new groups is of the
essence as it offers the potential to unveil how star formation proceeds
globally in large complexes such as Orion. The data and code that generated the
groups in this work as well as the final table can be found at \protect\url{
https://github.com/BoquanErwinChen/GaiaDR2_Orion_Dissection}.Comment: 9 pages, 4 figures. Accepted by A&A. Comments welcom
The Extremely Young Star Cluster Population In Haro 11
We have performed a deep multi-band photometric analysis of the star cluster
population of Haro 11. This starburst galaxy (log L_FUV = 10.3 L_sun) is
considered a nearby analogue of Lyman break galaxies (LBGs) at high redshift.
The study of the numerous star clusters in the systems is an effective way to
investigate the formation and evolution of the starburst phase. In fact, the
SED fitting models have revealed a surprisingly young star cluster population,
with ages between 0.5 and 40 Myr, and estimated masses between 10^3 and 10^7
solar masses. An independent age estimation has been done with the EW(Halpha)
analysis of each cluster. This last analysis has confirmed the young ages of
the clusters. We noticed that the clusters with ages between 1 and 10 Myr show
a flux excess in H (NIC3/F160W) and/or I (WFPC2/F814W) bands with respect to
the evolutionary models. Once more Haro 11 represents a challenge to our
understanding.Comment: 4 pages, 3 figures. To appear in the proceedings of "Galaxy Wars:
Stellar Populations and Star Formation in Interacting Galaxies" (Tennessee,
July 09
On the origin of the red excess in very young super star clusters: the case of SBS 0335-052E
The spectral energy distribution analysis of very young unresolved star
clusters challenges our understanding of the cluster formation process. Studies
of resolved massive clusters in the Milky Way and in the nearby Magellanic
Clouds show us that the contribution from photoionized gas is very important
during the first Myr of cluster evolution. We present our models which include
both a self-consistent treatment of the photoionized gas and the stellar
continuum and quantify the impact of such nebular component on the total flux
of young unresolved star clusters. A comparison with other available models is
considered. The very young star clusters in the SBS 0335-052E dwarf starburst
galaxy are used as a test for our models. Due to the low metallicity of the
galactic medium our models predict a longer lasted nebular phase which
contributes between 10-40% of the total near infrared (NIR) fluxes at around 10
Myr. We propose thus a possible solution for the observed flux excess in the 6
bright super star clusters of SBS 0335-052E. Reines et al. showed that the
observed cluster fluxes, in the red-optical and NIR range, sit irreconcilably
above the provided stellar continuum models. We find that in the age range
estimated from the H_alpha emission we can explain the red excess in all the 6
super star clusters as due to nebular emission, which at cluster ages around 10
Myr still affects the NIR wavebands substantially.Comment: 10 pages, 6 figures, accepted for publication in Ap
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