Clustering of gamma-ray burst types in the Fermi-GBM catalogue: indications of photosphere and synchrotron emissions during the prompt phase
arXiv:1712.01568 · doi:10.1093/mnras/stx3106
Abstract
Many different physical processes have been suggested to explain the prompt gamma-ray emission in gamma-ray bursts (GRBs). Although there are examples of both bursts with photospheric and synchrotron emission origins, these distinct spectral appearances have not been generalized to large samples of GRBs. Here, we search for signatures of the different emission mechanisms in the full Fermi Gamma-ray Space Telescope GBM catalogue. We use Gaussian Mixture Models to cluster bursts according to their parameters from the Band function (, , and ) as well as their fluence and . We find five distinct clusters. We further argue that these clusters can be divided into bursts of photospheric origin (2/3 of all bursts, divided into 3 clusters) and bursts of synchrotron origin (1/3 of all bursts, divided into 2 clusters). For instance, the cluster that contains predominantly short bursts is consistent of photospheric emission origin. We discuss several reasons that can determine which cluster a burst belongs to: jet dissipation pattern and/or the jet content, or viewing angle.
Accepted for publication in MNRAS
References in corpus (20)
- Detection of a Thermal Spectral Component in the Prompt Emission of GRB 100724B
- The Observable Signatures of GRB Cocoons
- GRB110721A: An extreme peak energy and signatures of the photosphere
- Quasi-blackbody component and radiative efficiency of the prompt emission of gamma-ray bursts
- A new method of determining the initial size and Lorentz factor of gamma-ray burst fireballs using a thermal emission component
- Prompt emission spectra from the photosphere of a GRB
- Photosphere emission from a hybrid relativistic outflow with arbitrary dimensionless entropy and magnetization in GRBs
- Peak energy of the prompt emission of long Gamma Ray Bursts vs their fluence and peak flux
- Towards a Better Understanding of the GRB Phenomenon: a New Model for GRB Prompt Emission and its effects on the New Non-Thermal L-E relation
- Uncovering the Intrinsic Variability of Gamma-ray Bursts
- Time-Resolved Spectroscopy of the 3 Brightest and Hardest Short Gamma-Ray Bursts Observed with the FGST Gamma-Ray Burst Monitor
- The width of gamma-ray burst spectra
- Poynting flux dominated jets challenged by their photospheric emission
- Gaussian-Mixture-Model-based Cluster Analysis Finds Five Kinds of Gamma Ray Bursts in the BATSE Catalog
- The 999th Swift gamma-ray burst: Some like it thermal
- A Unified Model for GRB Prompt Emission from Optical to -Rays: Exploring GRBs as Standard Candles
- Revisiting the Redshift Distribution of Gamma Ray Bursts in the Swift Era
- Correlation between peak energy and Fourier power density spectrum slope in gamma-ray bursts
- Are GRB Blackbodies an Artifact of Spectral Evolution?
- Properties of the intermediate type of gamma-ray bursts
Cited by in corpus (29)
- MultiPulse {\it Fermi} Gamma-Ray Bursts. I. Evidence of the Transition from Fireball to Poynting-flux-dominated Outflow
- A comprehensive statistical study on gamma-ray bursts
- The time-resolved spectra of photospheric emission from a structured jet for gamma-ray bursts
- Analysis of the duration--hardness ratio plane of gamma-ray bursts using skewed distributions
- Bayesian Time-Resolved Spectroscopy of Multi-Pulsed GRBs: Variations of Emission Properties amongst Pulses
- Evaluating the optical classification of Fermi BCUs using machine learning
- Gaussian-mixture-model-based cluster analysis of gamma-ray bursts in the BATSE catalog
- "Double-tracking" Characteristic of the Spectral Evolution of GRB 131231A: Synchrotron Origin?
- Data mining techniques on astronomical spectra data. I : Clustering Analysis
- Non-dissipative photospheres in GRBs: Spectral appearance in the Fermi/GBM catalogue
- Classification of Photospheric Emission in Short GRBs
- Distinction of groups of gamma-ray bursts in the BATSE catalog through fuzzy clustering
- Evaluating the classification of Fermi BCUs from the 4FGL Catalog Using Machine Learning
- The slope of the low energy spectrum of Gamma-Ray Burst prompt emission
- Multivariate analysis of BATSE gamma-ray burst properties using skewed distributions
- The Photosphere Emission Spectrum of Hybrid Relativistic Outflow for Gamma-ray Bursts
- Graph-based clustering of gamma-ray bursts
- Origin for the Prompt Spectral Evolution Characteristics and High Energy Emission during the X-Ray Flare in GRB 180720B
- Subphotospheric emission from short gamma-ray bursts: Protons mold the multi-messenger signals
- Onset of particle acceleration during the prompt phase in gamma-ray bursts as revealed by synchrotron emission in GRB160821A
- Study of prompt emission of short gamma ray bursts using multi-color blackbody: a clue to the viewing angle
- Evidence of Photosphere Emission Origin for Gamma-Ray Burst Prompt Emission
- Exploring Gamma-Ray Burst Diversity: Clustering analysis of emission characteristics of Fermi and BATSE detected GRBs
- Can the Cosmological Dilation Explain the Skewness in the Gamma-Ray Burst Duration Distribution?
- A Spectral Analysis of Fermi-LLE GRBs
- GRB 241105A: A test case for GRB classification and rapid r-process nucleosynthesis channels
- Gamma-ray burst taxonomy: looking for the third class on the spectral peak energy-duration plane in the rest frame
- Modeling of the Gamma Ray Burst photospheric emission: Monte Carlo simulation of the GRB prompt emission, numerical results and discussion
- Gamma-ray bursts: A brief survey of the diversity