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基于有效谱指数的不确定类型Blazar候选体的类型识别

The Recognition of Blazar Candidate of Uncertain Type Based on Effective Spectral Index

  • 摘要: Fermi/LAT (Large Area Telescope)源表中有4000个左右耀变体(blazar), 其中超过40%的是不确定类型blazar候选体(Blazar Candidate of Uncertain type, BCU). 确定BCU的类型对更好地研究blazar的性质有重要帮助. 以Fermi blazar为样本, 计算了其射电(R)、光学(O)、X-ray (X)和\gamma-ray (\gamma)两两波段之间的有效谱指数\alpha_\rmRO、\alpha_\rmRX、\alpha_\rmR\gamma、\alpha_\rmOX、\alpha_\rmO\gamma和\alpha_\rmX\gamma. 得到了3387个具有2个及以上有效谱指数的blazar样本, 其中有828个平谱射电类星体(Flat Spectral Radio Quasar, FSRQ), 1382个蝎虎天体(BL Lacertae object, BL Lac)和1177个BCU. 以有效谱指数为特征参数, 用GK (Gustafson-Kessel)模糊聚类算法对1177个BCU进行了无监督分类. 结果显示: 1177个BCU中有904个FSRQ和273个BL Lac. 与文献对BCU分类结果不同的BCU中, 大部分被分为FSRQ, 而文献将其分为BL Lac. 从多波段有效谱指数看, 低同步峰值频率的BL Lac与FSRQ在多波段有类似的辐射性质.

     

    Abstract: The Fermi/LAT (Large Area Telescope) source catalog contains approximately 4000 blazars, of which over 40% are classified as Blazar Candidates of Uncertain type (BCUs). Determining the precise classification of these BCUs is crucial for advancing our understanding of blazar properties. In this study, we analyzed a sample of Fermi blazars by calculating their effective spectral indices between radio (R), optical (O), X-ray (X), and \gamma-ray (\gamma) bands, including \alpha_\rmRO, \alpha_\rmRX, \alpha_\rmR\gamma, \alpha_\rmOX, \alpha_\rmO\gamma, and \alpha_\rmX\gamma. From this analysis, we obtained a sample of 3387 blazars with at least two valid spectral indices, consisting of 828 flat-spectrum radio quasars (FSRQs), 1382 BL Lacertae objects (BL Lacs), and 1177 BCUs. Using the effective spectral indices as feature parameters, we performed unsupervised classification on the 1177 BCUs via the Gustafson-Kessel (GK) fuzzy clustering algorithm. The results show that: among the 1177 BCUs, 904 were classified as FSRQs and 273 as BL Lacs. For sources with inconsistent classifications between our study and previous literature, most were identified as FSRQs in our work but as BL Lacs in previous studies. From the perspective of multi-wavelength spectral indices, low-synchrotron-peaked BL Lacs (LBLs) exhibit similar radiation properties to FSRQs across multiple bands.

     

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