Supernova host galaxy association and photometric classification of over 10,000 light curves from the Zwicky Transient Facility

Autor:	Garretson, Braden, Milisavljevic, Dan, Reynolds, Jack, Weil, Kathryn E., Subrayan, Bhagya, Banovetz, John, Lee, Rachel
Rok vydání:	2021
Předmět:	Astrophysics - High Energy Astrophysical Phenomena
Zdroj:	Res. Notes AAS 5 283 (2021)
Druh dokumentu:	Working Paper
DOI:	10.3847/2515-5172/ac416e
Popis:	Here we present a catalog of 12,993 photometrically-classified supernova-like light curves from the Zwicky Transient Facility, along with candidate host galaxy associations. By training a random forest classifier on spectroscopically classified supernovae from the Bright Transient Survey, we achieve an accuracy of 80% across four supernova classes resulting in a final data set of 8208 Type Ia, 2080 Type II, 1985 Type Ib/c, and 720 SLSN. Our work represents a pathfinder effort to supply massive data sets of supernova light curves with value-added information that can be used to enable population-scale modeling of explosion parameters and investigate host galaxy environments. Comment: 3 pages, 1 table, published in The Research Notes of the AAS, data available at https://doi.org/10.5281/zenodo.5735569; table typos corrected
Databáze:	arXiv
Externí odkaz:	http://arxiv.org/abs/2112.10766 Zobrazit plný text záznamu View this record from Arxiv