第三代引力波探测器的盲源分离

Francesca Badaracco, Biswajit Banerjee, Marica Branchesi, Andrea Chincarini
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引用次数: 0

摘要

目前的引力波探测器的第三代和未来的升级版将具有极高的灵敏度,可以探测到大量的引力波信号。因此,一个亟待解决的新问题出现了:重叠信号的探测和参数估计。分离和识别在时间、空间或频率上重叠的两个信号是其他领域(如医学和电信)众所周知的问题。本文从方法学角度对最常见的盲源分离技术进行了综述,并分析了这些技术能否成功应用于重叠引力波信号,同时比较了每种方法的局限性和优势。
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Blind source separation in 3rd generation gravitational-wave detectors
Third generation and future upgrades of current gravitational-wave detectors will present exquisite sensitivities which will allow to detect a plethora of gravitational wave signals. Hence, a new problem to be solved arises: the detection and parameter estimation of overlapped signals. The problem of separating and identifying two signals that overlap in time, space or frequency is something well known in other fields (e.g. medicine and telecommunication). Blind source separation techniques are all those methods that aim at separating two or more unknown signals. This article provides a methodological review of the most common blind source separation techniques and it analyses whether they can be successfully applied to overlapped gravitational wave signals or not, while comparing the limits and advantages of each method.
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