Evaluating the prevalence of spurious correlations in pulsar timing array datasets
arXiv:2207.12237 · doi:10.1093/mnras/stac2100
Abstract
Pulsar timing array collaborations have recently reported evidence for a noise process with a common spectrum among the millisecond pulsars in the arrays. The spectral properties of this common-noise process are consistent with expectations for an isotropic gravitational-wave background (GWB) from inspiralling supermassive black-hole binaries. However, recent simulation analyses based on Parkes Pulsar Timing Array data indicate that such a detection may arise spuriously. In this paper, we use simulated pulsar timing array datasets to further test the robustness of the inference methods for spectral and spatial correlations from a GWB. Expanding on our previous results, we find strong support (Bayes factors exceeding ) for the presence of a common-spectrum noise process in datasets where no common process is present, under a wide range of timing noise prescriptions per pulsar. We show that these results are highly sensitive to the choice of Bayesian priors on timing noise parameters, with priors that more closely match the injected distributions of timing noise parameters resulting in diminished support for a common-spectrum noise process. These results emphasize shortcomings in current methods for inferring the presence of a common-spectrum process, and imply that the detection of a common process is not a reliable precursor to detection of the GWB. Future searches for the nanohertz GWB should remain focussed on detecting spatial correlations, and make use of more tailored specifications for a common-spectrum noise process.
arXiv comment12 pages, 12 figures. Accepted for publication in MNRAS
References in corpus (50)
- Array Programming with NumPy
- Astropy: A Community Python Package for Astronomy
- The Astropy Project: Building an inclusive, open-science project and status of the v2.0 core package
- The NANOGrav 12.5-year Data Set: Search For An Isotropic Stochastic Gravitational-Wave Background
- The international pulsar timing array project: using pulsars as a gravitational wave detector
- Tempo2, a new pulsar timing package. II: The timing model and precision estimates
- European Pulsar Timing Array Limits On An Isotropic Stochastic Gravitational-Wave Background
- The Parkes Pulsar Timing Array Project
- Gravitational waves from binary supermassive black holes missing in pulsar observations
- The North American Nanohertz Observatory for Gravitational Waves
- The NANOGrav 11-year Data Set: Pulsar-timing Constraints On The Stochastic Gravitational-wave Background
- Low-Frequency Gravitational Waves from Massive Black Hole Binaries: Predictions for LISA and Pulsar Timing Arrays
- Limits on the Stochastic Gravitational Wave Background from the North American Nanohertz Observatory for Gravitational Waves
- The International Pulsar Timing Array second data release: Search for an isotropic Gravitational Wave Background
- On the evidence for a common-spectrum process in the search for the nanohertz gravitational-wave background with the Parkes Pulsar Timing Array
- The NANOGrav Nine-year Data Set: Limits on the Isotropic Stochastic Gravitational Wave Background
- An analysis of the timing irregularities for 366 pulsars
- Common-red-signal analysis with 24-yr high-precision timing of the European Pulsar Timing Array: Inferences in the stochastic gravitational-wave background search
- Gravitational-Wave Stochastic Background from Kinks and Cusps on Cosmic Strings
- Detecting the stochastic gravitational wave background using pulsar timing
- Assessing the Role of Spin Noise in the Precision Timing of Millisecond Pulsars
- Optimal strategies for gravitational wave stochastic background searches in pulsar timing data
- Expected properties of the first gravitational wave signal detected with pulsar timing arrays
- Systematic investigation of the expected gravitational wave signal from supermassive black hole binaries in the pulsar timing band
- Gravitational-wave cosmology across 29 decades in frequency
- The MeerKAT Telescope as a Pulsar Facility: System verification and early science results from MeerTime
- Pulsar timing analysis in the presence of correlated noise
- A study of spatial correlations in pulsar timing array data
- The Parkes Pulsar Timing Array Project: Second data release
- Searching For Gravitational Waves From Cosmological Phase Transitions With The NANOGrav 12.5-year dataset
- Astrophysics Milestones For Pulsar Timing Array Gravitational Wave Detection
- Timing of young radio pulsars I: Timing noise, periodic modulation and proper motion
- Identifying and mitigating noise sources in precision pulsar timing data sets
- Time-domain Implementation of the Optimal Cross-Correlation Statistic for Stochastic Gravitational-Wave Background Searches in Pulsar Timing Data
- Are we there yet? Time to detection of nanohertz gravitational waves based on pulsar-timing array limits
- From Bright Binaries To Bumpy Backgrounds: Mapping Realistic Gravitational Wave Skies With Pulsar-Timing Arrays
- Post-Newtonian evolution of massive black hole triplets in galactic nuclei -- III. A robust lower limit to the nHz stochastic background of gravitational waves
- Gravitational waves from a supercooled electroweak phase transition and their detection with pulsar timing arrays
- All correlations must die: Assessing the significance of a stochastic gravitational-wave background in pulsar-timing arrays
- Constraining cosmological phase transitions with the Parkes Pulsar Timing Array
- Bayesian model selection without evidences: application to the dark energy equation-of-state
- Noise-marginalized optimal statistic: A robust hybrid frequentist-Bayesian statistic for the stochastic gravitational-wave background in pulsar timing arrays
- Common-spectrum process versus cross-correlation for gravitational-wave searches using pulsar timing arrays
- The nightmare scenario: measuring the stochastic gravitational-wave background from stalling massive black-hole binaries with pulsar-timing arrays
- Consistency of the Parkes Pulsar Timing Array Signal with a Nanohertz Gravitational-wave Background
- Model Dependence of Bayesian Gravitational-Wave Background Statistics for Pulsar Timing Arrays
- Pulsar timing noise and the minimum observation time to detect gravitational waves with pulsar timing arrays
- Parameter estimation of a two-component neutron star model with spin wandering
- When tension is just a fluctuation: How noisy data affect model comparison
- Proving the short-wavelength approximation in Pulsar Timing Array gravitational-wave background searches
Cited by in corpus (28)
- 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
- 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 Parkes Pulsar Timing Array Third Data Release
- Inflationary interpretation of the stochastic gravitational wave background signal detected by pulsar timing array experiments
- The gravitational-wave background null hypothesis: Characterizing noise in millisecond pulsar arrival times with the Parkes Pulsar Timing Array
- The second data release from the European Pulsar Timing Array II. Customised pulsar noise models for spatially correlated gravitational waves
- The MeerKAT Pulsar Timing Array: The first search for gravitational waves with the MeerKAT radio telescope
- Single field inflation in the light of Pulsar Timing Array Data: Quintessential interpretation of blue tilted tensor spectrum through Non-Bunch Davies initial condition
- The MeerKAT Pulsar Timing Array: The -year data release and the noise and stochastic signals of the millisecond pulsar population
- The NANOGrav 15-year Gravitational-Wave Background Methods
- Accurate characterization of the stochastic gravitational-wave background with pulsar timing arrays by likelihood reweighting
- The NANOGrav 12.5-year Data Set: Bayesian Limits on Gravitational Waves from Individual Supermassive Black Hole Binaries
- Status Report on Global Pulsar-Timing-Array Efforts to Detect Gravitational Waves
- The MeerKAT Pulsar Timing Array: Maps of the gravitational-wave sky with the 4.5 year data release
- Pulsar Timing Arrays require hierarchical models
- Posterior predictive checking for gravitational-wave detection with pulsar timing arrays: I. The optimal statistic
- Systematic errors in searches for nanohertz gravitational waves
- Ensemble noise properties of the European Pulsar Timing Array
- Posterior predictive checking for gravitational-wave detection with pulsar timing arrays: II. Posterior predictive distributions and pseudo Bayes factors
- Reading signatures of supermassive binary black holes in pulsar timing array observations
- Choosing suitable noise models for nanohertz gravitational-wave astrophysics
- Rapid Construction of Joint Pulsar Timing Array Datasets: The Lite Method
- Improving DM estimates using low-frequency scattering-broadening estimates
- The NANOGrav 15 yr Data Set: Customized Chromatic Noise Models
- The impact of outliers on pulsar timing arrays
- Description and Application of the Surfing Effect