Catalog of quasars from the Kilo-Degree Survey Data Release 3

Seria: 
Seminarium doktoranckie
Prelegent i afiliacja: 
Szymon Nakoneczny
Data: 
pon., 2019-03-18 08:45
Miejsce: 
Sala 404 w NCBJ, Pasteura 7
Streszczenie: 

Broad spectroscopic lines, large redshift range and variety of properties make quasar detection in photometric surveys a particularly difficult task. I will present a quasar detection method based on photometric ugri data in Kilo-Degree Survey (KIDS) – an imaging deep and wide field survey covering 447 sq. deg. on the sky. The KiDS third data release contains 49 millions of sources among which, however, a vast majority does not have any spectroscopically confirmed identification. We successfully trained a Random Forest classifier based on the KIDS data and a set of known quasars identified by the SDSS spectroscopic survey. The presented catalog consists of 190,000 quasar candidates, and its training purity equals 91%. Additional validation of the catalog was made by the means of comparison with GAIA second data release, other already existing quasar catalogs and WISE photometric data.