论文标题

去除重力波源参数中的退化和多模式

Removing degeneracy and multimodality in gravitational wave source parameters

论文作者

Roulet, Javier, Olsen, Seth, Mushkin, Jonathan, Islam, Tousif, Venumadhav, Tejaswi, Zackay, Barak, Zaldarriaga, Matias

论文摘要

编上二进制黑洞合并用15个参数描述,其中引力波观测通常只能将$ \ sim 10 $独立组合限制为不同程度。在这项工作中,我们设计了消除相关性的坐标,并消除了量良好和测量量的量。此外,我们将后部的近似离散对称性确定为多模态的主要原因,并设计一种解决此类多模态的方法。由此产生的后期几乎没有结构,可以有效,稳健地进行采样。我们提供了用于参数估计的Python软件包,即COGWHEEL,该软件包将这些方法与其他算法一起实现了推理过程。我们引入的坐标之一是一种自旋方位角,在几个事件中都非常好。我们建议这可能是轨道进动的敏感指标,我们预计它将阐明自然界中自旋轨道错位的发生。

Quasicircular binary black hole mergers are described by 15 parameters, of which gravitational wave observations can typically constrain only $\sim 10$ independent combinations to varying degree. In this work, we devise coordinates that remove correlations, and disentangle well- and poorly-measured quantities. Additionally, we identify approximate discrete symmetries in the posterior as the primary cause of multimodality, and design a method to tackle this type of multimodality. The resulting posteriors have little structure and can be sampled efficiently and robustly. We provide a Python package for parameter estimation, cogwheel, that implements these methods together with other algorithms for accelerating the inference process. One of the coordinates we introduce is a spin azimuth that is measured remarkably well in several events. We suggest this might be a sensitive indicator of orbital precession, and we anticipate that it will shed light on the occurrence of spin-orbit misalignment in nature.

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