11 pages, 9 figures, Accepted for the NeurIPS 2023 AI4Science Workshop
Some stars are known to explode at the end of their lives, called supernovae (SNe). The substantial amount of matter and energy that SNe release provides significant feedback to star formation and gas dynamics in a galaxy. SNe release a substantial amount of matter and energy to the interstellar medium, resulting in significant feedback to star formation and gas dynamics in a galaxy. While such feedback has a crucial role in galaxy formation and evolution, in simulations of galaxy formation, it has only been implemented using simple {\it sub-grid models} instead of numerically solving the evolution of gas elements around SNe in detail due to a lack of resolution. We develop a method combining machine learning and Gibbs sampling to predict how a supernova (SN) affects the surrounding gas. The fidelity of our model in the thermal energy and momentum distribution outperforms the low-resolution SN simulations. Our method can replace the SN sub-grid models and help properly simulate un-resolved SN feedback in galaxy formation simulations. We find that employing our new approach reduces the necessary computational cost to $\sim$ 1 percent compared to directly resolving SN feedback.
accepted for publication in the Science China Technological Sciences
Kink oscillations, which are frequently observed in coronal loops and prominences, are often accompanied by extreme-ultraviolet (EUV) waves. However, much more needs to be explored regarding the causal relationships between kink oscillations and EUV waves. In this article, we report the simultaneous detection of kink oscillations and EUV waves that are both associated with an X2.1 flare on 2023 March 03 (SOL2023-03-03T17:39). The kink oscillations, which are almost perpendicular to the axes of loop-like structures, are observed in three coronal loops and one prominence. One short loop shows in-phase oscillation within the same period of 5.2 minutes at three positions. This oscillation could be triggered by the pushing of an expanding loop and interpreted as the standing kink wave. Time lags are found between the kink oscillations of the short loop and two long loops, suggesting that the kink wave travels in different loops. The kink oscillations of one long loop and the prominence are possibly driven by the disturbance of the CME, and that of another long loop might be attributed to the interaction of the EUV wave. The onset time of the kink oscillation of the short loop is nearly same as the beginning of an EUV wave. This fact demonstrates that they are almost simultaneous. The EUV wave is most likely excited by the expanding loop structure and shows two components. The leading component is a fast coronal wave, and the trailing one could be due to the stretching magnetic field lines.
This White Paper is part of a series commissioned for the AXIS Probe Concept Mission
The fraction of local dwarf galaxies that hosts massive black holes is arguably the cleanest diagnostic of the dominant seed formation mechanism of today's supermassive black holes. A 5 per cent constraint on this quantity can be achieved with AXIS observations of 3300 galaxies across the mass spectrum through a combination of serendipitous extra-galactic fields plus a dedicated 1 Msec GO program.
18 pages, 7 figures, 3 tables, 4 pages of appendices. Submitted to ApJ
Galaxies play a key role in our endeavor to understand how structure formation proceeds in the Universe. For any precision study of cosmology or galaxy formation, there is a strong demand for huge sets of realistic mock galaxy catalogs, spanning cosmologically significant volumes. For such a daunting task, methods that can produce a direct mapping between dark matter halos from dark matter-only simulations and galaxies are strongly preferred, as producing mocks from full-fledged hydrodynamical simulations or semi-analytical models is too expensive. Here we present a Graph Neural Network-based model that is able to accurately predict key properties of galaxies such as stellar mass, $g-r$ color, star formation rate, gas mass, stellar metallicity, and gas metallicity, purely from dark matter properties extracted from halos along the full assembly history of the galaxies. Tests based on the TNG300 simulation of the IllustrisTNG project show that our model can recover the baryonic properties of galaxies to high accuracy, over a wide redshift range ($z = 0-5$), for all galaxies with stellar masses more massive than $10^9\,M_\odot$ and their progenitors, with strong improvements over the state-of-the-art methods. We further show that our method makes substantial strides toward providing an understanding of the implications of the IllustrisTNG galaxy formation model.
7 pages, 5 figures. Submitted to Astronomy & Astrophysics, 13 November 2023
23 pages, 3 figures in the main text, 6 figures and 1 table in the Methods. Received 14 July 2022; Accepted 24 May 2023; Published 09 August 2023
This White Paper is part of a series commissioned for the AXIS Probe Concept Mission; additional AXIS White Papers can be found at the AXIS website: this http URL with a mission overview here: arXiv:2311.00780 . Review article, 7 pages, 3 figures
7 Pages, 2 Figures. This White Paper is part of a series commissioned for the AXIS Probe Concept Mission; additional AXIS White Papers can be found at the AXIS website ( this http URL ) with a mission overview here: arXiv:2311.00780
Published in Nature
Invited review paper (31 pages, 11 figures). This is the submitted version. We welcome comments by the community; those that reach us by 15 December 2023 will be taken into account
7 pages, 3 figures. This White Paper is part of a series commissioned for the AXIS Probe Concept Mission; additional AXIS White Papers can be found at the AXIS website this http URL with a mission overview here arXiv:2311.00780
6 pages, 3 figures, SI; comments welcome
16 pages, 9 figures, accepted for publication in AJ
submitted to A&A, comments are welcome
8 pages, 3 figures. This White Paper is part of a series commissioned for the AXIS Probe Concept Mission; additional AXIS White Papers can be found at the AXIS website ( this http URL ) with a mission overview at arXiv:2311.00780
21 pages (including 4 page appendix), Submitted to MNRAS
9 pages, 7 figures, 2 tables, accepted by A&A (letter)
Accepted for publication in The Astronomical Journal
7 pages, 5 figures
24 pages, 11 figures. Accepted for publication in the Astronomical Journal
Pre-proofs version - Accepted for publication in ApJL
Published in 2021. arXiv admin note: text overlap with arXiv:2311.07694
12 pages
6 pages, 2 figures, 2 tables
18 pages, 18 figures, accepted for publication in Astronomy and Astrophysics
9 figures, 4 tables, accepted by RAA
12+3 pages, 5+2 figures. Fig. 4 and 5 are the main figures. To be submitted to MNRAS, comments welcome
30 pages, 13 figures, published in The Astrophysical Journal Letters on May 12, 2022. See the published paper for the full authors list
24 pages, 6 figures, published in The Astrophysical Journal Letters on May 12, 2022. See the published paper for the full authors list
11 pages, 11 figures, submitted to MNRAS
Accepted for publication in MNRAS
6 pages, 3 figures, Submitted to PASJ as Letter
65 pages, 35 figures, published in The Astrophysical Journal Letters on May 12, 2022. See the published paper for the full authors list
8 pages, 7 figures, Submitted to MNRAS
11 pages, 8 figures
9 pages, 2 figures, accepted for publication in MNRAS (14th Nov 2023)
23 pages, 8 figures, to appear as chapter of AGU book "Helicities in Geophysics, Astrophysics and Beyond", published by Wiley, ISBN 1119841682
15 pages, 6 figures, 10 tables, accepted for publication in Proceedings of the Japan Academy, Ser. B, Physical and Biological Sciences
Presented at the XVIII International Conference on Topics in Astroparticle and Underground Physics (TAUP 2023)
38 pages, 26 figures. Submitted to ApJ. Data is available in this https URL
14 pages, 12 figures, accepted by ApJS
13 pages, 4 figures; accepted for publication on ApJL
30 pages, 9 figures, accepted in PASP
13 pages, 10 figures
15 pages, 2 figures and 1 appendix table; published in Molecular Physics (Tim Lee Memorial Issue)
5 pages, 1 Table. Catalog data available from this https URL
10 pages, 4 figures, to appear in IAU Symposium 365 proceedings (A. Getling & L. Kitchatinov, eds)
11 pages, 16 figures, comments are welcome
10 pages, 11 figures, accepted for publication in Monthly Notices of the Royal Astronomical Society
35 pages, 16 figures, 5 tables
Submitted to the Proceedings of IAU Symposium 384: Planetary Nebulae: a Universal Toolbox in the Era of Precision Astrophysics. Eds: O. De Marco, A. Zijlstra, R. Szczerba
25 pages, 1 figure
64 pages, 14 figures, 3 tables. Submitted to Universe
Provisional Patent submitted and submitted to JINST for publication
21 pages, 12 figures
27 pages, 16 figures, 3 tables
11 pages, 3 figures, 1 table, Proceedings of RAGtime 23-25. Edited by Z. Stuchl\'ik, G. T\"or\"ok and V. Karas. Institute of Physics in Opava
30 pages + appendices (two columns), 9 figures
22 pages + references, 5 figures
7 pages, 6 figures
22 pages, 17 figures