论文标题

芒果:10,000个模拟星系用于出色的人口分析

MaNGIA: 10,000 mock galaxies for stellar population analysis

论文作者

Sarmiento, Regina, Huertas-Company, Marc, Knapen, Johan H., Ibarra-Medel, Héctor, Pillepich, Annalisa, Sánchez, Sebastián F., Boecker, Alina

论文摘要

现代的天文观测使人们可以访问附近星系的物理特性,包括空间分辨出恒星种群。但是,观察结果只能给出当今的宇宙视图,而宇宙学模拟可以访问Galaxies在其演变中经历的过程的过去记录。为了将过去发生的事件与今天所见的银河系特性联系起来,必须在将模拟与观察结果进行比较之前将模拟带到共同点。我们效仿漫画调查的数据,漫画调查是迄今为止最大的整体田间光谱星系调查,其附近的所有类型的10,000个星系。为此,我们使用宇宙学仿真TNG50生成漫画(用Illustristng天体物理学的星系绘制的星系绘制),这是一个模拟漫画样本,具有相似大小的模拟漫画样本,模拟了星系的观察结果,以进行出色的人群分析。我们选择TNG星系以匹配漫画样品选择以限制选择效果的影响。我们从所有模拟星系中生产类似漫画的数据存储,并使用Pypipe3D分析代码处理这些数据系统。这使我们能够提取空间解析的恒星图。第一篇论文介绍了生成模拟样本的方法,并提供了其特性的初始探索。我们表明,模拟芒果星系的恒星种群和运动学总体与观察结果非常吻合。具体差异,尤其是在低至中间质量政权的年龄和金属性梯度以及大型星系的运动学中的特定差异,需要进一步研究。我们将结果与模拟类似观察结果的其他尝试(所有较小的数据集)进行了比较。我们的最终数据集将与该出版物一起发布,包括使用Pypipe3D分析的> 10,000个经过的后处理的数据立方体,以及为创建它而开发的代码。

Modern astronomical observations give unprecedented access to the physical properties of nearby galaxies, including spatially resolved stellar populations. However, observations can only give a present-day view of the Universe, whereas cosmological simulations give access to the past record of the processes that galaxies have experienced in their evolution. To connect the events that happened in the past with galactic properties as seen today, simulations must be taken to a common ground before being compared to observations. We emulate data from the MaNGA survey, which is the largest integral field spectroscopic galaxy survey to date with its 10,000 nearby galaxies of all types. For this, we use the cosmological simulations TNG50 to generate MaNGIA (Mapping Nearby Galaxies with IllustrisTNG Astrophysics), a mock MaNGA sample of similar size that emulates observations of galaxies for stellar population analysis. We choose TNG galaxies to match the MaNGA sample selection to limit the impact of selection effects. We produce MaNGA-like datacubes from all simulated galaxies, and process these with the pyPipe3D analysis code. This allows us to extract spatially resolved stellar maps. This first paper presents the approach to generate the mock sample and provides an initial exploration of its properties. We show that the stellar populations and kinematics of the simulated MaNGIA galaxies are overall in good agreement with observations. Specific discrepancies, especially in the age and metallicity gradients in low- to intermediate-mass regimes and in massive galaxies' kinematics, require further investigation. We compare our results to other attempts to mock similar observations, all of smaller data sets. Our final dataset will be released with the publication, consisting of >10,000 post-processed data-cubes analysed with pyPipe3D, along with the codes developed to create it.

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