12 pages, 5 figures. Comments are welcome
Due to its powerful capability and high efficiency in big data analysis, machine learning has been applied in various fields. We construct a neural network platform to constrain the behaviors of the equation of state of nuclear matter with respect to the properties of nuclear matter at saturation density and the properties of neutron stars. It is found that the neural network is able to give reasonable predictions of parameter space and provide new hints into the constraints of hadron interactions. As a specific example, we take the relativistic mean field approximation in a widely accepted Walecka-type model to illustrate the feasibility and efficiency of the platform. The results show that the neural network can indeed estimate the parameters of the model at a certain precision such that both the properties of nuclear matter around saturation density and global properties of neutron stars can be saturated. The optimization of the present modularly designed neural network and extension to other effective models are straightforward.
15 pages, 7 figures, accepted to ApJ
We report the serendipitous discovery of a giant mid-infrared (MIR) outburst from a previously unknown source near a star-forming region in the constellation Monoceros. The source gradually brightened by a factor of 5 from 2014 to 2016 before an abrupt rise by a factor of more than 100 in 2017. A total amplitude increase of >500 at 4.5 microns has since faded by a factor of about 10. Prior to the outburst, it was only detected at wavelengths longer than 1.8 microns in UKIDSS, Spitzer, and Herschel with a spectral energy distribution of a Class I Young Stellar Object (YSO). It has not been detected in recent optical surveys, suggesting that it is deeply embedded. With a minimum distance of 3.5 kpc, the source has a bolometric luminosity of at least 9 $L_\odot$ in the quiescent state and 400 $L_\odot$ at the peak of the eruption. The maximum accretion rate is estimated to be at least a few $10^{-5}$ $M_\odot$ year$^{-1}$. It shares several common properties with another eruptive event, WISE~J142238.82-611553.7: exceptionally large amplitude, featureless near-infrared spectrum with the exception of H_2 lines, intermediate eruption duration, an embedded Class I YSO, and a low radiative temperature (<600-700 K) in outburst. We interpret that the radiation from the inner accretion disk and young star is obscured and reprocessed by either an inflated outer disk or thick dusty outflow on scales > 6.5 AU during the outburst.
14 pages, 3 figures, 2 tables
An intriguing pattern among exoplanets is the lack of detected planets between approximately $1.5$ R$_\oplus$ and $2.0$ R$_\oplus$. One proposed explanation for this "radius gap" is the photoevaporation of planetary atmospheres, a theory that can be tested by studying individual planetary systems. Kepler-105 is an ideal system for such testing due to the ordering and sizes of its planets. Kepler-105 is a sun-like star that hosts two planets straddling the radius gap in a rare architecture with the larger planet closer to the host star ($R_b = 2.53\pm0.07$ R$_\oplus$, $P_b = 5.41$ days, $R_c = 1.44\pm0.04$ R$_\oplus$, $P_c = 7.13$ days). If photoevaporation sculpted the atmospheres of these planets, then Kepler-105b would need to be much more massive than Kepler-105c to retain its atmosphere, given its closer proximity to the host star. To test this hypothesis, we simultaneously analyzed radial velocities (RVs) and transit timing variations (TTVs) of the Kepler-105 system, measuring disparate masses of $M_b = 10.8\pm2.3$ M$_\oplus$ ($ \rho_b = 0.97\pm0.22$ g cm$^{-3}$) and $M_c = 5.6\pm1.2$ M$_\oplus $ ($\rho_c = 2.64\pm0.61$ g cm$^{-3}$). Based on these masses, the difference in gas envelope content of the Kepler-105 planets could be entirely due to photoevaporation (in 76\% of scenarios), although other mechanisms like core-powered mass loss could have played a role for some planet albedos.
Published in ApJL, 11 pages, 6 figures
12 pages, 13 figures; accepted in A&A
Accepted to A&A. 13 Pages + Appendix. 11 Figures + 7 Appendix Figures
Accepted to ApJ
29 pages, 9 figures, accepted for publication in Astronomy & Astrophysics
5+10 pages, 4+7 figures. Comments are very welcome!
7 Pages, 2 Tables
6 pages, 2 figures. Proceedings of the Fifteenth Workshop "Solar Influences on the Magnetosphere, Ionosphere and Atmosphere", Primorsko, Bulgaria, June 2023
24 pages, 4 figures, 2 tables, 10 extended data items (8 figures, 2 tables). Under review at Nature Astronomy
12 pages, 5 figures, published in MNRAS
35 pages, 17 figures, 2 tables; second paper of a series, pre-proof version
9 pages, 4 figures, International Cosmic Ray Conference, Nagoya, Japan
Submitted to MNRAS
13 pages, 11 figures, 2 tables
23 pages, 11 figures
25 pages, 9 figures. To appear in the Proceedings of SPIE: Techniques and Instrumentation for Detection of Exoplanets XI, vol. 12680 (2023)
27 pages, 15 figures, accepted for publication in ApJ
12 pages, 18 figures
24 pages, 7 figures, and 2 appendices
Accepted in A&A September 15, 2023; 10 pages, 8 figures
7 pages, 3 figures, 1 table
21 pages, 11 figures, 6 tables, accepted for publication in MNRAS
arXiv admin note: text overlap with arXiv:2211.16880
Comments are most welcome
21 papes; 20 figures, submitted, see main results in Figures 5 and 12
Accepted for publication in The Astrophysical Journal Supplement Series on 19 September 2023 (in press) (13 pages, 7 figures, and 1 table)
9 figures, 2 tables
23 pages, 8 figures
Accepted for publication in Journal of Astrophysics and Astronomy
9 pages, 10 figures, 1 table, resubmitted to the Astronomy & Astrophysics after the first reviewer's report
14 pages, 16 figures; submitted to Physics of Fluids
23 pages, 8 figures, 10 tables
Presented at the 38th International Cosmic Ray Conference (ICRC 2023), 2023 ( arXiv:2309.08219 )
11 pages, 6 figures
17 pages, 7 figures
Submitted to MNRAS, 20th Sept 2023, 9 pages
7 pages, 3 figures, Presented at the 38th International Cosmic Ray Conference (ICRC 2023), 2023 (arXiv:submit/ 2309.08219 )
Accepted to The Astrophysical Journal Letters
Accepted for publication in A&A
18 pages, 4 figures
20 Pages, 10 figures, submitted to MNRAS
20 pages. Accepted at MNRAS. Catalog available via this https URL Pretrained models available via this https URL Vizier and Astro Data Lab access not yet available. With thanks to the Galaxy Zoo volunteers
16 pages, 9 figures
Accepted to The Astrophysical Journal. 18 pages, 6 figures
5+18 pages, 4 figures
9 pages, 7 figures, revised after submission to MNRAS (comments welcome)
18 pages. Accepted for publication in Physics of the Dark Universe
29 pages, 5 figures
PhD thesis. Based on Phys. Rev. D, 107, 043022 (2023), Phys. Rev. D, 106, 023031 (2022), Phys. Rev. D, 105, 043017 (2022), Phys. Rev. C, 105, 024316 (2022), Phys. Rev. C, 103, 055817 (2021), J. Phys. G: Nucl. Part. Phys, 48, 025108 (2021)
6 pages, 5 Figures
18 pages, 7 figures
18 pages; 8 figures
9 pages, 3 figures, comments welcome