146 pages,53 figures
In recent years, machine learning has emerged as a powerful computational tool and novel problem-solving perspective for physics, offering new avenues for studying strongly interacting QCD matter properties under extreme conditions. This review article aims to provide an overview of the current state of this intersection of fields, focusing on the application of machine learning to theoretical studies in high energy nuclear physics. It covers diverse aspects, including heavy ion collisions, lattice field theory, and neutron stars, and discuss how machine learning can be used to explore and facilitate the physics goals of understanding QCD matter. The review also provides a commonality overview from a methodology perspective, from data-driven perspective to physics-driven perspective. We conclude by discussing the challenges and future prospects of machine learning applications in high energy nuclear physics, also underscoring the importance of incorporating physics priors into the purely data-driven learning toolbox. This review highlights the critical role of machine learning as a valuable computational paradigm for advancing physics exploration in high energy nuclear physics.
We report the discovery of TOI-4127 b, a transiting, Jupiter-sized exoplanet on a long-period ($P = 56.39879^{+0.00010}_{-0.00010}$ d), high-eccentricity orbit around a late F-type dwarf star. This warm Jupiter was first detected and identified as a promising candidate from a search for single-transit signals in TESS Sector 20 data, and later characterized as a planet following two subsequent transits (TESS Sectors 26 and 53) and follow-up ground-based RV observations with the NEID and SOPHIE spectrographs. We jointly fit the transit and RV data to constrain the physical ($R_p = 1.096^{+0.039}_{-0.032} R_J$, $M_p = 2.30^{+0.11}_{-0.11} M_J$) and orbital parameters of the exoplanet. Given its high orbital eccentricity ($e=0.7471^{+0.0078}_{-0.0086}$), TOI-4127 b is a compelling candidate for studies of warm Jupiter populations and of hot Jupiter formation pathways. We show that the present periastron separation of TOI-4127 b is too large for high-eccentricity tidal migration to circularize its orbit, and that TOI-4127 b is unlikely to be a hot Jupiter progenitor unless it is undergoing angular momentum exchange with an undetected outer companion. Although we find no evidence for an external companion, the available observational data are insufficient to rule out the presence of a perturber that can excite eccentricity oscillations and facilitate tidal migration.
18 pages, 4 tables, 4 figures, and accepted for publication in ApJ
Protostellar outflows are considered a signpost of star formation. These outflows can cause shocks in the molecular gas and are typically traced by the line wings of certain molecules. HNCO (4--3) has been regarded as a shock tracer because of the high abundance in shocked regions. Here we present the first imaging results of HNCO (4--3) line wings toward nine sources in a sample of twenty three massive star-forming regions using the IRAM 30\,m telescope. We adopt the velocity range of the full width of HC$_{3}$N (10--9) and H$^{13}$CO$^+$ (1--0) emissions as the central emission values, beyond which the emission from HNCO (4--3) is considered to be from line wings. The spatial distributions of the red- and/or blue-lobes of HNCO (4--3) emission nicely associate with those lobes of HCO$^{+}$ (1--0) in most of the sources. High intensity ratios of HNCO (4--3) to HCO$^+$ (1--0) are obtained in the line wings. The derived column density ratios of HNCO to HCO$^+$ are consistent with those previously observed towards massive star-forming regions. These results provide direct evidence that HNCO could trace outflow in massive star-forming regions. This work also implies that the formation of some HNCO molecules is related to shock, either on the grain surface or within the shocked gas.
34 pages, 16 figures, Accepted for publication in Astroparticle Physics
The local Cosmic Ray (CR) energy spectrum exhibits a spectral softening at energies around 3~PeV. Sources which are capable of accelerating hadrons to such energies are called hadronic PeVatrons. However, hadronic PeVatrons have not yet been firmly identified within the Galaxy. Several source classes, including Galactic Supernova Remnants (SNRs), have been proposed as PeVatron candidates. The potential to search for hadronic PeVatrons with the Cherenkov Telescope Array (CTA) is assessed. The focus is on the usage of very high energy $\gamma$-ray spectral signatures for the identification of PeVatrons. Assuming that SNRs can accelerate CRs up to knee energies, the number of Galactic SNRs which can be identified as PeVatrons with CTA is estimated within a model for the evolution of SNRs. Additionally, the potential of a follow-up observation strategy under moonlight conditions for PeVatron searches is investigated. Statistical methods for the identification of PeVatrons are introduced, and realistic Monte--Carlo simulations of the response of the CTA observatory to the emission spectra from hadronic PeVatrons are performed. Based on simulations of a simplified model for the evolution for SNRs, the detection of a $\gamma$-ray signal from in average 9 Galactic PeVatron SNRs is expected to result from the scan of the Galactic plane with CTA after 10 hours of exposure. CTA is also shown to have excellent potential to confirm these sources as PeVatrons in deep observations with $\mathcal{O}(100)$ hours of exposure per source.
16 pages, 17 figures, submitted to A&A
While the sample of confirmed exoplanets continues to increase, the population of transiting exoplanets around early-type stars is still limited. These planets allow us to investigate the planet properties and formation pathways over a wide range of stellar masses and study the impact of high irradiation on hot Jupiters orbiting such stars. We report the discovery of TOI-615b, TOI-622b, and TOI-2641b, three Saturn-mass planets transiting main sequence, F-type stars. The planets were identified by the Transiting Exoplanet Survey Satellite (TESS) and confirmed with complementary ground-based and radial velocity observations. TOI-615b is a highly irradiated ($\sim$1277 $F_{\oplus}$) and bloated Saturn-mass planet (1.69$^{+0.05}_{-0.06}$$R_{Jup}$ and 0.43$^{+0.09}_{-0.08}$$M_{Jup}$) in a 4.66 day orbit transiting a 6850 K star. TOI-622b has a radius of 0.82$^{+0.03}_{-0.03}$$R_{Jup}$ and a mass of 0.30$^{+0.07}_{-0.08}$~$M_{Jup}$ in a 6.40 day orbit. Despite its high insolation flux ($\sim$600 $F_{\oplus}$), TOI-622b does not show any evidence of radius inflation. TOI-2641b is a 0.37$^{+0.05}_{-0.04}$$M_{Jup}$ planet in a 4.88 day orbit with a grazing transit (b = 1.04$^{+0.05}_{-0.06 }$) that results in a poorly constrained radius of 1.61$^{+0.46}_{-0.64}$$R_{Jup}$. Additionally, TOI-615b is considered attractive for atmospheric studies via transmission spectroscopy with ground-based spectrographs and $\textit{JWST}$. Future atmospheric and spin-orbit alignment observations are essential since they can provide information on the atmospheric composition, formation and migration of exoplanets across various stellar types.
Published online in Nature on March 27, 2023; a JWST thermal emission spectrum of a planet that definitely has an atmosphere ;)
20 pages, submitted to MNRAS
Submitted to MNRAS; comments welcome
16 pages, 13 figures, 4 tables, MNRAS accepted
11 pages, 7 figures, submitted to MNRAS, comments welcome
24 pages, 9 figures, 2 tables; submitted to AJ
Accepted and published by Atoms. Part of the special issue on Photoionization of Atoms, edited by S. Nahar and G. Hinojosa
10 pages,7 figures. Accepted in A&A
accepted for publication in ApJS
15 pages and 6 figures. This article belongs to the Special Issue Challenges in Understanding Black Hole Powered Jets with VLBI
7 figures, 2 tables, Accepted to publications in PASJ
Accepted for publication in JAAVSO, 9 pages, 8 figures
7 pages including 6 figures and 3 tables. Accepted for publication in Astronomy and Astrophysics
24 Pages, 11 Figures
15 pages, 5 figures. Accepted for publication in ApJ
11 pages,8 figures, accepted by ApJ
8 pages, 7 figures, submitted to A&A
17 pages, 7 figures
26 pages, 7 figures, accepted for publication in JUSTC
8 pages; 6 figures ; links to download data on GEOS website
12 pages, 15 figures
Proceedings of the 6th International Symposium on Ultra High Energy Cosmic Rays (UHECR 2022), Oct 3-7, 2022, Gran Sasso Science Institute, L'Aquila, Italy. Accepted for publications in EPJ Web of Conferences series
21 pages, 2 tables, 9 figures, accepted for publication in MNRAS
10 pages
Submitted to Nature
Accepted for publication in ApJS
16 pages, 12 figures, Accepted for publication in Publications of the Astronomical Society of the Pacific
34 pages, 12 figures, 2 tables
20 pages, 8 figures, comments are welcome!
35 pages, 13 figures, 3 tables
Accepted for publication in the Journal of Space Weather and Space Climate. 23 pages, 12 figures. The model runs live at this http URL
12 pages, 9 figures. Submitted to MNRAS. arXiv admin note: text overlap with arXiv:2205.01466
4 Tables, 8 Figures, Accepted for publication in The Astrophysical Journal
8 pages, 2 figures
8 pages, 4 tables, and 3 figures
14 pages, 10 figures, Accepted for publication in Astronomy and Astrophysics (A&A)
Accepted for publication in A&A. Abstract slightly abridged for arXiv
Accepted for publication in MNRAS
31 pages, 15 figures
Accepted in Astronomy and Astrophysics
18 pages, 10 figures, 7 tables. Accepted for publication in MNRAS
Accepted for publication in mnras, 12 pages, 8 figures
Submitted to MNRAS
9 pages, 4 figures
73 pages with Appendix, many figures. arXiv admin note: text overlap with arXiv:2210.10896
22 pages, accepted for publication on Astronomy & Astrophysics
16 pages, 7 figures, accepted for publication in JHEAP (Journal of High-Energy Astrophysics)
6 pages, 4 figures, 1 table. Accepted for publication in MNRAS Letters
5 pages, 4 figures, 1 tables
25 pages, 6 figures
18 pages, 18 figures, accepted for publication in Astronomy and Astrophysics
27 pages, 31 figures; review; accepted for publication in Physics of Plasmas 2023
7 pages, 3 figures, 1 table. The stacked EB power spectrum is publicly available at this https URL
17 pages (double column), 7 figures, 6 tables, comments are welcome
15 pages, 8 figures, 2 tables
Submitted to Nature
Submitted
19 pages, 12 figures. Submitting to Physical Review D
27 pages, 16 figures
PhD Thesis submitted at the University of Cambridge, August 2022. The thesis is based on a number of previous works also available on arXiv (see Introduction)
36 pages, 3 figures
PRD Accepted, abstract reduced due to arXiv limitations
15 pages, 8 figures
IJMPD Accepted
Limit points are included in the submission file
17 pages, 14 figures
27 pages, 10 figures
9 pages, 2 figures