论文标题
GW-Universe工具箱II:用第二代和第三代探测器约束二进制黑洞人口
The GW-Universe Toolbox II: constraining the binary black hole population with second and third generation detectors
论文作者
论文摘要
我们采用GW-Universe工具箱使用的方法来生成恒星质量二进制黑洞(BBH)合并的合成目录。我们研究高级Ligo(Aligo)和Einstein望远镜(ET)是第二代和第三代GW观测值的两个代表,并研究了如何使用BBHS的GW观察结果来限制作为红移和质量的函数的合并率。我们还模拟了来自代表ET的早期阶段的ET的检测器的观测值一半。两种方法用于从目录中获得对源总数的约束:1。参数差异合并率模型,并对参数应用贝叶斯推断;和2。非参数,并使用加权核密度估计器。结果表明,第三代探测器的压倒性优势比第二代的BBH人口特性研究,尤其是在红移高于〜2的红移时,据信合并速率被认为是峰值的。使用模拟的Aligo目录,参数贝叶斯方法仍然可以对合并速率密度和质量功能的限制超出其检测范围,而非参数方法完全失去了约束能力。我们还发现,尽管在更长的观察持续时间之后,尽管半程的检测数量很容易与Full ET兼容,但由于其对GW事件的物理参数的较小不确定性,全部ET的目录仍然可以对人群特性产生更好的约束。
We employ the method used by the GW-Universe Toolbox to generate a synthetic catalogue of detection of stellar mass binary black hole (BBH) mergers. We study advanced LIGO (aLIGO) and Einstein Telescope (ET) as two representatives for the 2nd and 3rd generation GW observatories, and study how GW observations of BBHs can be used to constrain the merger rate as function of redshift and masses. We also simulate the observations from a detector that is half as sensitive as the ET at design which represents an early phase of ET. Two methods are used to obtain the constraints on the source population properties from the catalogues: 1. parametric differential merger rate model and applies a Bayesian inference on the parameters; and 2. non-parametric and uses weighted Kernel density estimators. The results show the overwhelming advantages of the 3rd generation detector over the 2nd generation for the study of BBH population properties, especially at a redshifts higher than ~2, where the merger rate is believed to peak. With the simulated aLIGO catalogue, the parametric Bayesian method can still give some constraints on the merger rate density and mass function beyond its detecting horizon, while the non-parametric method lose the constraining ability completely there. We also find that, despite the numbers of detection of the half-ET can be easily compatible with full ET after a longer observation duration, the catalogue from the full ET can still give much better constraints on the population properties, due to its smaller uncertainties on the physical parameters of the GW events.