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Estimating the Milky Way's Mass via Hierarchical Bayes: A Blind Test on MUGS2 Simulated Galaxies

机译:通过分级贝叶斯估计银河系的质量:MUGS2模拟星系的盲测

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In a series of three papers, Eadie et al. developed a hierarchical Bayesian method to estimate the Milky Way Galaxy's mass given a physical model for the potential, a measurement model, and kinematic data of test particles such as globular clusters (GCs) or halo stars in the Galaxy's halo. The Galaxy's virial mass was found to have a 95% Bayesian credible region (c.r.) of (0.67, 1.09)?×?1012 . In the present study, we test the hierarchical Bayesian method against simulated galaxies created in the McMaster Unbiased Galaxy Simulations 2 (MUGS2), for which the true mass is known. We estimate the masses of MUGS2 galaxies using GC analogs from the simulations as tracers. The analysis, completed as a blind test, recovers the true M 200 of the MUGS2 galaxies within 95% Bayesian c.r. in 8 out of 18 cases. Of the 10 galaxy masses that were not recovered within the 95% c.r., a large subset have posterior distributions that occupy extreme ends of the parameter space allowed by the priors. A few incorrect mass estimates are explained by the exceptional evolution history of the galaxies. We also find evidence that the model cannot describe both the galaxies' inner and outer structure simultaneously in some cases. After removing the GC analogs associated with the galactic disks, the true masses were found more reliably (13 out of 18 were predicted within the c.r.). Finally, we discuss how representative the GC analogs are of the real GC population in the Milky Way.
机译:在一系列三篇论文中,Eadie等人。开发了一种分级贝叶斯方法来估算银河系的质量,其中给出了潜在的物理模型,测量模型以及诸如银河系晕球中的球状星团(GC)或晕星等测试粒子的运动学数据。发现银河系的病毒质量具有(0.67,1.09)?×?1012的95%贝叶斯可信区域(c.r.)。在本研究中,我们针对已知真正质量的McMaster无偏银河系模拟2(MUGS2)中创建的模拟星系测试了分级贝叶斯方法。我们使用模拟中的GC类似物作为示踪剂来估计MUGS2星系的质量。该分析以盲测方式完成,可在95%的贝叶斯c.r.内恢复MUGS2星系的真实M 200。 18例中有8例。在95%c.r.内未恢复的10个星系质量中,大的子集具有后验分布,这些分布占据先验条件所允许的参数空间的极端。星系的异常演化历史解释了一些错误的质量估计。我们还发现,在某些情况下,该模型无法同时描述星系的内部和外部结构。删除与银河盘相关的GC类似物后,可以更可靠地发现真实质量(在c.r.中预测了18中的13)。最后,我们讨论在银河系中GC类似物如何代表真实的GC种群。

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