Improved binary black hole searches through better discrimination against noise transients

Short-duration noise transients in LIGO and Virgo detectors significantly affect the search sensitivity of compact binary coalescence (CBC) signals, especially in the high-mass region. In a previous work by the authors [P. Joshi et al., Phys. Rev. D 103, 044035 (2021)], a ${\ensuremath{\chi}}^{2}$ statistic was proposed to distinguish them, when modeled as sine-Gaussians, from nonspinning CBCs. The present work is an extension where we demonstrate the better noise-discrimination of an improved ${\ensuremath{\chi}}^{2}$ statistic---called the optimized sine-Gaussian ${\ensuremath{\chi}}^{2}$---in real LIGO data. The extension includes accounting for the initial phase of the noise transients and use of a well-informed choice of sine-Gaussian basis vectors selected to discern how CBC signals and some of the most worrisome noise transients project differently on them [S. Choudhary et al., Phys. Rev. D 107, 024030 (2023)]. To demonstrate this improvement, we use data with blip glitches from the third observational run (O3) of LIGO-Hanford and LIGO-Livingston detectors. Blips are a type of short-duration non-Gaussian noise disturbance known to adversely affect high-mass CBC searches. For CBCs, spin-aligned binary black hole signals were simulated using the imrphenompv2 waveform and injected into real LIGO data from the same run. We show that in comparison to the sine-Gaussian ${\ensuremath{\chi}}^{2}$, the optimized sine-Gaussian ${\ensuremath{\chi}}^{2}$ improves the overall true positive rate by around 6% in a lower-mass bin (${m}_{1},{m}_{2}\ensuremath{\in}[20,40]{M}_{\ensuremath{\bigodot}}$) and by more than 3% in a higher-mass bin (${m}_{1},{m}_{2}\ensuremath{\in}[60,80]{M}_{\ensuremath{\bigodot}}$). On the other hand, we see a larger improvement---of more than 20%---in both mass bins in comparison to the traditional ${\ensuremath{\chi}}^{2}$.