Neural network prediction of relativistic electrons at geosynchronous orbit during the storm recovery phase: effects of recurring substorms

被引:42
|
作者
Fukata, M
Taguchi, S [1 ]
Okuzawa, T
Obara, T
机构
[1] Univ Electrocommun, Dept Informat & Commun Engn, Chofu, Tokyo 1828585, Japan
[2] Commun Res Labs, Koganei, Tokyo 1848795, Japan
关键词
magnetospheric physics; energetic particles; trapped; magnetospheric configuration and dynamics; storms and substorms;
D O I
10.5194/angeo-20-947-2002
中图分类号
P1 [天文学];
学科分类号
0704 ;
摘要
During the recovery phase of geomagnetic storms, the flux of relativistic (> 2 MeV) electrons at geosynchronous orbits is enhanced. This enhancement reaches a level that can cause devastating damage to instruments on satellites. To predict these temporal variations, we have developed neural network models that predict the flux for the period 1-12h ahead. The electron-flux data obtained during storms, from the Space Environment Monitor on board a Geostationary Meteorological Satellite, were used to construct the model. Various combinations of the input parameters AL, SigmaAL, D-st and SigmaD(st) were tested (where Sigma denotes the summation from the time of the minimum D-st). It was found that the model, including SigmaAL as one of the input parameters, can provide some measure of relativistic electron-flux prediction at geosynchronous orbit during the recovery phase. We suo-est from this result that the relativistic electron-flux enhancement during the recovery phase is associated with recurring substorms after D-st minimum and their accumulation effect.
引用
收藏
页码:947 / 951
页数:5
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