Predicting geomagnetic storms from solar-wind data using time-delay neural networks

Annales Geophysicae

Volumn 14, Issue 7, 1996, Pages 679-686

  Gleisner, H ^a   Lundstedt, H ^a   Wintoft, P ^a  

^a LUND UNIVERSITY   (Sweden)

Author keywords

[No Author keywords available]

Indexed keywords

EID: 0010039270     PISSN: 09927689     EISSN: None     Source Type: Journal    
DOI: 10.1007/s00585-996-0679-1     Document Type: Article

References (27)

1. Akasofu, S.-I., Energy coupling between the solar wind and the magnetosphere, Space Sci. Rev., 28, 121-190, 1981.
2. Akasofu, S.-I., and S. Chapman, The ring current, geomagnetic disturbance and the van Allen radiation belts. J. Geophys. Res., 66, 1321-1350, 1961.
3. Bargatze, L. F., D. N. Baker, R. L. McPherron, and E. W. Hones Jr., Magnetospheric impulse response for many levels of geomagnetic activity, J. Geophys. Res., 90, 6387-6394, 1985.
4. st J. Geophys. Res., 80, 4204-4214, 1975.
5. Clauer, C. R., The technique of linear prediction filters applied to studies of solar wind-magnetosphere coupling, in Solar wind-magnetosphere coupling, eds. Y. Kamide and J. A. Slavin, Terra Scientific Publishing. Tokyo 150, Japan, 39-57, 1986.
6. Couzen, D. A., and J. H. King, Interplanetary Medium Data Book Supplement 3 1977-1985, NSSDC/WDC-A-R&S, Goddard Space Flight Center, Greenbelt, MD, 1986.
7. Detman, T. R., W. D. Gonzalez, and A. G. C. Gonzalez, Prediction of the geomagnetic (Dst) index by adaptive filtering of solar-wind data, in Proceedings of the International Workshop on Artificial Intelligence Applications in Solar-Terrestrial Physics, eds. J. Joselyn, H. Lundstedt and J. Trolinger, Lund, Sweden, 1993.
8. Fay, R. A., C. R. Garrity, R. L. McPherron, and L. F. Bargatze, Prediction filters for the Dst index and the polar-cap potential, in Solar wind-magnetosphere coupling, eds. Y. Kamide and J. A Slavin, Terra Scientific Publishing, Tokyo 150, Japan, 111-117, 1986.
9. Feldstein, Y. I., V. YU. Pisarsky, N. M. Runeva, and A. Grafe, Ring-current simulation in connection with interplanetary space conditions, Planet. Space Sci., 32, 975-984, 1984.
10. Freeman, J., and A. Nagai, The magnetospheric specification and forecast model moving from real-time to prediction, in Proceedings of Solar-Terrestrial Workshop in Ottawa May 18-22, 1992, ed. M. A. Shea, NOAA, 1992.
11. Goertz, C. K., L.-H. Shan, and R. A. Smith, Prediction of geomagnetic activity, J. Geophys. Res., 98, 7673-7684, 1993.
12. Gonzalez, W. D., B. T. Tsurutani, A. L. C. Gonzalez, E. J. Smith, F. Tang, and S.-I. Akasofu, Solar wind-magnetosphere coupling during intense magnetic storms (1978 1979), J. Geophys. Res. 94, 8835-8851, 1989.
13. Hertz, J., A. Krogh, and R. Palmer, Introduction to the theory of neural computation, Addision-Wesley, Redwood City, CA 94065, 1991.
14. Iyemori, T., and H. Maeda, Prediction of geomagnetic activities from solar-wind parameters based on the linear prediction theory, in Solar-Terrestrial Predictions Proceedings, Vol. 4, U.S. Dept. of Commerce, Boulder, CO, A-1-A-7, 1980.
15. Iyemori, T., H. Maeda, and T. Kamei, Impulse response of geomagnetic indices to interplanetary magnetic fields, J. Geomagn. Geoelectr., 31, 1-6, 1979.
16. Lundstedt, H., A trained neural network, geomagnetic activity and solar-wind variation, in Proceeding of Solar-Terrestrial Workshop in Ottawa May 18-22, 1992, ed. M. A. Shea, NOAA, 1992a.
17. Lundstedt, H., Neural networks and predictions of solar-terrestrial effects, Planet. Space Sci., 40, 457-464, 1992b.
18. Lundstedt, H., and P. Wintoft, Prediction of geomagnetic storms from solar-wind data with the use of a neural network, Ann. Geophysicae, 12, 19-24, 1994.
19. McPherron, R. L., and G. Rostoker, Comment on "Prediction of geomagnetic activity" by C. K. Goertz, Lin-Hua Shan, and R. A. Smith, J. Geophys. Res., 98, 7685-7686, 1993.
20. McPherron, R. L., D. N. Baker, and R. F. Bargatze, Linear filters as a method of real time prediction of geomagnetic activity, in Solar wind-magnetosphere coupling, eds. Y. Kamide and J. A. Slavin, Terra Scientific Publishing, Tokyo 150, Japan, 85-92, 1986.
21. Ogilvie, K. W., L. F. Burlaga, and T. D. Wilkerson, Plasma observations on Explorer 34. J. Geophys. Res., 73, 6809-6824, 1968.
22. Rostoker, G., and C.-G. Fälthammar, Relationships between changes in the interplanetary magnetic field and variations in the magnetic field at the earth's surface, J. Geophys. Res., 72, 5835-5863, 1967.
23. Rumelhart, D. E., G. Hinton, and R. Williams, Learning representations by back-propagating errors, Nature, 323, 533-536, 1986.
24. Siscoe, G. L., V. Formisano, and A. J. Lazarus, Relation between geomagnetic sudden impulses and solar-wind pressure changes - an experimental investigation, J. Geophys. Res., 73, 4869-4874, 1968.
25. Sugiura, M., Hourly values of equatorial Dst for the IGY, Ann. Int. Geophys. Year, 35, 1964.
26. Vassiliadis, D., A. J. Klimas, D. N. Baker, and D. A. Roberts, A description of the solar wind-magnetosphere coupling based on nonlinear filters, J. Geophys. Res., 100, 3495-3512, 1995.
27. Williams, D. J., The Earth's ring current: causes, generation and decay, Space Sci. Rev., 34, 223-234, 1983.