Evaluating the prevalence of spurious correlations in pulsar timing array data sets. Issue 1 (3rd August 2022)
- Record Type:
- Journal Article
- Title:
- Evaluating the prevalence of spurious correlations in pulsar timing array data sets. Issue 1 (3rd August 2022)
- Main Title:
- Evaluating the prevalence of spurious correlations in pulsar timing array data sets
- Authors:
- Zic, Andrew
Hobbs, George
Shannon, R M
Reardon, Daniel
Goncharov, Boris
Bhat, N D Ramesh
Cameron, Andrew
Dai, Shi
Dawson, J R
Kerr, Matthew
Manchester, R N
Mandow, Rami
Marshman, Tommy
Russell, Christopher J
Thyagarajan, Nithyanandan
Zhu, X-J - Abstract:
- 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 data sets 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 10 5 ) for the presence of a common-spectrum noise process in data sets 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 focused on detecting spatial correlations, and make use ofABSTRACT: 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 data sets 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 10 5 ) for the presence of a common-spectrum noise process in data sets 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 focused on detecting spatial correlations, and make use of more tailored specifications for a common-spectrum noise process. … (more)
- Is Part Of:
- Monthly notices of the Royal Astronomical Society. Volume 516:Issue 1(2022)
- Journal:
- Monthly notices of the Royal Astronomical Society
- Issue:
- Volume 516:Issue 1(2022)
- Issue Display:
- Volume 516, Issue 1 (2022)
- Year:
- 2022
- Volume:
- 516
- Issue:
- 1
- Issue Sort Value:
- 2022-0516-0001-0000
- Page Start:
- 410
- Page End:
- 420
- Publication Date:
- 2022-08-03
- Subjects:
- gravitational waves -- methods: data analysis -- stars: neutron -- pulsars: general
Astronomy -- Periodicals
Periodicals
520.5 - Journal URLs:
- http://mnras.oxfordjournals.org/ ↗
http://onlinelibrary.wiley.com/journal/10.1111/(ISSN)1365-2966 ↗
http://www.blackwell-synergy.com/issuelist.asp?journal=mnr ↗
http://www.blackwell-synergy.com/loi/mnr ↗
http://ukcatalogue.oup.com/ ↗ - DOI:
- 10.1093/mnras/stac2100 ↗
- Languages:
- English
- ISSNs:
- 0035-8711
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 5943.000000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 23123.xml