Reuse & Permissions

It is not necessary to obtain permission to reuse this article or its components as it is available under the terms of the Creative Commons Attribution 4.0 International license. This license permits unrestricted use, distribution, and reproduction in any medium, provided attribution to the author(s) and the published article's title, journal citation, and DOI are maintained. Please note that some figures may have been included with permission from other third parties. It is your responsibility to obtain the proper permission from the rights holder directly for these figures.

Export citation

Export citation

Choose format for download:

Download Citation
  • Open Access

Optimal strategies for continuous wave detection in pulsar timing arrays: Realistic pulsar noise and a gravitational wave background

Shashwat C. Sardesai1,2, Gabriel E. Freedman1, Sarah J. Vigeland1, and Caitlin A. Witt3

Phys. Rev. D 113, 084067 – Published 30 April, 2026

DOI: https://doi.org/10.1103/174h-7xf1

Abstract

Pulsar timing arrays are sensitive to low-frequency gravitational waves (GWs), such as those produced by supermassive binary black holes at subparsec separations. The incoherent superposition of GWs emitted by a cosmological population of these sources produces a gravitational wave background (GWB), while some individual sources may be resolvable as deterministic signals with slowly varying GW frequencies, which are often referred to as “continuous waves” (CWs). The Fp-statistic is a frequentist method of detecting these CWs. In this paper, we study how the presence of pulsar red noise and a GWB affect the Fp-statistic. We compare results when marginalizing over the red noise and using the maximum-likelihood values of the red noise, and find little difference between the two. We also present results of using the Fp-statistic to analyze the NANOGrav 12.5-year dataset, where we find no evidence for CWs in agreement with the previously published Bayesian results.

View figure in article

Physics Subject Headings (PhySH)

Article Text

References (48)

  1. M. V. Sazhin, Sov. Astron. 22, 36 (1978).
  2. S. Detweiler, Astrophys. J. 234, 1100 (1979).
  3. R. S. Foster and D. C. Backer, Astrophys. J. 361, 300 (1990).
  4. D. N. Matsakis, J. H. Taylor, and T. M. Eubanks, Astron. Astrophys. 326, 924 (1997).
  5. J. P. W. Verbiest, M. Bailes, W. A. Coles, G. B. Hobbs, W. van Straten, D. J. Champion, F. A. Jenet, R. N. Manchester, N. D. R. Bhat, J. M. Sarkissian et al., Mon. Not. R. Astron. Soc. 400, 951 (2009).
  6. M. Rajagopal and R. W. Romani, Astrophys. J. 446, 543 (1995).
  7. A. H. Jaffe and D. C. Backer, Astrophys. J. 583, 616 (2003).
  8. J. S. B. Wyithe and A. Loeb, Astrophys. J. 590, 691 (2003).
  9. P. A. Rosado, A. Sesana, and J. Gair, Mon. Not. R. Astron. Soc. 451, 2417 (2015).
  10. G. Agazie, A. Anumarlapudi, A. M. Archibald, Z. Arzoumanian, P. T. Baker, B. Bécsy, L. Blecha, A. Brazier, P. R. Brook, S. Burke-Spolaor et al., Astrophys. J. Lett. 951, L8 (2023).
  11. J. Antoniadis, P. Arumugam, S. Arumugam, S. Babak, M. Bagchi, A. S. Bak Nielsen, C. G. Bassa, A. Bathula et al. (EPTA, InPTA Collaborations), Astron. Astrophys. 678, A50 (2023).
  12. D. J. Reardon, A. Zic, R. M. Shannon, G. B. Hobbs, M. Bailes, V. Di Marco, A. Kapur, A. F. Rogers, E. Thrane, J. Askew et al., Astrophys. J. Lett. 951, L6 (2023).
  13. H. Xu, S. Chen, Y. Guo, J. Jiang, B. Wang, J. Xu, Z. Xue, R. Nicolas Caballero, J. Yuan, Y. Xu et al., Res. Astron. Astrophys. 23, 075024 (2023).
  14. M. T. Miles, R. M. Shannon, D. J. Reardon, M. Bailes, D. J. Champion, M. Geyer, P. Gitika, K. Grunthal, M. J. Keith, M. Kramer et al., Mon. Not. R. Astron. Soc. 536, 1489 (2025).
  15. B. Bécsy, N. J. Cornish, and L. Z. Kelley, Astrophys. J. 941, 119 (2022).
  16. K. Aggarwal, Z. Arzoumanian, P. T. Baker, A. Brazier, M. R. Brinson, P. R. Brook, S. Burke-Spolaor, S. Chatterjee, J. M. Cordes, N. J. Cornish et al., Astrophys. J. 880, 116 (2019).
  17. Z. Arzoumanian, P. T. Baker, L. Blecha, H. Blumer, A. Brazier, P. R. Brook, S. Burke-Spolaor, B. Bécsy, J. A. Casey-Clyde, M. Charisi et al., Astrophys. J. Lett. 951, L28 (2023).
  18. G. Agazie, A. Anumarlapudi, A. M. Archibald, Z. Arzoumanian, P. T. Baker, B. Bécsy, L. Blecha, A. Brazier, P. R. Brook, S. Burke-Spolaor et al., Astrophys. J. Lett. 951, L50 (2023).
  19. E. C. Gardiner, B. Bécsy, L. Z. Kelley, and N. J. Cornish, Astrophys. J. 988, 222 (2025).
  20. P. Jaranowski, A. Królak, and B. F. Schutz, Phys. Rev. D 58, 063001 (1998).
  21. N. J. Cornish and E. K. Porter, Classical Quantum Gravity 24, 5729 (2007).
  22. A. Sesana and A. Vecchio, Phys. Rev. D 81, 104008 (2010).
  23. S. Babak and A. Sesana, Phys. Rev. D 85, 044034 (2012).
  24. J. A. Ellis, X. Siemens, and J. D. E. Creighton, Astrophys. J. 756, 175 (2012).
  25. Z. Arzoumanian, A. Brazier, S. Burke-Spolaor, S. J. Chamberlin, S. Chatterjee, J. M. Cordes, P. B. Demorest, X. Deng, T. Dolch, J. A. Ellis et al., Astrophys. J. 794, 141 (2014).
  26. J. Antoniadis, P. Arumugam, S. Arumugam, S. Babak, M. Bagchi, A. S. Bak Nielsen, C. G. Bassa, A. Bathula et al. (EPTA, InPTA Collaborations), Astron. Astrophys. 690, A118 (2024).
  27. K. Furusawa, S. Kuroyanagi, and K. Ichiki, Mon. Not. R. Astron. Soc. 543, 1010 (2025).
  28. K. Aggarwal, Z. Arzoumanian, P. T. Baker, A. Brazier, M. R. Brinson, P. R. Brook, S. Burke-Spolaor, S. Chatterjee, J. M. Cordes, N. J. Cornish et al., Astrophys. J. 880, 116 (2019).
  29. S. J. Chamberlin, J. D. E. Creighton, X. Siemens, P. Demorest, J. Ellis, L. R. Price, and J. D. Romano, Phys. Rev. D 91, 044048 (2015).
  30. S. J. Vigeland, K. Islo, S. R. Taylor, and J. A. Ellis, Phys. Rev. D 98, 044003 (2018).
  31. M. F. Alam, Z. Arzoumanian, P. T. Baker, H. Blumer, K. E. Bohler, A. Brazier, P. R. Brook, S. Burke-Spolaor, K. Caballero, R. S. Camuccio et al., Astrophys. J. Suppl. Ser. 252, 4 (2021).
  32. R. S. Lynch, J. Phys. Conf. Ser. 610, 012017 (2015).
  33. H. Wahlquist, Gen. Relativ. Gravit. 19, 1101 (1987).
  34. K. J. Lee, N. Wex, M. Kramer, B. W. Stappers, C. G. Bassa, G. H. Janssen, R. Karuppusamy, and R. Smits, Mon. Not. R. Astron. Soc. 414, 3251 (2011).
  35. V. Corbin and N. J. Cornish, arXiv:1008.1782.
  36. R. W. Hellings and G. S. Downs, Astrophys. J. Lett. 265, L39 (1983).
  37. S. R. Taylor, E. A. Huerta, J. R. Gair, and S. T. McWilliams, Astrophys. J. 817, 70 (2016).
  38. P. Jaranowski and A. Królak, Phys. Rev. D 61, 062001 (2000).
  39. J. Bradbury, R. Frostig, P. Hawkins, M. J. Johnson, C. Leary, D. Maclaurin, G. Necula, A. Paszke, J. VanderPlas, S. Wanderman-Milne et al., jax: Composable transformations of python+numpy programs (2018), URL http://github.com/google/jax.
  40. J. A. Ellis, M. Vallisneri, S. R. Taylor, and P. T. Baker, ENTERPRISE: Enhanced Numerical Toolbox Enabling a Robust PulsaR Inference SuitE, Zenodo (2020).
  41. S. R. Taylor, P. T. Baker, J. S. Hazboun, J. Simon, and S. J. Vigeland, enterprise_extensions (2021), v2.3.3, URL https://github.com/nanograv/enterprise_extensions.
  42. J. Ellis and R. van Haasteren, jellis18/ptmcmcsampler: Official release (2017), URL 10.5281/zenodo.1037579.
  43. G. Agazie, M. F. Alam, A. Anumarlapudi, A. M. Archibald, Z. Arzoumanian, P. T. Baker, L. Blecha, V. Bonidie, A. Brazier, P. R. Brook et al., Astrophys. J. Lett. 951, L9 (2023).
  44. M. Vallisneri, P. M. Meyers, K. Chatziioannou, and A. J. K. Chua, Phys. Rev. D 108, 123007 (2023).
  45. J. S. Hazboun, J. Simon, J. Baier, B. Larsen, D. J. Oliver, P. T. Baker, B. Bécsy, S. Chen, A. Diaz Hernandez, J. A. Ellis et al., arXiv:2511.22597.
  46. L. Lentati, R. M. Shannon, W. A. Coles, J. P. W. Verbiest, R. van Haasteren, J. A. Ellis, R. N. Caballero, R. N. Manchester, Z. Arzoumanian, S. Babak et al., Mon. Not. R. Astron. Soc. 458, 2161 (2016).
  47. D. J. Reardon, A. Zic, R. M. Shannon, V. Di Marco, G. B. Hobbs, A. Kapur, M. E. Lower, R. Mandow, H. Middleton, M. T. Miles et al., Astrophys. J. Lett. 951, L7 (2023).
  48. B. Larsen, C. M. F. Mingarelli, J. S. Hazboun, A. Chalumeau, D. C. Good, J. Simon, G. Agazie, A. Anumarlapudi, A. M. Archibald, Z. Arzoumanian et al., Astrophys. J. 972, 49 (2024).

Outline

Information

Sign In to Your Journals Account

Filter

Filter

Article Lookup

Enter a citation