The LOFAR Two Metre Sky Survey Data Release 2: Probabilistic Spectral Source Classifications and Faint Radio Source Demographics

A. B. Drake, D. J. B. Smith, M. J. Hardcastle, P. N. Best, R. Kondapally, M. I. Arnaudova, S. Das, S. Shenoy, K. J. Duncan, H. J. A. Röttgering, C. Tasse
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Abstract

We present an analysis of 152,355 radio sources identified in the second data release of the LOFAR Two Metre Sky Survey (LoTSS-DR2) with Sloan Digital Sky Survey (SDSS) spectroscopic redshifts in the range 0.00 < z < 0.57. Using Monte Carlo simulations we determine the reliability of each source exhibiting an excess in radio luminosity relative to that predicted from their Ha emission, and, for a subset of 124,023 sources we combine this measurement with a full BPT analysis. Using these two independent diagnostics we determine the reliability of each source hosting a supermassive black hole of high or low Eddington-scaled accretion rate, and combine the measurements to determine the reliability of sources belonging to each of four physical classes of objects: star forming galaxies (SFGs), radio-quiet active galactic nuclei (RQAGN), and high- or low-excitation radio galaxies (HERGs or emission-line LERGs). The result is a catalogue which enables user-defined samples of radio sources with a reliability threshold suited to their science goal e.g. prioritising purity or completeness. Here we select high-confidence samples of radio sources (>90% reliability) to report: 38,588 radio-excess AGN in the LoTSS DR2 sample (362 HERGs, and 12,648 emission-line LERGs), together with 38,729 SFGs, and 18,726 RQAGN. We validate these results through comparison to literature using independent emission-line measurements, and to widely-adopted WISE photometric selection techniques. While our use of SDSS spectroscopy limits our current analysis to ~4 percent of the LoTSS-DR2 catalogue, our method is directly applicable to data from the forthcoming WEAVE-LOFAR survey which will obtain over a million spectra of 144 MHz selected sources.
LOFAR 两米巡天数据第 2 版:概率光谱源分类和微弱射电源人口统计
我们对 LOFAR 两米巡天(LoTSS-DR2)第二次数据发布中发现的 152,355 个射电源进行了分析,这些射电源的斯隆数字巡天(SDSS)光谱红移范围为 0.00 < z < 0.57。通过蒙特卡洛模拟(MonteCarlo simulations),我们确定了每个射电源的射电光度相对于它们的厦发射所预测的射电光度的可靠性,对于 124,023 个射电源的子集,我们将这一测量结果与完整的 BPT 分析结合起来。利用这两种独立的诊断方法,我们确定了每个源寄生于高或低爱丁顿尺度吸积率的超大质量黑洞的可能性,并结合测量结果确定了属于以下四类物理天体的射电源的可能性:恒星形成星系(SFG)、射电安静的活动星系核(RQAGN)和高或低激发射电星系(HERGs 或发射线 LERGs)。其结果是,用户可以根据自己的科学目标(如优先考虑纯度或完整性),在可靠性阈值范围内定义射电源样本目录。在此,我们选择可信度较高的射电源样本(可信度大于 90%)进行报告:LoTSS DR2样本中的38588个射电超常AGN(362个HERG和12648个发射线LERG),以及38729个SFG和18726个RQAGN。我们通过与使用独立发射线测量的文献以及广泛采用的 WISE 测光选择技术进行比较,验证了这些结果。虽然我们对SDSS光谱的使用限制了我们目前对LoTSS-DR2目录中约4%的数据进行分析,但我们的方法可以直接应用于即将进行的WEAVE-LOFAR巡天中的数据,该巡天将获得144 MHz所选源的100多万条光谱。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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