18 pages, 10 figures, 1 table
We demonstrate the use of deep network to learn the distribution of data from state-of-the-art hydrodynamic simulations of the CAMELS project. To this end, we train a generative adversarial network to generate images composed of three different channels that represent gas density (Mgas), neutral hydrogen density (HI), and magnetic field amplitudes (B). We consider an unconstrained model and another scenario where the model is conditioned on the matter density $\Omega_{\rm m}$ and the amplitude of density fluctuations $\sigma_{8}$. We find that the generated images exhibit great quality which is on a par with that of data, visually. Quantitatively, we find that our model generates maps whose statistical properties, quantified by probability distribution function of pixel values and auto-power spectra, agree reasonably well with those of the real maps. Moreover, the cross-correlations between fields in all maps produced by the emulator are in good agreement with those of the real images, which indicates that our model generates instances whose maps in all three channels describe the same physical region. Furthermore, a CNN regressor, which has been trained to extract $\Omega_{\rm m}$ and $\sigma_{8}$ from CAMELS multifield dataset, recovers the cosmology from the maps generated by our conditional model, achieving $R^{2}$ = 0.96 and 0.83 corresponding to $\Omega_{\rm m}$ and $\sigma_{8}$ respectively. This further demonstrates the great capability of the model to mimic CAMELS data. Our model can be useful for generating data that are required to analyze the information from upcoming multi-wavelength cosmological surveys.
12 pages, 8 figures, Accepted for publication in ApJ
NICER has observed a few millisecond pulsars where the geometry of the X-ray emitting hotspots on the neutron star is analyzed in order to constrain the mass and radius from X-ray light curve modeling. One example, PSR J0030+0451, is shown to possibly have significant multipolar magnetic fields at the stellar surface. Using force-free simulations of the magnetosphere structure, it has been shown that the radio, X-ray, and gamma-ray light curves can be modeled simultaneously with appropriate field configuration. An even more stringent test is to compare predictions of the force-free magnetosphere model with observations of the radio polarization. This paper attempts to reproduce the radio polarization of PSR J0030+0451 using a force-free magnetospheric solution. As a result of our modeling, we can reproduce certain features of the polarization well.
39 pages, 11 figures. To appear in "Foundations of Cosmic Ray Astrophysics", Proceedings of the International School of Physics "Enrico Fermi", Course 208, Varenna, 24-29 June 2022, edited by F. Aharonian, E. Amato, and P. Blasi
Accepted in the Astrophysical Journal. 24 pages, 11 figures. arXiv admin note: substantial text overlap with arXiv:2108.10987
Accepted as a research note in RNAAS; 3 pages, 1 figure
48 pages, 23 figures. arXiv admin note: substantial text overlap with arXiv:2208.09332
20 pages, 17 figures, Paper submitted to A&A, Comments are welcome
7 pages, 2 figures, submitted to A&A, comments welcome
Accepted in MNRAS
10 pages, 7 figures, 4 appendices
17 pages, 17 figures. Submitted to MNRAS; comments welcome
17 pages, 10 figures. Accepted for publication in the Astrophysical Journal
5 pages, 1 figure, PRD in press
16 pages, 8 figures. Submitted to A&A. Comments are welcome
20 pages, 5 figures
17 pages, 6 figures, AJ published
10 pages, 13 figures, 2 appendixes. Accepted for publication in A&A on Feb 16, 2024
14 pages, 14 figures, 2 tables, accepted by ApJ
12 pages, 7 figures, accepted by MNRAS
Accepted for publication in A&A
9 pages, 6 figures, accepted at MNRAS
25 pages, 24 figures, and 3 tables, accepted for publication in ApJ. A value-added CAMIRA member galaxy catalog and the best-fit SED for each member galaxy will be available as FITS or machine-readable tables
Accepted for publication in ApJ
Submitted to A&A
16 pages, 18 figures, accepted for publication in MNRAS
6 pages, 6 figures
9 pages, 8 figures, JHEAP in press
8 pages; 4 figures; Submitted to ApJL on December 23, 2023, revised manuscript following the referee's comments
19 pages, 6 figures. Submitted to Scientific Reports (SpringerNature)
25 pages, 12 figures, 7 tables, accepted for publication in MNRAS
15 pages, 18 figures, accepted for publication in Astronomy & Astrophysics
10 pages, 4 figures, 3 tables, Comments welcome
22 pages, 14 figures, 2 tables, accepted for publication in ApJ
11 pages, 6 figures, submitted
16 pages, 12 figures, 5 tables. Accepted for publication in PASA
14 pages, 12 figures, 6 Tables, Accepted for publication in MNRAS
24 pages, 18 figures, accepted for publishing in Astrophysical Journal
20 pages, 12 figures; accepted by The Astrophysical Journal
11 pages, 5 figures, 3 tables
15 pages, 7 figures, 4 tables, accepted for publication in ApJ
13 pages, 9 figures, Accepted for publication in ApJ
19 pages, 8 figures, 5 tables, submitted
34 pages, 5 figures, accepted for publication in The Astrophysical Journal
34 pages 29 multipanels figures, 3 Tables
10 pages, 6 figures
Accepted for publication in MNRAS. 19 pages (+6 of appendices), 10 figures, 5 tables
Accepted for publication in A&A; 15+3 pages, 12+3 figures
22 pages, 17 figures. Accepted for publication in Astronomy & Astrophysics
10 pages, 10 figures, Accepted to be published in MNRAS
22 pages, 3 figures in the main text and 2 in the appendix
12 pages, 7 figures, submitted to ApJ
Paper accepted for publication on Astronomy & Astrophysics
23 pages, 17 figures, Accepted for publication in ApJ
16 pages, 11 figures
16 pages, 12 figures, accepted for publication on A&A
6 pages, 6 figures. Accepted for publication in MNRAS
Accepted for publication in A & A journal, 16 pages, and 8 figures
Re-submitted to AAS Journals on Feb. 19, 2024
submitted to MNRAS, comments welcome
20 pages, 9 figures. Accepted for publication in ApJ
20 pages, 9 figures, 13 tables, accepted for publication in MNRAS
5 figures
21 pages, 9 figures. arXiv admin note: text overlap with arXiv:2402.10499 , arXiv:2310.07410
submitted to ApJ, comments are welcome
Accepted for publication in MNRAS
Latex, 19 pages, 4 figures
Accepted for publication in A&A (16th Feb.) 17 pages, 18 figures + 7 in appendices
Submitted to A&A
Accepted for publication in A&A. 21 pages, 16 figures
46 pages + appendix; code and data available at this https URL
6 pages, 2 figures
28 pages, 3 figures. Accepted for publication in Annual Review of Nuclear and Particle Science
10 pages, no figures. Submitted to 2024 Gravitation Research Foundation Essay Contest May 13, 2024
15 pages, uses LaTeX2e
32 pages, 11 figures
submitted to A&A. UltraNest nested sampling package: this https URL Comments and questions are welcome!
Based on an overleaf document finished in June 2023