Prediction of the Dst index from solar wind parameters by a neural network method

Journal of the Communications Research Laboratory

Volumn 49, Issue 4, 2002, Pages 69-85

  Watanabe, Shigeaki ^a   Sagawa, Eiichi ^a   Ohtaka, Kazuhiro ^a   Shimazu, Hironori ^a  

^a Applied Research and Standards Div   (Japan)

Author keywords

Dst prediction; Neural network; Ring current; Solar wind; Space weather

Indexed keywords

ASTRONOMY; ATMOSPHERIC DENSITY; EARTH (PLANET); GEOMAGNETISM; MAGNETOMETERS; NEURAL NETWORKS; SPACECRAFT; STORMS; VELOCITY; WEATHER FORECASTING; WIND;

ELMAN-TYPE NEURAL NETWORK TECHNIQUE; RING CURRENT; SOLAR WIND; SPACE WEATHER;

SOLAR RADIATION;

EID: 1442338329     PISSN: 09149260     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (18)

1. Akasofu, S.-I., "Predicting Geomagnetic Storms as a Space Weather Project", Geophys. Monogr. Ser., 125, edited by P. Song, H. J. Singer, G. L. Siscoe, AGU Washington DC, 329-337, 2001.
2. Blanchard, G. T., and R. L. McPherron, "A bimodal representation of the response function relating the solar wind electric field to the AL index", in Solar-Terrestrial Prediction Proc., vol. 2, pp. 479-486, U. S. Dept. of Commerce, Boulder, Colo., 1992.
3. Burton, R. K., R. L. McPherron, and C. T. Russel, "An empirical relationship between interplanetary conditions and Dst", J. Geophys. Res. 80, 4204-4214, 1975.
4. Crooker, N. U., G. L. Siscoe, C. T. Russell, and E. J. Smith, "Factors controlling degree of correlation between ISEE 1 and ISEE 3 interplanetary magnetic field measurements", J. Geophys. Res. 87, 2224-2230, 1982.
5. Ebihara, Y., and M. Ejiri, "Modeling of solar wind control of the ring current buildup: A case study of the magnetic storms in April 1997", Geophys. Res. Let. 25, 3751-3754, 1998.
6. Ebihara, Y., and M. Ejiri, "Simulation study on fundamental properties of the storm-time ring current", J. Geophys. Res. 105, 15843-15859, 2000.
7. Elman, J. L., "Finding structure in time", Cognitive Sci. 14, 179, 1990.
8. Feldstein, Y. L., "Modeling of the magnetic field of magnetospheric ring current as a function of interplanetary medium parameters", Space Sci. Rev., 59, 83-165, 1992.
9. Klimas, A. J., D. Vassiliadis, and D. N. Baker, "Data-derived analogues of the magnetospheric dynamics", J. Geophys. Res. 102, 26993-27009, 1997.
10. Klimas, A. J., D. Vassilliadis, and D. N. Baker, "Dst index prediction using data-derived analogues of the magnetospheric dynamics", J. Geophys. Res. 103, 20435-20447, 1998.
11. Kugblenu, S., S. Taguchi, and T. Okuzawa, "Prediction of the geomagnetic storm associated Dst index using an artificial NN algorithm", Earth Planet Sci., 51, 307-313, 1999.
12. Iyemori, T., H. Maeda, and T. Kamei, "Impulse response of geomagnetic indices to interplanetary magnetic field", J. Geomagn. Geoelectr. 31, 1-9, 1979.
13. Lundstedt, H., and P. Wintoft, "Prediction of geomagnetic storms from solar wind data with the use of a neural network", Ann. Geophys. 12, 19-24, 1994.
14. O'Brien T. P., and R. L. McPherron, "An empirical phase space analysis of ring current dynamics: Solar wind control of injection and decay", J. Geophys. Res. 105, 7707-7719, 2000.
15. Paularena, K. I., G. N. Zastenker, A. J. Lazarus, and P. A. Dalin, "Solar wind plasma correlations between IMP 8, INTERBALL-1, and WIND", J. Geophys. Res. 103, 14601-14617, 1998.
16. Richardson, J. D., F. Dashevskiy, and K. I. Paularena, "Solar wind plasma correlations between L1 and Earth", J. Geophys. Res. 103, 14619-14629, 1998.
17. Wu, J.-G., and H. Lundstedt, "Geomagnetic storm predictions from solar wind data with the use of dynamic neural networks", J. Geophys. Res. 102, 14255-14268, 1997a.
18. Wu, J.-G., and H. Lundstedt, "Neural network modeling of solar wind- magnetosphere interaction", J. Geophys. Res. 102, 14457-14466, 1997b.