A Systematic Study Of Superluminous Supernova Lightcurve Models Using Clustering
arXiv:1902.09484 · doi:10.3847/1538-4357/ab0ae6
Abstract
Superluminous supernova (SLSN) lightcurves exhibit a superior diversity compared to their regular luminosity counterparts in terms of rise and decline timescales, peak luminosities and overall shapes. It remains unclear whether this striking variety arises due to a dominant power input mechanism involving many underlying parameters, or due to contributions by different progenitor channels. In this work, we propose that a systematic quantitative study of SLSN lightcurve timescales and shape properties, such as symmetry around peak luminosity, can be used to characterize these enthralling stellar explosions. We find that applying clustering analysis on the properties of model SLSN lightcurves, powered by either a magnetar spin-down or a supernova ejecta-circumstellar interaction mechanism, can yield a distinction between the two, especially in terms of lightcurve symmetry. We show that most events in the observed SLSN sample with well-constrained lightcurves and early detections strongly associate with clusters dominated by circumstellar interaction models. Magnetar spin-down models also show association at a lower degree but have difficulty in reproducing fast-evolving and fully symmetric lightcurves. We believe this is due to the truncated nature of the circumstellar interaction shock energy input as compared to decreasing but continuous power input sources like magnetar spin-down and radioactive Ni-56 decay. Our study demonstrates the importance of clustering analysis in characterizing SLSNe based on high-cadence photometric observations that will be made available in the near future by surveys like LSST, ZTF and Pan-STARRS.
22 pages, 9 figures
References in corpus (93)
- Scikit-learn: Machine Learning in Python
- The Zwicky Transient Facility: System Overview, Performance, and First Results
- Progenitors of core-collapse supernovae
- Mass Loss: Its Effect on the Evolution and Fate of High-Mass Stars
- Supernova Light Curves Powered by Young Magnetars
- Pulsational Pair-Instability Supernovae
- Pulsational pair instability as an explanation for the most luminous supernovae
- Luminous Supernovae
- The R136 star cluster hosts several stars whose individual masses greatly exceed the accepted 150 Msun stellar mass limit
- SN 2006gy: Discovery of the most luminous supernova ever recorded, powered by the death of an extremely massive star like Eta Carinae
- Hydrogen-poor superluminous stellar explosions
- Bright Supernovae from Magnetar Birth
- Supernova 2007bi as a pair-instability explosion
- Shock Breakout in Dense Mass Loss: Luminous Supernovae
- Super Luminous Ic Supernovae: catching a magnetar by the tail
- On the role of continuum-driven eruptions in the evolution of very massive stars and Population III stars
- An Open Catalog for Supernova Data
- Wave-Driven Mass Loss in the Last Year of Stellar Evolution: Setting the Stage for the Most Luminous Core-Collapse Supernovae
- Generalized Semi-Analytical Models of Supernova Light Curves
- The magnetar model for Type I superluminous supernovae I: Bayesian analysis of the full multicolour light curve sample with MOSFiT
- The Diversity of Transients from Magnetar Birth
- Supernova Light Curves Powered by Fallback Accretion
- SN 2005ap: A Most Brilliant Explosion
- Luminous Blue Variable eruptions and related transients: Diversity of progenitors and outburst properties
- Analytical Light Curve Models of Super-Luminous Supernovae: chi^2-Minimizations of Parameter Fits
- Hydrogen-Poor Superluminous Supernovae and Long-Duration Gamma-Ray Bursts Have Similar Host Galaxies
- SN 2006tf: Precursor Eruptions and the Optically Thick Regime of Extremely Luminous Type IIn Supernovae
- The Broad-lined Type Ic SN 2003jd
- MOSFiT: Modular Open-Source Fitter for Transients
- Pre-Supernova Outbursts via Wave Heating in Massive Stars I: Red Supergiants
- Super-luminous supernovae: 56Ni power versus magnetar radiation
- Shell-shocked diffusion model for the light curve of SN2006gy
- Setting the Stage for Circumstellar Interaction in Core-Collapse Supernovae II: Wave-Driven Mass Loss in Supernova Progenitors
- The Data Release of the Sloan Digital Sky Survey-II Supernova Survey
- Pan-STARRS1 Discovery of Two Ultra-Luminous Supernovae at z ~ 0.9
- On the diversity of super-luminous supernovae: ejected mass as the dominant factor
- Spectral Evolution of the Extraordinary Type IIn Supernova 2006gy
- Effects of Rotation on the Minimum Mass of Primordial Progenitors of Pair Instability Supernovae
- Measuring the Progenitor Masses and Dense Circumstellar Material of Type II Supernovae
- Super-luminous supernovae at redshifts of 2.05 and 3.90
- Light Curve Modeling of Superluminous Supernova 2006gy: Collision between Supernova Ejecta and Dense Circumstellar Medium
- The Extreme Hosts of Extreme Supernovae
- Pair creation supernovae at low and high redshift
- Super-luminous supernovae from PESSTO
- Superluminous supernovae
- Relativistic MHD Winds from Rotating Neutron Stars
- Light curves of hydrogen-poor Superluminous Supernovae from the Palomar Transient Factory
- Detection of Broad H Emission Lines in the Late-time Spectra of a Hydrogen-poor Superluminous Supernova
- Radiative Properties of Pair-instability Supernova Explosions
- Numerical simulations of super-luminous supernovae of type IIn
- Discovery of an Unusual Optical Transient with the Hubble Space Telescope
- A Hidden Population of Massive Stars with Circumstellar Shells Discovered with the Spitzer Space Telescope
- Magnetar Driven Shock Breakout and Double Peaked Supernova Light Curves
- Hydrogen-Poor Superluminous Supernovae from the Pan-STARRS1 Medium Deep Survey
- LSQ14bdq: A Type Ic super-luminous supernova with a double-peaked light curve
- Hydrogen-poor Superluminous Supernovae With Late-time H-alpha Emission: Three Events From the Intermediate Palomar Transient Factory
- The hydrogen-poor superluminous supernova iPTF13ajg and its host galaxy in absorption and emission
- Two superluminous supernovae from the early universe discovered by the Supernova Legacy Survey
- Hydrogen-Poor Circumstellar Shells from Pulsational Pair-Instability Supernovae with Rapidly Rotating Progenitors
- Supernova Interaction with a Circumstellar Medium
- DES14X3taz: A Type I Superluminous Supernova Showing a Luminous, Rapidly Cooling Initial Pre-Peak Bump
- The Discovery and Nature of Optical Transient CSS100217:102913+404220
- PS1-10bzj: A Fast, Hydrogen-Poor Superluminous Supernova in a Metal Poor Host Galaxy
- Type I Superluminous Supernovae as Explosions inside Non-Hydrogen Circumstellar Envelopes
- The supernova CSS121015:004244+132827: a clue for understanding super-luminous supernovae
- PS1-14bj: A Hydrogen-Poor Superluminous Supernova With a Long Rise and Slow Decay
- Selecting superluminous supernovae in faint galaxies from the first year of the Pan-STARRS1 Medium Deep Survey
- Models of interacting supernovae and their spectral diversity
- Observational properties of low redshift pair instability supernovae
- Light-echoes from the plateau in Eta Carinae's Great Eruption reveal a two-stage shock-powered event
- Nebular-phase spectra of superluminous supernovae: physical insights from observational and statistical properties
- Bona-fide, strong-variable galactic Luminous Blue Variable stars are fast rotators: detection of a high rotational velocity in HR Carinae
- Magnetar-Powered Supernovae in Two Dimensions. I. Superluminous Supernovae
- Diversity of Luminous Supernovae from Non-Steady Mass Loss
- Polarimetry of the superluminous supernova LSQ14mo: no evidence for significant deviations from spherical symmetry
- Automated Clustering Algorithms for Classification of Astronomical Objects
- Systematic investigation of the fallback accretion powered model for hydrogen-poor superluminous supernovae
- Pair-Instability Supernova Simulations: Progenitor Evolution, Explosion, and Light Curves
- One thousand days of SN 2015bn: HST imaging shows a light curve flattening consistent with magnetar predictions
- A statistical approach to identify superluminous supernovae and probe their diversity
- Emission from Pair-Instability Supernovae with Rotation
- A magnetar model for the hydrogen-rich super-luminous supernova iPTF14hls
- Extreme Supernova Models for the Superluminous Transient ASASSN-15lh
- Circumstellar Interaction Models for the Bolometric Light Curve of SN 2017egm
- Measurement of the core-collapse progenitor mass distribution of the Small Magellanic Cloud
- Synthetic Light Curves of Shocked Dense Circumstellar Shells
- Optical Transients Powered by Magnetars: Dynamics, Light Curves, and Transition to the Nebular Phase
- Magnetar-Powered Supernovae in Two Dimensions. II. Broad-Line Supernovae Ic
- Interaction of a Supernova with a Circumstellar Disk
- New Wolf-Rayet star and its circumstellar nebula in Aquila
- Super-luminous Type II supernovae powered by magnetars
- Models of bright nickel-free supernovae from stripped massive stars with circumstellar shells
- A fast version of the k-means classification algorithm for astronomical applications
Cited by in corpus (6)
- Photometric, polarimetric, and spectroscopic studies of the luminous, slow-decaying Type Ib SN 2012au
- Four (Super)luminous Supernovae from the First Months of the ZTF Survey
- Is the high-energy neutrino event IceCube-200530A associated with a hydrogen-rich superluminous supernova?
- SN 2020ank: a bright and fast-evolving H-deficient superluminous supernova
- Kinematics of Supernova Remnants Using Multiepoch Maximum Likelihood Estimation: Chandra Observation of Cassiopeia A as an Example
- Feeding post core collapse supernova explosion jets with an inflated main sequence companion