论文标题

与内核主成分分析的局部超湿红外星系和类星体的分类

Classification of local ultraluminous infrared galaxies and quasars with kernel principal component analysis

论文作者

Papaefthymiou, Evangelos S., Michos, Ioannis, Pavlou, Orestis, Lesta, Vicky Papadopoulou, Efstathiou, Andreas

论文摘要

我们提供了一个新的诊断图,用于局部超湿红外星系(ULIRGS)和类星体,特别分析了Spitzer Space望远镜的红外光谱仪(IRS)光谱仪(IRS)102个局部Ulirgs和37个Palomar绿色类星体。我们的图是基于使用内核主成分分析方法的这些数据的特殊非线性映射。该地图的新颖性在于它在一个定义明确的椭球表面上分布了正在研究的星系,这又将基本概念从几何形状与星系的物理特性联系起来。尤其是,我们发现椭圆形的赤道方向对应于Ulirgs的动力来源的演变,从合并前相开始,穿过Starburst主导的联合阶段向主动的银河核(AGN)二元二元相中,并最终终止于合并后的或者终止。另一方面,子午线的方向将星系的深层功率来源与未遮挡的电源区分开来。这些观察结果也通过使用辐射转移模型与模拟Ulirgs和类星体进行比较来验证。该图正确地标识了具有极端特征的独特星系,这些星系明显地远离星系的主要分布。此外,椭圆形的特殊二维投影恢复了星系的两个主要物理特性,即硅酸盐和PAH特征的几乎单调变化。这表明我们的图自然会扩展众所周知的汤匙图,并且可以作为现有和未来红外光谱数据的诊断工具,例如James Webb Space望远镜提供的诊断工具。

We present a new diagnostic diagram for local ultraluminous infrared galaxies (ULIRGs) and quasars, analysing particularly the Spitzer Space Telescope's Infrared Spectrograph (IRS) spectra of 102 local ULIRGs and 37 Palomar Green quasars. Our diagram is based on a special non-linear mapping of these data, employing the Kernel Principal Component Analysis method. The novelty of this map lies in the fact that it distributes the galaxies under study on the surface of a well-defined ellipsoid, which, in turn, links basic concepts from geometry to physical properties of the galaxies. Particularly, we have found that the equatorial direction of the ellipsoid corresponds to the evolution of the power source of ULIRGs, starting from the pre-merger phase, moving through the starburst-dominated coalescing stage towards the active galactic nucleus (AGN)-dominated phase, and finally terminating with the post-merger quasar phase. On the other hand, the meridian directions distinguish deeply obscured power sources of the galaxies from unobscured ones. These observations have also been verified by comparison with simulated ULIRGs and quasars using radiative transfer models. The diagram correctly identifies unique galaxies with extreme features that lie distinctly away from the main distribution of the galaxies. Furthermore, special two-dimensional projections of the ellipsoid recover almost monotonic variations of the two main physical properties of the galaxies, the silicate and PAH features. This suggests that our diagram naturally extends the well-known Spoon diagram and it can serve as a diagnostic tool for existing and future infrared spectroscopic data, such as those provided by the James Webb Space Telescope.

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