2022PASP..134b4201C


Query : 2022PASP..134b4201C

2022PASP..134b4201C - Publ. Astron. Soc. Pac., 134, part no 2, 4201-24201 (2022/February-1032)

Citizen ASAS-SN data release. I. Variable star classification using citizen science.

CHRISTY C.T., JAYASINGHE T., STANEK K.Z., KOCHANEK C.S., WAY Z., PRIETO J.L., SHAPPEE B.J., HOLOIEN T.W.-S., THOMPSON T.A. and SCHNEIDER A.

Abstract (from CDS):

We present the first results from Citizen ASAS-SN, a citizen science project for the All-Sky Automated Survey for Supernovae (ASAS-SN) hosted on the Zooniverse platform. Citizen ASAS-SN utilizes the newer, deeper, higher cadence ASAS-SN g-band data and tasks volunteers to classify periodic variable star candidates based on their phased light curves. We started from 40,640 new variable candidates from an input list of ∼7.4 million stars with δ < -60° and the volunteers identified 10,420 new discoveries which they classified as 4234 pulsating variables, 3132 rotational variables, 2923 eclipsing binaries, and 131 variables flagged as Unknown. They classified known variable stars with an accuracy of 89% for pulsating variables, 81% for eclipsing binaries, and 49% for rotational variables. We examine user performance, agreement between users, and compare the citizen science classifications with our machine learning classifier updated for the g-band light curves. In general, user activity correlates with higher classification accuracy and higher user agreement. We used the user's "Junk" classifications to develop an effective machine learning classifier to separate real from false variables, and there is a clear path for using this "Junk" training set to significantly improve our primary machine learning classifier. We also illustrate the value of Citizen ASAS-SN for identifying unusual variables with several examples.

Abstract Copyright: © 2022. The Astronomical Society of the Pacific. All rights reserved.

Journal keyword(s):

Simbad objects: 8

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Number of rows : 8
N Identifier Otype ICRS (J2000)
RA
ICRS (J2000)
DEC
Mag U Mag B Mag V Mag R Mag I Sp type #ref
1850 - 2026
#notes
1 ASASSN-V J005436.05-702535.5 EB* 00 54 36.0108235464 -70 25 35.574848148 16.35 15.682 14.799 14.707 13.89 ~ 4 0
2 OGLE LMC-ECL-22442 EB* 05 41 12.5621690688 -69 26 08.668098276   13.63 13.640 13.83 13.673 ~ 5 0
3 CPD-82 291 TT* 08 53 05.3105538408 -82 43 59.791519848   12.52 11.50     K4 16 0
4 ASASSN-V J090020.74-644127.9 SB* 09 00 20.7573463619 -64 41 28.051185202   13.149 12.630 12.496   ~ 2 0
5 WRAY 15-904 cC* 11 54 19.1836602144 -61 31 18.005504916   12.66 11.95     ~ 7 0
6 ASASSN-V J173255.51-621040.7 EB* 17 32 55.5076523199 -62 10 40.664855462   14.746 13.650 13.420   ~ 2 0
7 ASAS J193359-6806.6 Pe* 19 33 59.7045866880 -68 06 35.043127200   13.33 12.39 12.26 11.28 ~ 5 0
8 NAME SCP reg ~ ~           ~ 113 0

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