Detecting a stochastic background of gravitational waves in the presence of non-Gaussian noise: A performance of generalized cross-correlation statistic
arXiv:gr-qc/0607015 · doi:10.1103/PhysRevD.75.022003
Abstract
We discuss a robust data analysis method to detect a stochastic background of gravitational waves in the presence of non-Gaussian noise. In contrast to the standard cross-correlation (SCC) statistic frequently used in the stochastic background searches, we consider a {\it generalized cross-correlation} (GCC) statistic, which is nearly optimal even in the presence of non-Gaussian noise. The detection efficiency of the GCC statistic is investigated analytically, particularly focusing on the statistical relation between the false-alarm and the false-dismissal probabilities, and the minimum detectable amplitude of gravitational-wave signals. We derive simple analytic formulae for these statistical quantities. The robustness of the GCC statistic is clarified based on these formulae, and one finds that the detection efficiency of the GCC statistic roughly corresponds to the one of the SCC statistic neglecting the contribution of non-Gaussian tails. This remarkable property is checked by performing the Monte Carlo simulations and successful agreement between analytic and simulation results was found.
arXiv comment15 pages, 8 figures, presentation and some figures modified, final version to be published in PRD
References in corpus (11)
- Gravitational Wave Experiments and Early Universe Cosmology
- Detecting a stochastic background of gravitational radiation: Signal processing strategies and sensitivities
- The Sensitivity of Ligo to a Stochastic Background, and its Dependance on the Detector Orientations
- Detecting a gravitational-wave background with next-generation space interferometers
- First upper limits from LIGO on gravitational wave bursts
- Upper Limits on a Stochastic Background of Gravitational Waves
- Detection methods for non-Gaussian gravitational wave stochastic backgrounds
- Robust statistics for deterministic and stochastic gravitational waves in non-Gaussian noise I: Frequentist analyses
- Robust statistics for deterministic and stochastic gravitational waves in non-Gaussian noise. II: Bayesian analyses
- Data analysis strategies for the detection of gravitational waves in non-Gaussian noise
- Optimal combination of signals from co-located gravitational wave interferometers for use in searches for a stochastic background