- Open Access
- Access by Xinjiang University
New model for long-term forecasting of galactic cosmic rays
Phys. Rev. D 114, 063005 – Published 3 September, 2026
DOI: https://doi.org/10.1103/npfk-lwy9
Abstract
The modulation of Galactic cosmic rays, driven by the evolution of the heliospheric magnetic field, strongly influences the intensity of cosmic rays reaching near-Earth space. Characterizing this process is crucial both for advancing our understanding of cosmic-ray transport and for assessing radiation exposure and related hazards in space environments. Here we present a newly developed forecasting framework built on a numerical description of charged particle transport in the heliosphere and its dependence on solar activity, designed for the long-term forecasting of Galactic cosmic-ray fluxes. It solves a one-dimensional, spherically symmetric form of the Parker transport equation, including diffusion, solar-wind advection, and adiabatic energy losses. The model has been validated using multispecies flux measurements from space-based experiments: PAMELA, AMS-02, and ACE. Its strategy is based on Hilbert-Huang transform filtering and cross-correlation between delayed solar proxies and effective model parameters. Our charge-sign- and rigidity-dependent parametric description of the diffusion-advection processes yields good overall agreement with the data, as shown by the reconstruction uncertainty. The robustness of this approach is validated across a broad set of multichannel datasets covering different particle species, energy ranges, and phases of solar activity, supporting its applicability to space radiation monitoring and forecasting. Furthermore, when coupled with solar-proxy forecasting models, it enables decadal-scale predictions of Galactic cosmic-ray fluxes, thereby supporting long-term planning and radiation-risk assessment for future space missions.
Physics Subject Headings (PhySH)
Article Text
References (89)
- M. Potgieter, Living Rev. Solar Phys. 10, 3 (2013).
- W. Dobney, L. Mols, D. Mistry, K. Tabury, B. Baselet, and S. Baatout, Front. Nucl. Med. 3, 1225034 (2023).
- S. A. Koldobskiy, R. Kähkönen, B. Hofer, N. A. Krivova, G. A. Kovaltsov, and I. G. Usoskin, Sol. Phys. 297, 38 (2022).
- Y. Wang, J. Guo, G. Li, E. Roussos, and J. Zhao, Astrophys. J. 928, 157 (2022).
- G. Romoli et al., Sensors 23, 3559 (2023).
- W. C. de Wet, T. C. Slaba, F. Rahmanifard, J. K. Wilson, A. P. Jordan, L. W. Townsend, N. A. Schwadron, and H. E. Spence, Life Sci. Space Res. 26, 149 (2020).
- A. C. Cummings, E. C. Stone, B. C. Heikkila, N. Lal, W. R. Webber, G. Jóhannesson, I. V. Moskalenko, E. Orlando, and T. A. Porter, Astrophys. J. 831, 18 (2016).
- A. C. Cummings, I. V. Moskalenko, B. C. Heikkila, G. Jóhannesson, and T. A. Porter, Astrophys. J. 993, 81 (2025).
- P. Kühl, R. Gómez-Herrero, and B. Heber, Sol. Phys. 291, 965 (2016).
- Y. Shikaze et al. (BESS Collaboration), in 28th International Cosmic Ray Conference (Universal Academy Press, Inc., Tokyo, Japan, 2003), pp. 4027–4030.
- K. Abe et al., Astrophys. J. 822, 65 (2016).
- O. Adriani et al., Phys. Rep. 544, 323 (2014).
- E. C. Stone et al., Space Sci. Rev. 86, 285 (1998).
- M. Aguilar et al. (AMS Collaboration), Phys. Rev. Lett. 110, 141102 (2013).
- N. Tomassetti, F. Barão, B. Bertucci, E. Fiandrini, and M. Orcinha, Adv. Space Res. 64, 2477 (2019).
- I. Cholis, D. Hooper, and T. Linden, Phys. Rev. D 93, 043016 (2016).
- C.-R. Zhu and M.-J. Wang, Astrophys. J. 980, 116 (2025).
- C. Corti, V. Bindi, C. Consolandi, and K. Whitman, Astrophys. J. 829, 8 (2016).
- C. Corti, M. S. Potgieter, V. Bindi, C. Consolandi, C. Light, M. Palermo, and A. Popkow, Astrophys. J. 871, 253 (2019).
- D. Bisschoff, M. S. Potgieter, and O. P. M. Aslam, Astrophys. J. 878, 59 (2019).
- D. Pelosi, F. Barão, B. Bertucci, F. Faldi, E. Fiandrini, A. Reina Conde, M. Orcinha, and N. Tomassetti, Adv. Space Res. 76, 5700 (2025).
- M. J. Boschini, G. Cavallotto, S. Della Torre, M. Gervasi, G. La Vacca, P. G. Rancoita, and M. Tacconi, Adv. Space Res. 74, 4302 (2024).
- X. Song, X. Luo, M. S. Potgieter, X. Liu, and Z. Geng, Astrophys. J. Suppl. Ser. 257, 48 (2021).
- J. G. A. Guzmán, V. Florinski, G. Tóth, S. Sharma, B. van der Holst, and M. Opher, Astrophys. J. Suppl. Ser. 272, 46 (2024).
- E. Fiandrini, N. Tomassetti, B. Bertucci, F. Donnini, M. Graziani, B. Khiali, and A. Reina Conde, Phys. Rev. D 104, 023012 (2021).
- N. Tomassetti, M. Orcinha, F. Barão, and B. Bertucci, Astrophys. J. Lett. 849, L32 (2017).
- G. Cavallotto, S. D. Torre, G. L. Vacca, and M. Gervasi, in 2025 33rd Euromicro International Conference on Parallel, Distributed, and Network-Based Processing (PDP) (IEEE, Piscataway, NJ, 2025), pp. 420–427.
- W. Liu, J. Guo, Y. Wang, and T. C. Slaba, Astrophys. J. Suppl. Ser. 271, 18 (2024).
- K. Whitman, J. W. Norbury, K. Lee, T. C. Slaba, and F. F. Badavi, Life Sci. Space Res. 22, 76 (2019).
- E. Parker, Planet. Space Sci. 13, 9 (1965).
- H. Moraal, Space Sci. Rev. 176, 299 (2011).
- J. R. Jokipii, Astrophys. J. 146, 480 (1966).
- N. E. Engelbrecht, A. Vogt, K. Herbst, R. Du Toit Strauss, and R. A. Burger, Astrophys. J. 929, 8 (2022).
- N. E. Engelbrecht, F. Effenberger, V. Florinski, M. S. Potgieter, D. Ruffolo, R. Chhiber, A. V. Usmanov, J. S. Rankin, and P. L. Els, Space Sci. Rev. 218, 33 (2022).
- A. Shalchi, J. W. Bieber, W. H. Matthaeus, and G. Qin, Astrophys. J. 616, 617 (2004).
- R. A. Burger, M. S. Potgieter, and B. Heber, J. Geophys. Res. 105, 27447 (2000).
- J. W. Bieber, W. H. Matthaeus, C. W. Smith, W. Wanner, M.-B. Kallenrode, and G. Wibberenz, Astrophys. J. 420, 294 (1994).
- M. J. Boschini, S. Della Torre, M. Gervasi, G. La Vacca, and P. G. Rancoita, Adv. Space Res. 64, 2459 (2019).
- M. D. Ngobeni, O. P. M. Aslam, D. Bisschoff, M. S. Potgieter, D. C. Ndiitwani, M. Boezio, N. Marcelli, R. Munini, V. V. Mikhailov, and S. A. Koldobskiy, Astrophys. Space Sci. 365, 182 (2020).
- C. Corti, P. Sadowski, N. Nikonov, M. Potgieter, and V. Bindi, in Proceedings of 38th International Cosmic Ray Conference—PoS(ICRC2023) (Sissa Medialab, Trieste, Italy, 2023), p. 1283.
- J. R. Jokipii, E. H. Levy, and W. B. Hubbard, Astrophys. J. 213, 861 (1977).
- M. S. Potgieter, Adv. Space Res. 60, 848 (2017).
- A. R. Liddle, Mon. Not. R. Astron. Soc. 351, L49 (2004).
- W. Godłowski and M. Szydłowski, Phys. Lett. B 623, 10 (2005).
- G. Schwarz, Ann. Stat. 6, 461 (1978).
- M. Aguilar et al. (AMS Collaboration), Phys. Rev. Lett. 127, 271102 (2021).
- O. Adriani et al., Astrophys. J. 765, 91 (2013).
- M. Martucci et al., Astrophys. J. Lett. 854, L2 (2018).
- M. J. Boschini, S. D. Torre, M. Gervasi, D. Grandi, G. Jóhannesson, G. L. Vacca, N. Masi, I. V. Moskalenko, S. Pensotti, T. A. Porter, L. Quadrani, P. G. Rancoita, D. Rozza, and M. Tacconi, Astrophys. J. Suppl. Ser. 250, 27 (2020).
- H. Jeffreys, The Theory of Probability, 3rd ed. (Oxford University Press, New York, 1961).
- T. C. Slaba and K. Whitman, Space Weather 18, e2020SW002456 (2020).
- N. Tomassetti, B. Bertucci, E. Fiandrini, and B. Khiali, Galaxies 13, 23 (2025).
- X. Sun, J. T. Hoeksema, Y. Liu, and J. Zhao, Astrophys. J. 798, 114 (2015).
- O. P. M. Aslam, D. MacTaggart, R. Battiston, M. S. Potgieter, and M. D. Ngobeni, Astrophys. J. 981, 174 (2025).
- N. E. Huang, Z. Shen, S. R. Long, M. C. Wu, H. H. Shih, Q. Zheng, N.-C. Yen, C. C. Tung, and H. H. Liu, Proc. R. Soc. A 454, 903 (1998).
- Y.-Y. Sun, C.-H. Chen, J.-Y. Liu, C.-H. Wang, and D.-L. Chen, J. Geophys. Res Atmos. 120, 1670 (2015).
- R. Reda, L. Giovannelli, and T. Alberti, Sol. Phys. 299, 105 (2024).
- B. Boashash, Proc. IEEE 80, 520 (1992).
- B. Wang, X.-J. Bi, K. Fang, S.-J. Lin, and P.-F. Yin, Phys. Rev. D 100, 063006 (2019).
- N. Tomassetti, B. Bertucci, and E. Fiandrini, Phys. Rev. D 106, 103022 (2022).
- Y. Shikaze et al., Astropart. Phys. 28, 154 (2007).
- E. Seo et al., Adv. Space Res. 26, 1831 (2000).
- N. Marcelli et al., Astrophys. J. 893, 145 (2020).
- N. Marcelli et al., Astrophys. J. Lett. 925, L24 (2022).
- M. Aguilar et al., Phys. Rev. Lett. 134, 051001 (2025).
- L. Narici, M. Casolino, L. Di Fino, M. Larosa, O. Larsson, P. Picozza, and V. Zaconte, Radiation Measurements 47, 1030 (2012).
- M. Naito and S. Kodaira, Sci. Rep. 12, 13617 (2022).
- V. Penza, F. Berrilli, L. Bertello, M. Cantoresi, and S. Criscuoli, Astrophys. J. Lett. 922, L12 (2021).
- S. W. McIntosh, S. Chapman, R. J. Leamon, R. Egeland, and N. W. Watkins, Sol. Phys. 295, 163 (2020).
- T. Asikainen and M. J. Mantere, J. Space Weather Space Clim. 13, 25 (2023).
- N. Larsen, A. Mishev, and I. Usoskin, J. Geophys. Res. 128, e2022JA031061 (2023).
- D. Smart and M. Shea, Adv. Space Res. 14, 787 (1994).
- A. C. Fraser-Smith, Rev. Geophys. 25, 1 (1987).
- ICRP, Assessment of Radiation Exposure of Astronauts in Space. ICRP Publication 123 (Elsevier, New York, 2013), Vol. 42.
- ICRP, 1990 Recommendations of the International Commission on Radiological Protection. ICRP Publication 60 (Pergamon Press, New York, 1990), Vol. 21.
- J. H. Adams, IEEE Trans. Nucl. Sci. 30, 4475 (1983).
- J. H. Adams, Jr, L. P. Beahm, and A. J. Tylka, Astrophys. J. 377, 292 (1991).
- M. Orcinha, F. Barão, B. Bertucci, E. Fiandrini, D. Pelosi, and N. Tomassetti, arXiv:2509.11837.
- A. J. Ross, B. Webbon, L. C. Simonsen, and J. W. Wilson, in Shielding Strategies for Human Space Exploration, edited by J. Wilson, J. Miller, A. Konradi, and F. Cucinotta (National Aeronautics and Space Administration), (NASA Conference Publication, Hampton, VA, 1997), p. 3360.
- J. Restier-Verlet, L. El-Nachef, M. L. Ferlazzo, J. Al-Choboq, A. Granzotto, A. Bouchet, and N. Foray, Int. J. Mol. Sci. 22, 3739 (2021).
- M. Shavers, E. Semones, L. Tomi, J. Chen, U. Straube, T. Komiyama, V. Shurshakov, C. Li, and W. Rühm, Z. Med. Phys. 34, 14 (2024).
- National Academies of Sciences, Engineering, and Medicine, Space Radiation and Astronaut Health: Managing and Communicating Cancer Risks (The National Academies Press, Washington, DC, 2021).
- A. M. Frost, M. Owens, A. Macneil, and M. Lockwood, Sol. Phys. 297, 82 (2022).
- V. Eyring, S. Bony, G. A. Meehl, C. A. Senior, B. Stevens, R. J. Stouffer, and K. E. Taylor, Geosci. Model Dev. 9, 1937 (2016).
- K. Golubenko, E. Rozanov, G. Kovaltsov, M. Baroni, T. Sukhodolov, and I. Usoskin, J. Geophys. Res. Space Phys. 129, e2024JA032504 (2024).
- M. Zheng, H. Liu, F. Adolphi, R. Muscheler, Z. Lu, M. Wu, and N. L. Prisle, Geosci. Model Dev. 16, 7037 (2023).
- H. E. Spence, M. J. Golightly, C. J. Joyce, M. D. Looper, N. A. Schwadron, S. S. Smith, L. W. Townsend, J. Wilson, and C. Zeitlin, Space Weather 11, 643 (2013).
- D. Pelosi, M. Orcinha, N. Tomassetti, B. Bertucci, F. Barao, and F. Emanuele, Galactic cosmic ray flux model PgLis, 10.5281/zenodo.19607312 (2026).
- D. Pelosi, F. Barão, B. Bertucci, E. Fiandrini, M. Orcinha, and N. Tomassetti, PgLis: Python package for long-term forecasting of Galactic cosmic rays, 1.0.1 (2026), https://pypi.org/project/pglis/.