Protoplanetary disks are the sites of vigorous hydrodynamic processes, such as accretion and outflows, and ultimately establish the conditions for the formation of planets. The properties of disk outflows are often inferred through analysis of forbidden emission lines. These lines contain multiple overlapping components, tracing different emission regions with different processes that excite them: a high-velocity component (tracing a jet), a broad low-velocity component (tracing inner disk wind), and a narrow low-velocity component (tracing outer disk wind). They are also heavily contaminated by background spectral features. All of these challenges call into question the traditional approach of fitting Gaussian components to the line profiles, and cloud the physical interpretation of those components. We introduce a novel statistical technique to analyze emission lines in protoplanetary disks. Simulation-Based Inference is a computationally efficient machine learning technique that produces posterior distributions of the parameters (e.g. magnetic field, radiation sources, geometry) of a representative wind model when given a spectrum, without any prior assumption about line shapes (e.g.symmetry). In this pathfinder study, we demonstrate that this technique indeed accurately recovers the parameters from simulated spectra without noise and background. A following work will deal with the analysis of observed spectra.
Submitted to ApJ. 15 pages, 13 figures, 1 Table
Reconstructing the mass assembly history of the Milky Way relies on obtaining detailed measurements of the properties of many stars in the Galaxy, especially in the stellar halo. One of the most constraining quantities is stellar age, as it can shed light on the accretion time and quenching of star formation in merging satellites. However, obtaining reliable age estimates for large samples of halo stars is difficult. We report published ages of 120 subgiant halo stars with highly-radial orbits that likely belong to the debris of the $Gaia-Enceladus/Sausage$ (GES) galaxy. The majority of these halo stars are old, with an age distribution characterized by a median of 11.6~Gyr and 16$^{\rm th}$(84$^{\rm th}$) percentile of 10.5~(12.7)~Gyr. However, the distribution is skewed, with a tail of younger stars that span ages down to $\sim6$-$9$ Gyr. All highly-radial halo stars have chemical and kinematic/orbital quantities that associate them with the GES debris. Initial results suggest that these intermediate-age stars are not a product of mass transfer and/or stellar mergers, which can bias their age determination low. If this conclusion is upheld by upcoming spectro-photometric studies, then the presence of these stars will pose an important challenge for constraining the properties of the GES merger and the accretion history of the Galaxy.
20 pages, 26 figures; Accepted for publication in MNRAS
Fuzzy dark matter (FDM), an attractive dark matter candidate comprising ultralight bosons (axions) with a particle mass $m_a\sim10^{-22}$ eV, is motivated by the small-scale challenges of cold dark matter and features a kpc-size de Broglie wavelength. Quantum wave interference inside an FDM halo gives rise to stochastically fluctuating density granulation; the resulting gravitational perturbations could drive significant disc thickening, providing a natural explanation for galactic thick discs. Here we present the first self-consistent simulations of FDM haloes and stellar discs, exploring $m_a=0.2-1.2\times10^{-22}$ eV and halo masses $M_\text{h} = 0.7-2.8\times10^{11}$ M$_\odot$. Disc thickening is observed in all simulated systems. The disc heating rates are approximately constant in time and increase substantially with decreasing $m_a$, reaching $dh/dt \simeq 0.04$ ($0.4$) kpc Gyr$^{-1}$ and $d\sigma_z^2/dt \simeq4$ ($150$) km$^2$s$^{-2}$Gyr$^{-1}$ for $m_a=1.2$ ($0.2$) $\times10^{-22}$ eV and $M_\text{h} =7\times10^{10} \text{M}_\odot$, where $h$ is the disc scale height and $\sigma_z$ is the vertical velocity dispersion. These simulated heating rates agree within a factor of two with the theoretical estimates of Chiang et al., confirming that the rough estimate of Church et al. overpredicts the granulation-driven disc heating rate by two orders of magnitude. However, the simulation-inferred heating rates scale less steeply than the theoretically predicted relation $d\sigma^2_z/dt \propto m_a^{-3}$. Finally, we examine the applicability of the Fokker-Planck approximation in FDM granulation modelling and the robustness of the $m_a$ exclusion bound derived from the Galactic disc kinematics.
8 pages, 3 figures
We present the measurements of all-particle energy spectrum and mean logarithmic mass of cosmic rays in the energy range of 0.3-30 PeV using data collected from LHAASO-KM2A between September 2021 and December 2022, which is based on a nearly composition-independent energy reconstruction method, achieving unprecedented accuracy. Our analysis reveals the position of the knee at $3.67 \pm 0.05 \pm 0.15$ PeV. Below the knee, the spectral index is found to be -$2.7413 \pm 0.0004 \pm 0.0050$, while above the knee, it is -$3.128 \pm 0.005 \pm 0.027$, with the sharpness of the transition measured with a statistical error of 2%. The mean logarithmic mass of cosmic rays is almost heavier than helium in the whole measured energy range. It decreases from 1.7 at 0.3 PeV to 1.3 at 3 PeV, representing a 24% decline following a power law with an index of -$0.1200 \pm 0.0003 \pm 0.0341$. This is equivalent to an increase in abundance of light components. Above the knee, the mean logarithmic mass exhibits a power law trend towards heavier components, which is reversal to the behavior observed in the all-particle energy spectrum. Additionally, the knee position and the change in power-law index are approximately the same. These findings suggest that the knee observed in the all-particle spectrum corresponds to the knee of the light component, rather than the medium-heavy components.
16 pages, 8 figures, accepted by the Astrophysical Journal
11 pages, 5 figures, submitted to Journal of Fluid Mechanics
35 pages, 5 figures, 3 tables
16 pages, 11 figures. Comments are welcome!
13 pages, 11 figures, submitted to AJ
Accepted for publication in ApJ
15 pages, 11 figures, submitted to MNRAS
32 pages, 16 figures, Accepted 14/03/24 to the Astronomical Journal. Complementary modeling to Bajaj et al. 2024 ( arXiv:2403.01060 )
Accepted by the New Astronomy Journal
34 pages, 30 figures. Accepted for publication in A&A
Submitted to A&A Letters. 8 pages, 6 figures, 2 tables
Accepted for publication in A&A. 16 pages, 10 figures
Invited article at The Astronomy and Astrophysics Review. This is the author's version. Comments are welcome
Accepted for publication on Astronomy & Astrophysics
11 pages, 7 figures and 2 tables Extended version of figure 4 is included and the full data for table 1 can be found as the auxiliary file tab1.txt Submitted to ApJ
23 pages, 12 figures, 2 tables. Submitted to AAS Journals
29 pages, 9 figures, to be published in Planetary and Space Science
28 pages, 18 Figures, 3 tables, accepted for publication in ApJ
9 pages, 5 figures, accepted for publication in The Astrophysical Journal Letters (ApJL)
This paper has been accepted for publication with PASA
10 pages, 4 figures, accepted for publication in ApJ
Comments: 8 pages, 8 figures,Accepted for publication in MNRAS
Accepted to The Astrophysical Journal
27 pages and 6 figures
Submitted to MNRAS
20 pages, 21 figures
Accepted by the AJ, comments are welcome. The complete code could be downloaded from: DOI: 10.12149/101387
23 pages, 34 figures, accepted for publication in the Astrophysical Journal
15 pages, 8 figures, 8 tables, accepted for publication in The Astrophysical Journal Supplement Series
20 pages, 7 figures, 2 tables; Submitted to The Astrophysical Journal
14 pages 13 figures, accepted for publication in A&A
29 pages, 19 figures, accepted for publication in The Astrophysical Journal. Jupyter notebooks and IDL codes are available at this https URL and this https URL
16 pages, 7 figures, 2 tables; submitted to MNRAS
18 pages, 10 figures, accepted for publication in ApJ
14 pages, 13 figures, 2 tables, accepted for publication on A&A
paper submitted to APJ, 20 pages, 17 figures
7 pages, 3 figures, submitted to ApJL
14 pages, 6 figures. Submitted for publication. Comments are most welcome
22 pages, 4 figures, changes in abstract and introduction, improvements in the text and comments added in conclusions. References added
6 pages, 3 figs; Eur Phys J Plus (in press)
36 pages, 10 figures
20 pages, 15 figures, 2 tables
Astronomy and Computing accepted version
21 pages, 5 figures
22 pages, 6 figures, 2 tables
40 pages + appendices; 2 figures