1. The Classification of Blazar Candidates of Uncertain Types.
- Author
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Fan, Jun-Hui, Chen, Ke-Yin, Xiao, Hu-Bing, Yang, Wen-Xin, Liang, Jing-Chao, Chen, Guo-Hai, Yang, Jiang-He, Yuan, Yu-Hai, and Wu, De-Xiang
- Subjects
BL Lacertae objects ,SUPPORT vector machines ,PHOTON flux ,ACTIVE galactic nuclei ,CLASSIFICATION - Abstract
In this work, the support vector machine (SVM) method is adopted to separate BL Lacertae objects (BL Lacs) and flat spectrum radio quasars (FSRQs) in the plots of the photon spectrum index against the photon flux, α ph ∼ log F , those of the photon spectrum index against the variability index, α ph ∼ log V I and those of the variability index against the photon flux, log V I ∼ log F . Then, we used the dividing lines to distinguish BL Lacs from FSRQs in the blazar candidates of uncertain types from the Fermi/LAT catalogue. Our main conclusions are: 1. We separate BL Lacs and FSRQs by α ph = − 0.123 log F + 1.170 in the α ph ∼ log F plot, α ph = − 0.161 log V I + 2.594 in the α ph ∼ log V I plot and log V I = 0.792 log F + 9.203 in the log V I ∼ log F plot. 2. We obtain 932 BL Lac candidates and possible BL Lac candidates, and 585 FSRQ candidates and possible FSRQ candidates. 3. Discussion is given regarding comparisons with the literature. [ABSTRACT FROM AUTHOR]
- Published
- 2022
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