论文标题
引力波检测器中高斯噪声引起的错误警报
The False Alarms induced by Gaussian Noise in Gravitational Wave Detectors
论文作者
论文摘要
高斯噪声是重力波(GW)探测器背景的不可还原组成部分。尽管固定的高斯噪声在频率上不相关,但我们表明,当查看模板的匹配过滤器信号与噪声比(SNR)时,及时存在重要的相关性,其典型的自相关时间取决于模板和噪声功率频谱密度(PSD)的形状。考虑到此相关性,我们从第一原则中计算出高斯噪声中模板的错误警报率(FAR),定义为模板的匹配过滤器SNR超过阈值$ρ$的每单位时间数量。我们发现,如果我们通过取决于模板的参数,噪声PSD和阈值$ρ$的有效采样率代替了采样率,则可以通过通常的表达来很好地近似于通常的表达式。如果我们想将高斯噪声从特定远方产生的事件产生,则必须将最小的SNR阈值限制在给定的GW触发器上。我们将形式主义扩展到多个检测器和GW事件的分析。我们将我们的方法应用于GWTC-3目录中添加的GW候选者,并讨论GW200308 \ _173609和GW200322 \ _091133的可能性,可以通过高斯噪声波动产生。
Gaussian noise is an irreducible component of the background in gravitational wave (GW) detectors. Although stationary Gaussian noise is uncorrelated in frequencies, we show that there is an important correlation in time when looking at the matched filter signal to noise ratio (SNR) of a template, with a typical autocorrelation time that depends on the template and the shape of the noise power spectral density (PSD). Taking this correlation into account, we compute from first principles the false alarm rate (FAR) of a template in Gaussian noise, defined as the number of occurrences per unit time that the template's matched filter SNR goes over a threshold $ρ$. We find that the Gaussian FAR can be well approximated by the usual expression for uncorrelated noise, if we replace the sampling rate by an effective sampling rate that depends on the parameters of the template, the noise PSD and the threshold $ρ$. This results in a minimum SNR threshold that has to be demanded to a given GW trigger, if we want to keep events generated from Gaussian noise below a certain FAR. We extend the formalism to multiple detectors and to the analysis of GW events. We apply our method to the GW candidates added in the GWTC-3 catalog, and discuss the possibility that GW200308\_173609 and GW200322\_091133 could be generated by Gaussian noise fluctuations.