论文标题
SDSS光谱的贝叶斯AGN分解分析:[OIII] $ \ lambda5007的相关分析$ agn和主机Galaxy Properties流出运动学
Bayesian AGN Decomposition Analysis for SDSS Spectra: A Correlation Analysis of [OIII]$\lambda5007$ Outflow Kinematics with AGN and Host Galaxy Properties
论文作者
论文摘要
我们提出了针对SDSS Spectra(Badass)的贝叶斯AGN分解分析,该分析是一种开源光谱分析代码,旨在在Python实施的AGN和宿主星系光谱自动详细的反卷积,并为下一代大规模调查而设计。 Badass同时适合所有频谱组件,包括Power-Law Continuum,出色的视线速度分布,FEII发射以及禁止(狭窄),允许(宽)和流出排放线路,所有这些功能都使用Markov Chain Monte Carlo进行,以获得强大的不认定和自动触及分析来评估参数分析。 Badass利用多处理来批量合适的大量光谱样本,同时有效地管理内存和计算资源,目前正在集群环境中使用以适合数千个SDSS光谱。我们使用Badass对63个SDSS 1型AGN进行相关分析,并在[OIII] $ \ LAMBDA5007 $排放功能中具有强大的非重力流出运动学的证据。我们从以前的研究中证实了[OIII]概况的核心的发现,是适合恒星速度分散$σ_*$的合适替代物,但是有证据表明,核心体验随着流速速度而扩展的核心体验。我们发现足够的证据表明$σ_*$,[oiii]核心分散以及[OIII]配置文件的非重力流出分散体形成了一个平面,其拟合会导致$ \ sim0.1 $ dex的散布。最后,我们讨论使用[OIII]分散剂作为$σ_*$的替代品时的含义,警告和建议,用于$ M _ {\ rm {bh}}} - σ_*$ relation。
We present Bayesian AGN Decomposition Analysis for SDSS Spectra (BADASS), an open source spectral analysis code designed for automatic detailed deconvolution of AGN and host galaxy spectra, implemented in Python, and designed for the next generation of large scale surveys. BADASS simultaneously fits all spectral components, including power-law continuum, stellar line-of-sight velocity distribution, FeII emission, as well as forbidden (narrow), permitted (broad), and outflow emission line features, all performed using Markov Chain Monte Carlo to obtain robust uncertainties and autocorrelation analysis to assess parameter convergence. BADASS utilizes multiprocessing for batch fitting large samples of spectra while efficiently managing memory and computation resources and is currently being used in a cluster environment to fit thousands of SDSS spectra. We use BADASS to perform a correlation analysis of 63 SDSS type 1 AGNs with evidence of strong non-gravitational outflow kinematics in the [OIII]$\lambda5007$ emission feature. We confirm findings from previous studies that show the core of the [OIII] profile is a suitable surrogate for stellar velocity dispersion $σ_*$, however there is evidence that the core experiences broadening that scales with outflow velocity. We find sufficient evidence that $σ_*$, [OIII] core dispersion, and the non-gravitational outflow dispersion of the [OIII] profile form a plane whose fit results in a scatter of $\sim0.1$ dex. Finally, we discuss the implications, caveats, and recommendations when using the [OIII] dispersion as a surrogate for $σ_*$ for the $M_{\rm{BH}}-σ_*$ relation.