13 pages, 7 figures
The stellar (n, $\gamma$) cross section data for the mass numbers around A $\approx$ 160 are of key importance to nucleosynthesis in the main component of the slow neutron capture process, which occur in the thermally pulsing asymptotic giant branch (TP--AGB). The new measurement of (n, $\gamma$) cross sections for $^{159}$Tb was performed using the C$_6$D$_6$ detector system at the back streaming white neutron beam line (Back-n) of the China spallation neutron source (CSNS) with neutron energies ranging from 1 eV to 1 MeV. Experimental resonance capture kernels were reported up to 1.2 keV neutron energy with this capture measurement. Maxwellian-averaged cross sections (MACS) were derived from the measured $^{159}$Tb (n, $\gamma$) cross sections at $kT$ = 5 $\sim$ 100 keV and are in good agreement with the recommended data of KADoNiS-v0.3 and JEFF-3.3, while KADoNiS-v1.0 and ENDF-VIII.0 significantly overestimate the present MACS up to 40$\%$ and 20$\%$, respectively. A sensitive test of the s-process nucleosynthesis was also performed with the stellar evolution code MESA. Significant changes in abundances around A $\approx$ 160 were observed between the ENDF/B-VIII.0 and present measured rate of $^{159}$Tb(n, $\gamma$)$^{160}$Tb in the MESA simulation.
In this paper, we consider incorporating data associated with the sun's north and south polar field strengths to improve solar flare prediction performance using machine learning models. When used to supplement local data from active regions on the photospheric magnetic field of the sun, the polar field data provides global information to the predictor. While such global features have been previously proposed for predicting the next solar cycle's intensity, in this paper we propose using them to help classify individual solar flares. We conduct experiments using HMI data employing four different machine learning algorithms that can exploit polar field information. Additionally, we propose a novel probabilistic mixture of experts model that can simply and effectively incorporate polar field data and provide on-par prediction performance with state-of-the-art solar flare prediction algorithms such as the Recurrent Neural Network (RNN). Our experimental results indicate the usefulness of the polar field data for solar flare prediction, which can improve Heidke Skill Score (HSS2) by as much as 10.1%.
17 pages, 9 figures, 4 Tables, Accepted for publication in Research in Astronomy and Astrophysics (RAA)
We aim to investigate the propriety of stellar parameter errors of the official data release of the LAMOST low-resolution spectroscopy (LRS) survey. We diagnose the errors of radial velocity (RV), atmospheric parameters ([Fe/H], T eff , log g) and {\alpha}-enhancement ([{\alpha}/M]) for the latest data release version of DR7, including 6,079,235 effective spectra of 4,546,803 stars. Based on the duplicate observational sample and comparing the deviation of multiple measurements to their given errors, we find that, in general, the error of [{\alpha}/M] is largely underestimated, and the error of radial velocity is slightly overestimated. We define a correction factor k to quantify these misestimations and correct the errors to be expressed as proper internal uncertainties. Using this self-calibration technique, we find that the k-factors significantly vary with the stellar spectral types and the spectral signal-to-noise ratio (SNR). Particularly, we reveal a strange but evident trend between k-factors and error themselves for all five stellar parameters. Larger errors tend to have smaller k-factor values, i.e., they were more overestimated. After the correction, we recreate and quantify the tight correlations between SNR and errors, for all five parameters, while these correlations have dependence on spectral types. It also suggests that the parameter errors from each spectrum should be corrected individually. Finally, we provide the error correction factors of each derived parameter of each spectrum for the entire LAMOST-LRS DR7.
14 pages, 12 figures, accepted for publication in ApJ
We look into the 2851 $^{12}$CO molecular clouds harboring $^{13}$CO structures to reveal the distribution of the projected angular separations and radial velocity separations between their internal $^{13}$CO structures. The projected angular separations are determined using the minimal spanning tree algorithm. We find that $\sim$ 50$\%$ of the angular separations fall in a narrow range of $\sim$ 3 -- 7 arcmin with a median of $\sim$ 5 arcmin, and the corresponding radial velocity separations mainly range from $\sim$ 0.3 km s$^{-1}$ to 2.5 km s$^{-1}$. The mean and standard deviation of the angular separations of the internal $^{13}$CO structures within $^{12}$CO clouds appear to be universal, independent of the $^{12}$CO cloud angular areas and the counts of their internal $^{13}$CO structures. We also reveal a scaling relation between the $^{12}$CO cloud angular area and its harbored $^{13}$CO structure count. These results suggest there is a preferred angular separation between $^{13}$CO structures in these $^{12}$CO clouds, considering the distance effects. According to that, we propose an alternative picture for the assembly and destruction of molecular clouds: there is a fundamental separation for the internal structures of molecular clouds, the build-up and destruction of molecular clouds proceeds under this fundamental unit.
26 pages including Supplementary, file size 23 MB, accepted for publication in Nature Communications
The recently revealed eROSITA bubbles (eRBs) suggest past activities in the Galactic center. The northern eRB shows noticeable asymmetric features, including distortion to the west/right and enhancement in the eastern edge, while the southern counterpart is significantly dimmer. We performed hydrodynamic simulations on the formation of eRBs, paying particular attention to the asymmetry that is also present in radio band. Our results suggest that, asymmetric eRBs favor a dynamic, circumgalactic medium (CGM) wind model, but disfavor other mechanisms such as a non-axisymmetric halo gas or a tilted nuclear outflow. The CGM wind from the east/left by north direction in Galactic coordinates blows across the northern halo with a velocity of ~200 km s-1, and part of the wind enters the southern halo. This interaction strongly disturbs the halo, creating a dynamic halo medium and redistributing both density and metallicity within. This naturally explains the asymmetric bubbles seen in both the morphology and surface brightness. Our results suggest that our Galaxy is accreting low-abundance CGM from one side while providing outflow feedback.
17 pages, 14 figures and 10 pages of appendices. The associated galaxy catalogue will be made available online. Accepted for publication in MNRAS
12 pages, 8 figures. Accepted for publication in MNRAS, comments are welcome
37 pages, 23 figures, Accepted to ApJ
Submitted to Astronomy & Astrophysics. 21 pages, 18 figures
22 pages, 17 figures, with key results in Fig. 13, 15, & 16. Comments welcome!
13 pages, 12 figures
25 pages, 10 figures. Submitted to ApJ
36 pages, 15 figures. Accepted for publication in ApJ
15 pages, 12 figures, for submission to the Open Journal of Astrophysics
9 Pages, 6 Figures, Posted on Bulletin of the American Astronomical Society (BAAS)
16 pages, 6 figures. Submitted to ApJ
12 pages, 1 figure, an invited review chapter, to appear in: Artificial Intelligence for Science, eds. A. Choudhary, G. Fox and T. Hey, Singapore: World Scientific, in press (2023)
15 pages, 5 figures, Accepted as part of a PHANGS-JWST Focus Issue to appear in ApJ
22 pages, 20 figures, 4 tables, accepted in Astronomy & Astrophysics
25 pages,7 figures,accepted by A&A
16 pages, 4 figures
8 pages, 11 figures, invited review talk given at the 12th Cosmic Rays International Seminar, CRIS 2022, 12-16 September 2022, Naples, Italy
The Astrophysical Journal Supplement Series, in press
23 pages, 9 figures, 2 tables
To appear in International Astronomical Union Proceedings Series
Submitted to Galaxies; 24 pages, 6 figures. Comments welcome
10 pages, 5 figures, 1 table
Re-submitted to PASJ, revised in response to a referee report
19 pages, 12 figures, accepted for publication in Astrophysics, V. 65, Issue 4, November 2022. arXiv admin note: text overlap with arXiv:2207.00245
14 pages, 10 figures
11pages,accepted by Astrophysical Journal
25 pages, 11 figures. Accepted for publication in ApJ
14 pages,9 figures
13 pages, 5 figures + appendix; phytorch available at this https URL
Submitted in MNRAS
Accepted in Phys. Rev. D
26 pages, 13 figures, ApJ accepted
26 pages, 8 figures, 2 tables
8 pages, 7 figures, 1 Table
9 pages, 5 figures, 5 tables
18 pages, 12 figures, to be submitted to MNRAS, comments welcome
42 pages, 35 figures, accepted for publication in ApJ
6 pages, 2 figures, Proceedings of the 7th Heidelberg International Symposium on High-Energy Gamma-Ray Astronomy (Gamma2022), 4-8 July 2022, Barcelona, Spain
27 pages, 9 figures, 6 tables
A&A, in press (8 pages, 6 figures)
Under review at Celestial Mechanics and Dynamical Astronomy. 8 Figures, 59 references, 17 pages. Comments and feedback welcome
11 pages, 5 figures, comments welcome
13 pages, 11 figures, 1 table, with minor revision and resubmitted to ApJ
9 pages plus 6 appendix, 7 figures
7 pages, 3 figures
21 pages, 8 figures. Accepted for publication in A&A
49 pages, 27 figures, 1 table, published in Remote Sensing of Environment
13 pages, 8 figures
16 pages, 9 figures; Accepted for publication in Astrophysical Journal
Accepted for publication in MNRAS
4 pages, 2 figures
8 pages, 2 figures
Accepted for publication in ApJ
10 pages, part of the HACK100 conference proceedings
Accepted for publication in Icarus
20 pages, 11 figures, 3 tables; submitted to ApJ
Submitted to ApJ, 29 pages, 18 figures, 3 tables
Contributed to the special issue of Remote Sensing entitled "Remote Sensing Observations of the Giant Planets"
25 pages, 17 tables, 6 figures. Submitted to MNRAS
Conference Proceedings from the 73rd International Astronautical Congress
24 pages, 13 figures
8 pages, 6 figures
12pages, 6 figures
22 pages,34 figures
8 pages, 4 figures; Contribution to the proceedings of INPC 2022, Cape Town, South Africa
31 pages, 9 figures. arXiv admin note: text overlap with arXiv:2204.05221
9 pages, 6 figures, accepted for publication in Monthly Notices of the Royal Astronomical Society
24 pages, 16 figures
18 pages, 19 figures
36 pages; lectures given at the 2021 Les Houches Summer School on Dark Matter, submitted to SciPost Physics Lecture Notes, Les Houches Summer School Series. arXiv admin note: text overlap with arXiv:1003.0904
27 pages + references, 2 tables, 11 figures