How to Detect an Astrophysical Nanohertz Gravitational-Wave Background
arXiv:2309.04443 · doi:10.3847/1538-4357/ad09e4
Abstract
Analysis of pulsar timing data have provided evidence for a stochastic gravitational wave background in the nHz frequency band. The most plausible source of such a background is the superposition of signals from millions of supermassive black hole binaries. The standard statistical techniques used to search for such a background and assess its significance make several simplifying assumptions, namely: i) Gaussianity; ii) isotropy; and most often iii) a power-law spectrum. However, a stochastic background from a finite collection of binaries does not exactly satisfy any of these assumptions. To understand the effect of these assumptions, we test standard analysis techniques on a large collection of realistic simulated datasets. The dataset length, observing schedule, and noise levels were chosen to emulate the NANOGrav 15-year dataset. Simulated signals from millions of binaries drawn from models based on the Illustris cosmological hydrodynamical simulation were added to the data. We find that the standard statistical methods perform remarkably well on these simulated datasets, despite their fundamental assumptions not being strictly met. They are able to achieve a confident detection of the background. However, even for a fixed set of astrophysical parameters, different realizations of the universe result in a large variance in the significance and recovered parameters of the background. We also find that the presence of loud individual binaries can bias the spectral recovery of the background if we do not account for them.
14 pages, 8 figures, version matching published paper
References in corpus (37)
- Astropy: A Community Python Package for Astronomy
- The Astropy Project: Building an inclusive, open-science project and status of the v2.0 core package
- Introducing the Illustris Project: Simulating the coevolution of dark and visible matter in the Universe
- The NANOGrav 15-year Data Set: Evidence for a Gravitational-Wave Background
- Search for an isotropic gravitational-wave background with the Parkes Pulsar Timing Array
- TEMPO2, a new pulsar timing package. I: Overview
- Searching for the nano-Hertz stochastic gravitational wave background with the Chinese Pulsar Timing Array Data Release I
- The second data release from the European Pulsar Timing Array III. Search for gravitational wave signals
- The NANOGrav 15-year Data Set: Search for Signals from New Physics
- The NANOGrav 15-year Data Set: Constraints on Supermassive Black Hole Binaries from the Gravitational Wave Background
- The NANOGrav 15-year Data Set: Observations and Timing of 68 Millisecond Pulsars
- On the evidence for a common-spectrum process in the search for the nanohertz gravitational-wave background with the Parkes Pulsar Timing Array
- Massive Black Hole Binary Mergers in Dynamical Galactic Environments
- The Gravitational Wave Background from Massive Black Hole Binaries in Illustris: spectral features and time to detection with pulsar timing arrays
- Characterising gravitational wave stochastic background anisotropy with Pulsar Timing Arrays
- The NANOGrav 15-year Data Set: Bayesian Limits on Gravitational Waves from Individual Supermassive Black Hole Binaries
- The NANOGrav 15-Year Data Set: Detector Characterization and Noise Budget
- Hyper-efficient model-independent Bayesian method for the analysis of pulsar timing data
- Searching For Anisotropic Gravitational-wave Backgrounds Using Pulsar Timing Arrays
- New advances in the Gaussian-process approach to pulsar-timing data analysis
- Astrophysics Milestones For Pulsar Timing Array Gravitational Wave Detection
- Single Sources in the Low-Frequency Gravitational Wave Sky: properties and time to detection by pulsar timing arrays
- Time-domain Implementation of the Optimal Cross-Correlation Statistic for Stochastic Gravitational-Wave Background Searches in Pulsar Timing Data
- From Bright Binaries To Bumpy Backgrounds: Mapping Realistic Gravitational Wave Skies With Pulsar-Timing Arrays
- The Need For Speed: Rapid Refitting Techniques for Bayesian Spectral Characterization of the Gravitational Wave Background Using PTAs
- Constraining the Solution to the Last Parsec Problem with Pulsar Timing
- Towards Robust Gravitational Wave Detection with Pulsar Timing Arrays
- Noise-marginalized optimal statistic: A robust hybrid frequentist-Bayesian statistic for the stochastic gravitational-wave background in pulsar timing arrays
- Constraints On The Dynamical Environments Of Supermassive Black-hole Binaries Using Pulsar-timing Arrays
- Pulsar Timing Array Analysis for Black Hole Backgrounds
- Mapping gravitational-wave backgrounds in modified theories of gravity using pulsar timing arrays
- Forecasting pulsar timing array sensitivity to anisotropy in the stochastic gravitational wave background
- Fisher formalism for anisotropic gravitational-wave background searches with pulsar timing arrays
- Accurate characterization of the stochastic gravitational-wave background with pulsar timing arrays by likelihood reweighting
- Joint search for isolated sources and an unresolved confusion background in pulsar timing array data
- Phase-coherent mapping of gravitational-wave backgrounds using ground-based laser interferometers
- Beyond the Background: Gravitational Wave Anisotropy and Continuous Waves from Supermassive Black Hole Binaries
Cited by in corpus (8)
- Testing strengths, limitations and biases of current Pulsar Timing Arrays detection analyses on realistic data
- Separating deterministic and stochastic gravitational wave signals in realistic pulsar timing array datasets
- Reading signatures of supermassive binary black holes in pulsar timing array observations
- Pulsar timing and polarimetry: results and perspectives
- Dissecting the nanohertz gravitational wave sky: Frequency-correlated anisotropy induced by eccentric supermassive black hole binaries
- The NANOGrav 15 yr data set: Posterior predictive checks for gravitational-wave detection with pulsar timing arrays
- Resolving Individual Signals in the Presence of Stochastic Background in Future Pulsar Timing Arrays
- Finite Populations & Finite Time: The Non-Gaussianity of a Gravitational Wave Background