论文标题
基于光学和偏光时间序列数据的大规模分类的特征选择
Feature Selection for Classification of Blazars Based on Optical Photometric and Polarimetric Time-Series Data
论文作者
论文摘要
Blazars可以分为两种亚型,即平坦的无线电类星体(FSRQ)和BL LAC对象,它们通过其光学发射线的强度在现象学上被区分,而其物理性质和关系仍未完全了解。在本文中,我们专注于它们可变性的差异。我们使用Ornstein-uhlenbeck(OU)过程表征了Blazar的变异性,并研究了两个亚型的歧视性。我们使用了2008 - 2014年使用1.5 m Kanata望远镜获得的光学光度和偏光数据。我们发现,从光曲线获得的变异性的变化幅度,特征时间尺度和非平稳性,即从光曲线和极化程度(PD)中位数,对于区分FSRQ和BL LAC对象至关重要。 FSRQ的特征是稀有和较大的耀斑,而Bl lac对象的可变性可以用固定的OU工艺复制,并具有相对较小的振幅。变异性的特征不是由亚型之间的射流结构的差异,而是由同步加速器发射的峰值频率所控制。这意味着喷气机中变异的性质在FSRQ和BL LAC对象中很常见。我们发现BL LAC对象倾向于具有较高的PD中位数,这表明它们具有稳定的极化成分。 FSRQ没有这样的组件,可能是由于sub-PC量表喷射的康普顿冷却效果很强。
Blazars can be divided into two subtypes, flat spectrum radio quasars (FSRQs) and BL Lac objects, which have been distinguished phenomenologically by the strength of their optical emission lines, while their physical nature and relationship are still not fully understood. In this paper, we focus on the differences in their variability. We characterize the blazar variability using the Ornstein-Uhlenbeck (OU) process, and investigate the features that are discriminative for the two subtypes. We used optical photometric and polarimetric data obtained with the 1.5-m Kanata telescope for 2008-2014. We found that four features, namely the variation amplitude, characteristic timescale, and non-stationarity of the variability obtained from the light curves and the median of the degree of polarization (PD), are essential for distinguishing between FSRQs and BL Lac objects. FSRQs are characterized by rare and large flares, while the variability of BL Lac objects can be reproduced with a stationary OU process with relatively small amplitudes. The characteristics of the variability are governed not by the differences in the jet structure between the subtypes, but by the peak frequency of the synchrotron emission. This implies that the nature of the variation in the jets is common in FSRQs and BL Lac objects. We found that BL Lac objects tend to have high PD medians, which suggests that they have a stable polarization component. FSRQs have no such component, possibly because of a strong Compton cooling effect in sub-pc scale jets.