35 research outputs found
Where does galactic dust come from?
Here we investigate the origin of the dust mass (Mdust) observed in the Milky Way (MW) and of dust scaling relations found in a sample of local galaxies from the DGS and KINGFISH surveys. To this aim, we model dust production from Asymptotic Giant Branch (AGB) stars and supernovae (SNe) in simulated galaxies forming along the assembly of aMW-like halo in a well-resolved cosmic volume of 4 cMpc using the GAMESH pipeline. We explore the impact of different sets of metallicity and mass-dependent AGB and SN dust yields on the predicted Mdust. Our results show that models accounting for grain destruction by the SN reverse shock predict a total dust mass in the MW, that is a factor of ~4 less than observed, and cannot reproduce the observed galaxy-scale relations between dust and stellar masses, and dust-togas ratios and metallicity, with a smaller discrepancy in galaxies with low metallicity (12 + log(O/H) < 7.5) and low stellar masses (Mstar < 107 M⊙). In agreement with previous studies, we suggest that competing processes in the interstellar medium must be at play to explain the observed trends. Our result reinforces this conclusion by showing that it holds independently of the adopted AGB and SN dust yields
A deep learning experiment for semantic segmentation of overlapping characters in palimpsests
Palimpsests refer to historical manuscripts where erased writings have been
partially covered by the superimposition of a second writing. By employing
imaging techniques, e.g., multispectral imaging, it becomes possible to
identify features that are imperceptible to the naked eye, including faded and
erased inks. When dealing with overlapping inks, Artificial Intelligence
techniques can be utilized to disentangle complex nodes of overlapping letters.
In this work, we propose deep learning-based semantic segmentation as a method
for identifying and segmenting individual letters in overlapping characters.
The experiment was conceived as a proof of concept, focusing on the palimpsests
of the Ars Grammatica by Prisciano as a case study. Furthermore, caveats and
prospects of our approach combined with multispectral imaging are also
discussed
Where does galactic dust come from?
Here we investigate the origin of the dust mass (Mdust) observed in the Milky
Way (MW) and of dust scaling relations found in a sample of local galaxies from
the DGS and KINGFISH surveys. To this aim, we model dust production from
Asymptotic Giant Branch (AGB) stars and supernovae (SNe) in simulated galaxies
forming along the assembly of a Milky Way-like halo in a well resolved cosmic
volume of 4cMpc using the GAMESH pipeline. We explore the impact of different
sets of metallicity and mass-dependent AGB and SN dust yields on the predicted
Mdust. Our results show that models accounting for grain destruction by the SN
reverse shock predict a total dust mass in the MW that is a factor of ~4 lower
than observed, and can not reproduce the observed galaxy-scale relations
between dust and stellar masses, and dust-to-gas ratios and metallicity, with a
smaller discrepancy in galaxies with low metallicity (12 + log(O/H) < 7.5) and
low stellar masses (Mstar < 10^7 Msun). In agreement with previous studies, we
suggest that competing processes in the interstellar medium must be at play to
explain the observed trends. Our result reinforces this conclusion by showing
that it holds independently of the adopted AGB and SN dust yields.Comment: 6 pages, 4 figures. Accepted version for publication in MNRA
Scaling relations and baryonic cycling in local star-forming galaxies: I. The sample
Metallicity and gas content are intimately related in the baryonic exchange
cycle of galaxies, and galaxy evolution scenarios can be constrained by
quantifying this relation. To this end, we have compiled a sample of ~400
galaxies in the Local Universe, dubbed "MAGMA" (Metallicity And Gas for Mass
Assembly), which covers an unprecedented range in parameter space, spanning
more than 5 orders of magnitude in stellar mass (Mstar), star-formation rate
(SFR), and gas mass (Mgas), and a factor of ~60 in metallicity [Z,
12+log(O/H)]. Stellar masses and SFRs have been recalculated for all the
galaxies using IRAC, WISE and GALEX photometry, and 12+log(O/H) has been
transformed, where necessary, to a common metallicity calibration. To assess
the true dimensionality of the data, we have applied multi-dimensional
principal component analyses (PCAs) to our sample. In confirmation of previous
work, we find that even with the vast parameter space covered by MAGMA, the
relations between Mstar, SFR, Z and Mgas (MHI+MH2) require only two dimensions
to describe the hypersurface. To accommodate the curvature in the Mstar-Z
relation, we have applied a piecewise 3D PCA that successfully predicts
observed 12+log(O/H) to an accuracy of ~0.1dex. MAGMA is a representative
sample of isolated star-forming galaxies in the Local Universe, and can be used
as a benchmark for cosmological simulations and to calibrate evolutionary
trends with redshift.Comment: 21 pages, 12 figures. Accepted for publication in A&A. Sample and
results improved compared to previous versions. Some analysis has been
removed and will be expanded in future paper
Edukoi: developing an interactive sonification tool for astronomy between entertainment and education
Edukoi is a software that aims to make interactive sonification suitable to
convey and extract information. The program design is a modification of the
software Herakoi, which sonifies images in real time mapping pitch to colour
using a motion-aware approach for allowing users to interact with images
through sound. The pitch-colour association of Hearkoi, albeit pleasing from
the entertainment side, is not efficient for communicating specific information
regarding colours and hues to listeners. Hence we modified it to create an
instrument to be used by visually impaired and sighted children to explore
images through sound and extract accurate information. We aim at building a
flexible software that can be used in middle-schools for both art and science
teaching. We tested its effectiveness using astronomical images, given the
great fascination that astronomy always has on kids of all ages and
backgrounds. Astronomy is also considered a very visual science, a
characteristic that prevents students from learning this subject and having a
related career. With this project we aim to challenge this belief and give to
students the possibility to explore astronomical data through sound. Here we
discuss our experiment, the choices we made regarding sound mappings, and what
psychophysiological aspects we aim to evaluate to validate and improve Edukoi.Comment: 4 pages, 3 figures, to be published in the proceedings of "The 28th
International Conference on Auditory Display (ICAD 2023) - Special Session on
Astronomical Data Sonification
Extended and broad Ly α emission around a BAL quasar at z ∼ 5
In this work we report deep MUSE observations of a broad absorption line (BAL) quasar at z ∼ 5, revealing a Ly α nebula with a maximum projected linear size of ∼60 kpc around the quasar (down to our 2σ SB limit per layer of
∼9×10−19ergs−1cm−2arcsec−2
for a 1 arcsec2 aperture). After correcting for the cosmological surface brightness dimming, we find that our nebula, at z ∼ 5, has an intrinsically less extended Ly α emission than nebulae at lower redshift. However, such a discrepancy is greatly reduced when referring to comoving distances, which take into account the cosmological growth of dark matter (DM) haloes, suggesting a positive correlation between the size of Ly α nebulae and the sizes of DM haloes/structures around quasars. Differently from the typical nebulae around radio-quiet non-BAL quasars, in the inner regions (∼10 kpc) of the circumgalactic medium of our source, the velocity dispersion of the Ly α emission is very high (FWHM > 1000 km s−1), suggesting that in our case we may be probing outflowing material associated with the quasar.The research leading to these results has received funding from the European Research Council (ERC) under the European Union's Seventh Framework Programme (FP/2007-2013) / ERC Grant Agreement no. 306476. RM acknowledges support from the ERC Advanced Grant 695671 ‘QUENCH’. RM and S. Carniani acknowledge support from the Science and Technology Facilities Council (STFC). S. Cantalupo gratefully acknowledges support from Swiss National Science Foundation grant PP00P2_163824
Star-formation driven outflows in local dwarf galaxies as revealed from [CII] observations by Herschel
We characterize the physical properties of star-formation driven outflows in
a sample of 29 local dwarf galaxies drawn from the Dwarf Galaxy Survey. We make
use of Herschel/PACS archival data to search for atomic outflow signatures in
the wings of individual [CII] 158 um spectra and in their stacked line profile.
We find a clear excess of emission in the high-velocity tails of 11 sources
which can be explained with an additional broad component in the modeling of
their spectra. The remaining objects are likely hosts of weaker outflows that
can still be detected in the average stacked spectrum. In both cases, we
estimate the atomic mass outflow rates which result to be comparable with the
star-formation rates of the galaxies, implying mass-loading factors of the
order of unity. Outflow velocities in all the 11 galaxies with individual
detection are larger than (or compatible with) the escape velocities of their
dark matter halos, with an average fraction of 40% of gas escaping into the
intergalactic medium (IGM). Depletion timescales due to outflows are lower than
those due to gas consumption by star formation in most of our sources, ranging
from hundred million to a few billion years. Our outflows are mostly consistent
with momentum-driven winds generated by the radiation pressure of young stellar
populations on dust grains, although the energy-driven scenario is not excluded
if considering a coupling efficiency up to 20% between the energy injected by
supernova (SN) and the interstellar medium. Our results suggest that galactic
outflows can regulate the star formation history of dwarf galaxies as they are
able to enrich with metals the circumgalactic medium of these sources, bringing
on average a non-negligible amount of gas into the IGM. Our findings are
suitable for tuning chemical evolution models attempting to describe the
physical processes shaping the evolution of dwarf galaxies.Comment: Accepted for publication in A&