Published in ML4Astro Workshop at ICML 2022. 8 pages, 1 figure. Code at this https URL
We present an automatic approach to discover analytic population models for gravitational-wave (GW) events from data. As more gravitational-wave (GW) events are detected, flexible models such as Gaussian Mixture Models have become more important in fitting the distribution of GW properties due to their expressivity. However, flexible models come with many parameters that lack physical motivation, making interpreting the implication of these models challenging. In this work, we demonstrate symbolic regression can complement flexible models by distilling the posterior predictive distribution of such flexible models into interpretable analytic expressions. We recover common GW population models such as a power-law-plus-Gaussian, and find a new empirical population model which combines accuracy and simplicity. This demonstrates a strategy to automatically discover interpretable population models in the ever-growing GW catalog, which can potentially be applied to other astrophysical phenomena.
18 pages, 11 figures
The Large High Altitude Air Shower Observatory (LHAASO) has three sub-arrays, KM2A, WCDA and WFCTA. The flux variations of cosmic ray air showers were studied by analyzing the KM2A data during the thunderstorm on 10 June 2021. The number of shower events that meet the trigger conditions increases significantly in atmospheric electric fields, with maximum fractional increase of 20%. The variations of trigger rates (increases or decreases) are found to be strongly dependent on the primary zenith angle. The flux of secondary particles increases significantly, following a similar trend with that of the shower events. To better understand the observed behavior, Monte Carlo simulations are performed with CORSIKA and G4KM2A (a code based on GEANT4). We find that the experimental data (in saturated negative fields) are in good agreement with simulations, assuming the presence of a uniform upward electric field of 700 V/cm with a thickness of 1500 m in the atmosphere above the observation level. Due to the acceleration/deceleration and deflection by the atmospheric electric field, the number of secondary particles with energy above the detector threshold is modified, resulting in the changes in shower detection rate.
revised version submitted to ApJ
Based on a large group/cluster catalog recently constructed from the DESI Legacy Imaging Surveys DR9 using an extended halo-based group finder, we measure and model the group-galaxy weak lensing signals for groups/clusters in a few redshift bins within redshift range $0.1 \leqslant z<0.6$. Here, the background shear signals are obtained based on the DECaLS survey shape catalog derived with the \textsc{Fourier\_Quad} method. We divide the lens samples into 5 equispaced redshift bins and 7 mass bins, which allow us to probe the redshift and mass dependence of the lensing signals and hence the resulting halo properties. In addition to these sample selections, we have also checked the signals around different group centers, e.g., brightest central galaxy (BCG), luminosity weighted center and number weighted center. We use a lensing model that includes off-centering to describe the lensing signals we measure for all mass and redshift bins. The results demonstrate that our model predictions for the halo masses, bias and concentrations are stable and self-consistent among different samples for different group centers. Taking advantage of the very large and complete sample of groups/clusters, as well as the reliable estimation of their halo masses, we provide measurements of the cumulative halo mass functions up to redshift $z=0.6$, with a mass precision at $0.03\sim0.09$ dex.
17 pages, 11 figures. Accepted for publication in AJ
Secular dynamics inside MMRs plays an essential role in governing the dynamical structure of the trans-Neptunian region and sculpting the orbital distribution of trans-Neptunian objects (TNOs). In this study, semi-analytical developments are made to explore the von Zeipel-Lidov-Kozai (ZLK) resonance inside mean motion resonances (MMRs). To this end, a semi-secular model is formulated by averaging theory and then a single-degree-of-freedom integrable model is achieved based on the adiabatic invariance approximation. In particular, we introduce a modified adiabatic invariant, which is continuous around the separatrices of MMRs. During the long-term evolution, both the resonant Hamiltonian and the adiabatic invariant remain unchanged, thus phase portraits can be produced by plotting level curves of the adiabatic invariant with given Hamiltonian. The phase portraits provide global pictures to predict long-term behaviors of the eccentricity, inclination and argument of pericenter. Applications to some representative TNOs inside MMRs (2018 VO137, 2005 SD278, 2015 PD312, Pluto, 2004 HA79, 1996 TR66 and 2014 SR373) show good agreements between the numerically propagated trajectories under the full N-body model and the level curves arising in phase portraits. Interestingly, 2018 VO137 and 2005 SD278 exhibit switching behaviors during the long-term evolution and currently they are inside 2:5 MMR with Neptune.
12 pages LaTeX. To appear in the Proceedings of the 25th Bled Workshop "What Comes Beyond the Standard Model". July 3-10, 2022. arXiv admin note: substantial text overlap with arXiv:2202.04432
8 pages, 5 figures, accepted for publication in ApJL
17 pages, 9 figures, main results in Figure 4 and Table B1
36 pages, 24 figures, 10 tables, published in ApJS as part of BASS DR2 special issue
21 pages, 6 figures, 5 tables, published in ApJS as part of BASS DR2 special issue
Submitted to MNRAS. 41 pages, 21 figures, 3 tables. Figures 18 and 19 contain the main results. Comments welcome. Chains and cluster masses are at this https URL
18 pages, 5 figures, 3 tables, submitted to ApJ
20 pages, 10 figures, 2 tables. Accepted for publication in The Astrophysical Journal (ApJ)
34 pages, 11 figures, 15 tables, published in ApJS as part of BASS DR2 special issue
32 pages, 16 figures, 8 tables, published in ApJS as part of BASS DR2 special issue
10 pages, 10 figures. MNRAS accepted
Submitted to Nature
13 pages, 7 figures, 2 tables
9 pages, 1 Figure
9 pages, 5 figures, to be submitted to Physical Review D
20 pages, 14 figures, SPIE proceedings
Accepted for publication in A&A (10 pages, 6 figures)
18 pages, 6 figures, 3 tables, Submitted to ApJ
21 pages, 9 figures, 3 tables. Submitted to ApJ. Posted after referee report; comments very welcome
29 pages, 47 figures and 4 tables. Accepted for publication in A&A
26 pages, 11 figures, accepted for publication in A&A
17 pages, 15 figures, accepted for publication in Astronomy and Astrophysics
9 pages, 6 figures
Submitted to A&A : 07/21/2022
SPIE Conference : "Space Telescopes and Instrumentation 2022: Optical, Infrared, and Millimeter Wave", 17-22 July 2022, Montr\'eal
24 pages, 14 figures. Submitted to AAS journals
14 pages, 12 figures, submitted to the Proceedings of the SPIE, Astronomical Telescopes and Instrumentation 2022, Paper Number: 12190-92. Python codes are available at this https URL We welcome comments from readers
6 pages, 4 figures, Accepted for the publication in MNRAS letter
ApJ accepted for publication. 35 pages, 9 figures and 3 tables
45 pages, 19 figures, 2 tables
29 pages, 10 figures and 2 tables
13 pages, 7 figures
33 pages, 19 figures, 1 table, Submitted to ApJ. Comments welcome
Review
27 pages, 9 figures. Accepted for publication in MNRAS
20 pages, accepted to AJ, HLSPs available soon
Accepted for publication in the Journal of Astrophysics and Astronomy, 11 pages, 5 figures, 7 tables
6 pages, 4 figures, accepted by MNRAS
24 pages, 19 figures, accepted for publication in Astronomy & Astrophysics
24 pages, 23 figures, to be published in MNRAS
22 pages, 9 figures
29 pages, 24 figures, accepted for publication in A&A
9 pages, MNRAS submitted
Accepted for publication in ApJ. 42 pages, including 17 figures and 7 Tables. The paper also includes a useful review of previous studies of environments of starburst and post-starburst galaxies
arXiv admin note: substantial text overlap with arXiv:1910.00374
12 pages, 9 figures, resubmitted to MNRAS after minor revision
18 pages, 15 figures. Accepted for publication in MNRAS
14 pages text, 3 Tables, 5 Figures
Accepted for publication in MNRAS. 37 pages, 18 figures
19 pages, 9 figures, accepted for publication in ApJ
19 pages, 10 figures
Accepted for publication in A&A, 23 pages, 17 figures, 5 tables
15 pages; Paper I, submitted as a two-part series of Perspectives to Nature Astronomy. Kindly cite and/or acknowledge Paper I and II if you use them to plan and write your paper. Comments are very welcome!
18 pages, 17 figures
20 pages, 10 figures, accepted for publication in ApSS. arXiv admin note: substantial text overlap with arXiv:2111.06434
Accepted in RevMexAA. In this version, the Abstract in the pdf file is expanded above the publication limit
12 pages, 11 figures, submitted to A&A. Comments welcome
6 figures, 30 pages; accepted for publication in Advances in Space Research
21 pages, 15 figures, 3 tables, submitted to MNRAS. Comments welcome
18 pages, 10 figures
13 pages, 6 figures; Submitted to ApJ Letters
15 pages, 14 figures, SPIE Astronomical Telescopes and Instrumentation, Conference 12191: X-ray, Optical, and Infrared Detectors for Astronomy X, Paper Number: 12191-39 (Montreal, July 2022)
Accepted for publication in PASP
15 pages, submitted to AAS journals
Accepted for publication in ApJ; 14 pages, 8 figures, 3 tables
24 pages, 4 figures
24 pages, 10 figures, 3 tables; accepted to Earth and Planetary Science Letters
19 pages, 14 figures, accepted for publication in ApJ
28 pages, 7 figures. arXiv admin note: text overlap with arXiv:2110.11957
33 pages, 12 figures, contributed white paper to Snowmass 2021
7 pages, 6 fitures
13 pages, 8 figures
103 pages, 9 figures
10 pages, 6 figures. To appear in Chinese Physics C
16 pages, 2 figures
prepared for the proceedings of Quark Matter 2022. 6 pages, 1 figure