22 pages, 12 figures, 1 table, accepted for publication in The Astronomical Journal
The current and upcoming large data volume galaxy surveys require the use of machine learning techniques to maximize their scientific return. This study explores the use of Self-Organizing Maps (SOMs) to estimate galaxy parameters with a focus on handling cases of missing data and providing realistic probability distribution functions for the parameters. We train a SOM with a simulated mass-limited lightcone assuming a ugrizYJHKs+IRAC dataset, mimicking the Hyper Suprime-Cam (HSC) Deep joint dataset. For parameter estimation, we derive SOM likelihood surfaces considering photometric errors to derive total (statistical and systematic) uncertainties. We explore the effects of missing data including which bands are particular critical to the accuracy of the derived parameters. We demonstrate that the parameter recovery is significantly better when the missing bands are "filled-in" rather than if they are completely omitted. We propose a practical method for such recovery of missing data.
16 pages, 12 figures, accepted for publication in Astronomy & Astrophysics
Over the past few years, chemical studies have revealed multiple structures in the vicinity of young stellar objects (YSOs). It has become evident that specific physical conditions are associated with the emission of particular molecular lines, allowing us to use molecular probes of the YSO physics. Consequently, chemical surveys are now necessary to fully constrain the origin of the observed structures. Several surveys have been conducted to explore the chemistry of YSOs, focusing on Class 0 and Class II objects. However, our knowledge of intermediate objects, that are Class I objects, remains limited. To bridge the gap and establish the relationship between observed structures and molecular line emission at the Class I evolutionary stage, we investigate the spatial distribution of key molecular gas species in the low-mass Class I protostar L1489 IRS (IRAS 04016+2610), a source part of the ChemYSO survey. We performed a 3mm line survey at high spatial and high spectral resolution using the NOEMA interferometer and the IRAM-30m telescope. We present here the ten brightest lines of our survey, in which we identified a new ~ 3 000 au long streamer in HC3N, C2H, and c-C3H2 emission, likely associated with more localized accretion shocks probed in SO. In addition, two ~ 10 000 au bubbles are seen with the dense molecular tracers HCO+, CS, and HCN around the YSO. Additionally, potential indicators of a second outflow appear in CS and HCN emission, but its nature remains to be confirmed. The late infall identified at large scales may originate from the nearby prestellar core L1489 and is likely responsible for the formation of an external warped disk in this system. The detection of a potential second outflow could be the direct evidence of a binary system. Finally, we hypothesize that the bubbles may result from the magnetic pressure as observed in numerical simulations.
50 pages, 14 figures
Very different processes characterize the decoupling of neutrinos to form the cosmic neutrino background (C$\nu$B) and the much later decoupling of photons from thermal equilibrium to form the cosmic microwave background (CMB). The C$\nu$B emerges from the fuzzy, energy-dependent neutrinosphere and encodes the physics operating in the early universe in the temperature range $T\sim 10\,{\rm MeV}$ to $T\sim10\,{\rm keV}$. This is the epoch where beyond Standard Model (BSM) physics may be influential in setting the light element abundances and the necessarily distorted fossil neutrino energy spectra. Here we use techniques honed in extensive CMB studies to analyze the C$\nu$B as calculated in detailed neutrino energy transport and nuclear reaction simulations. Our moment method, relative entropy, and differential visibility approach can leverage future high precision CMB and primordial abundance measurements to provide new insights into the C$\nu$B and any BSM physics it encodes. We demonstrate that the evolution of the energy spectrum of the C$\nu$B throughout the weak decoupling epoch is accurately captured in the Standard Model by only three parameters per species, a non-trivial conclusion given the deviation from thermal equilibrium. Furthermore, we can interpret each of the three parameters as physical characteristics of a non-equilibrium system. The success of our compact description within the Standard Model motivates its use also in BSM scenarios. We demonstrate how observations of primordial light element abundances can be used to place constraints on the C$\nu$B energy spectrum, deriving response functions that can be applied for general C$\nu$B spectral distortions. Combined with the description of those deviations that we develop here, our methods provide a convenient and powerful framework to constrain the impact of BSM physics on the C$\nu$B.
8 pages, 5 figures, accepted for publication in MNRAS. arXiv admin note: text overlap with arXiv:2210.01352
We report the detection of gamma-ray emission by the Fermi Large Area Telescope (Fermi-LAT) towards the young massive star cluster RCW 38 in the 1-500 GeV photon energy range. We found spatially extended GeV emission towards the direction of RCW 38, which is best modelled by a Gaussian disc of 0.23$\deg$ radius with a significance of the extension is $\sim 11.4 \sigma$. Furthermore, the spatial correlation with the ionized and molecular gas content favors the hadronic origin of the gamma-ray emission. The gamma-ray spectrum of RCW 38 has a relatively hard photon index of $2.44 \pm 0.03$, which is similar to other young massive star clusters. We argue that the diffuse GeV gamma-ray emission in this region likely originates from the interaction of accelerated protons in the stellar cluster with the ambient gas.
Accepted for publication in ApJ Letters
32 pages, 17 figures. Comments welcome
Accepted for publication in AJ
Submitted to ApJ. 22 pages, 7 Figures
Submitted to ApJL, comments most welcome
6 pages, 4 figures, 1 table
23 pages, 17 figures, 2 tables. Candidates' IDs and (some) code available at this https URL . Comments welcomed!
39 pages, 6 figures, 4 tables. Accepted for publication in ApJS
37 pages, 4 figures. Invited chapter for the edited book "New Frontiers in GRMHD Simulations" (Eds. C. Bambi, Y. Mizuno, S. Shashank and F. Yuan, Springer Singapore, expected in 2024)
Accepted in ApJ
11 pages, 2 tables and 4 figures, Submitted in APJ
12 pages, 9 figures, 1 table and accepted for publication in the Astrophysical Journal
13 pages, 3 figures, 3 tables. Accepted for publication in the Astrophysical Journal
52 pages, 21 figures, 2 tables. Published in Science Advances on 27 Mar 2024. The authors' version
12 pages, 4 figures, accepted for publication in ApJ
17 pages, 6 figures
27 pages (including appendices), 11 figures, 13 supplemental figures
11 pages, 11 figures, accepted for publication in MNRAS
Accepted for publication in MNRAS
22 pages, 10 figures
Accepted for publication in RAA, ?? pages, 10 figures, 4 tables
19 pages, 6 figures, 2 tables. arXiv admin note: text overlap with arXiv:2310.19627
8 pages, 2 figures, comments welcome!
39 pages, 20 figures, comments welcome!
18 pages,16 figures. Accepted for publication in MNRAS
18 pages, 9 figures, accepted by MNRAS
21 pages, 17 figures, accepted for publication in ApJS
8 pages, 4 figures, 26th International Conference on Computing in High Energy & Nuclear Physics
23 pages, 5 figures
Proceedings of LIght Detection In Noble Elements - LIDINE 2023
Accepted by MNRAS
23 pages, 21 figures, 2 tables, submitted and reviewed to A&A
20 pages, 19 figures, accepted for publication in A&A
Accepted by SCPMA. We sincerely appreciate the constructive suggestions and comments from Lihwai Lin
13 pages, 16 figures, published in MNRAS
19 pages, 15 figures, resubmitted to Astronomy and Astrophysics after minor revision
9 pages, 3 figures, 2 tables
Submitted to A&A
17 pages, 14 figures
10 pages, 9 figures, 2 tables
14 pages, 6 figures and 1 table
32 pages, accepted for publication in A&A
9 pages, 4 figures, accepted for publication to A&A
34 pages, 10 figures
30 pages, 15 figures, submitted to PRD
14 pages, 9 figures
32 pages revtex with 3 figures