ApJ, in press
Although it is generally assumed that there are two dominant classes of gamma-ray bursts (GRB) with different typical durations, it has been difficult to unambiguously classify GRBs as short or long from summary properties such as duration, spectral hardness, and spectral lag. Recent work used t-distributed stochastic neighborhood embedding (t-SNE), a machine learning algorithm for dimensionality reduction, to classify all Swift gamma-ray bursts as short or long. Here, the method is expanded, using two algorithms, t-SNE and UMAP, to produce embeddings that are used to provide a classification for the 1911 BATSE bursts, 1321 Swift bursts, and 2294 Fermi bursts for which both spectra and metadata are available. Although the embeddings appear to produce a clear separation of each catalog into short and long bursts, a resampling-based approach is used to show that a small fraction of bursts cannot be robustly classified. Further, 3 of the 304 bursts observed by both Swift and Fermi have robust but conflicting classifications. A likely interpretation is that in addition to the two predominant classes of GRBs, there are additional, uncommon types of bursts which may require multi-wavelength observations in order to separate from more typical short and long GRBs.
18 pages, 15 figures, accepted by A&A
The dissipation process of GRB prompt emission is still unknown. Study of temporal variability may provide a unique way to discriminate the imprint of the inner engine activity from geometry and propagation related effects. We define the minimum variability timescale (MVT) as the shortest duration of individual pulses that shape a light curve for a sample of GRBs and test correlations with peak luminosity, Lorentz factor, and jet opening angle. We compare these correlations with predictions from recent numerical simulations for a relativistic structured -- possibly wobbling -- jet and assess the value of MTV as probe of prompt-emission physics. We used the peak detection algorithm mepsa to identify the shortest pulse within a GRB time history and estimate its full width half maximum (FWHM). We applied this framework to two sets of GRBs: Swift (from 2005 to July 2022) and Insight-HXMT (from June 2017 to July 2021, including 221009A). We then selected 401 GRBs with measured z to test for correlations. On average short GRBs have significantly shorter MVT than long GRBs. The MVT distribution of short GRBs with extended emission such as 060614 and 211211A is compatible only with that of short GRBs. This provides a new clue on the progenitor's nature. The MVT for long GRBs anticorrelates with peak luminosity. We confirm the anticorrelation with the Lorentz factor and find a correlation with the jet opening angle as estimated from the afterglow, along with an inverse correlation with the number of pulses. The MVT can identify the emerging putative new class of long GRBs that are suggested to be produced by compact binary mergers. For otherwise typical long GRBs, the different correlations between MVT and peak luminosity, Lorentz factor, jet opening angle, and number of pulses can be explained within the context of structured, possibly wobbling, weakly magnetised relativistic jets. (summarised)
21 pages, 3 figures
36 pages, 16 figures
8 pages, 8 figures; accepted for publication in MNRAS
Submitted to MNRAS ID: MN-22-5075-MJ
13 pages, 5 figures, accepted for publication in ApJ
21 pages, 7 figures, 1 table. Data release: this https URL code release: this https URL
submitted to AAS journals and revised according to referee comments, part of a PHANGS-JWST Focus Issue to appear in ApJ
Heliophysics 2050 White Paper
21 pages, 14 figures, accepted for publication as part of PHANGS-JWST ApJL Focus Issue
10 pages, 4 figures
22 pages, 12 figures, submitted to ApJ
Accepted for publication in Astrophysical Journal
35 pages, 24 figures. Accepted for publication at ApJ. FEASTS site: this http URL
6 pages, 3 figures, VSOLJ Variable Star Bulletin No. 104
Accepted for publication in PASA. 11 pages, 4 figures
14 pages, 10 figures, 5 tables, submitted to MNRAS
17 pages, 8 figures, 3 tables, submitted to AAS Journals
Accepted for publication in A&A
9 pages, 3 figures, The numerical files for the reproduction of the figures can be found at this https URL
Accepted by ApJ; 18 pages
Accepted for publication in A&A; 11 pages, 11 figuress
accepted to ApJL
12 pages, 7 figures
83 pages, 29 figures, to be published in Space Science Reviews
13 pages, 6 figures, submitted
Author's preprint. Accepted for publication in Plasma Physics and Controlled Fusion after minor revisions
24 pages
17 pages, 15 figures
Accepted for publication in ApJL
Accepted to AJ
19 pages, 7 figures
16 pages, 11 figures, accepted for publication in ApJ
22 pages, 10 figures, 4 Tables. Welcome for comments
21 pages, 13 figures, 26 plots
29 pages, 6 figures, 5 tables. Might have minor differences with published version
52 pages, submitted to Reviews of Modern Plasma Physics