Hierarchical searches for subsolar-mass binaries and the third-generation gravitational wave detector era

Kanchan Soni, Alexander H. Nitz
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Abstract

The detection of gravitational waves (GWs) from coalescing compact binaries has become routine with ground-based detectors like LIGO and Virgo. However, beyond standard sources such as binary black holes and neutron stars and neutron star black holes, no exotic sources revealing new physics have been discovered. Detecting ultra-compact objects, such as subsolar mass (SSM) compact objects, offers a promising opportunity to explore diverse astrophysical populations. However, searching for these objects using standard matched-filtering techniques is computationally intensive due to the dense parameter space involved. This increasing computational demand not only challenges current search methodologies but also poses significant obstacles for third-generation (3G) ground-based GW detectors. In the 3G era, signals may last tens of minutes, and detection rates could reach one per minute, requiring efficient search strategies to manage the computational load of long-duration signals. In this paper, we demonstrate a hierarchical search strategy designed to address the challenges of searching for long-duration signals, such as those from SSM compact binaries, and the anticipated issues with 3G detectors. We show that by adopting optimization techniques in a two-stage hierarchical approach, we can efficiently search for the SSM compact object in the current LIGO detectors. Our preliminary results show that conducting matched filtering at a lower frequency of 35 Hz improves the signal-to-noise ratio by 6% and enhances the detection volume by 10-20%, compared to the standard two-detector PyCBC search. This improvement is achieved while reducing computational costs by a factor of 2.5.
亚太阳质量双星的分层搜索和第三代引力波探测器时代
通过 LIGO 和 Virgo 等地基探测器探测来自凝聚紧凑双星的引力波(GWs)已成为常规工作。然而,除了双黑洞、中子星和中子星黑洞等标准源之外,尚未发现揭示新物理学的奇异源。探测超紧凑天体,如太阳系下质量(SSM)紧凑天体,为探索多样化的天体物理群提供了一个大有可为的机会。然而,由于涉及密集的参数空间,使用标准匹配滤波技术搜索这些天体需要大量计算。这种日益增长的计算需求不仅对当前的搜索方法提出了挑战,也对第三代(3G)地基全球大气气象探测仪构成了重大障碍。在 3G 时代,信号可能持续数十分钟,而探测率可能达到每分钟一个,这就需要高效的搜索策略来管理长持续时间信号的计算负荷。在本文中,我们展示了一种分层搜索策略,旨在解决搜索长持续时间信号(如来自 SSM 紧凑型双星的信号)的挑战,以及 3G 探测器的预期问题。我们发现,通过在两阶段分层方法中采用优化技术,我们可以在当前的 LIGO 探测器中高效地搜索 SSM 小型天体。我们的初步结果表明,与标准的双探测器PyCBC搜索相比,在35赫兹的较低频率下进行匹配滤波可将信噪比提高6%,并将探测量提高10-20%。在实现这一改进的同时,计算成本降低了 2.5 倍。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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