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Prediction of Relativistic Electrons Flux in the Outer Radiation Belt of the Earth Using Adaptive Methods

机译:自适应方法预测地球外辐射带中的相对论电子通量

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Prediction of the time series of relativistic electrons flux in the outer radiation belt of the Earth encounters problems caused by complexity and nonlinearity of the "solar wind—the Earth's magnetosphere" system. This study considers such prediction by the parameters of solar wind and interplanetary magnetic field and by geomagnetic indexes, using different methods, namely, Artificial Neural Network, Group Method of Data Handling and Projection to Latent Structures (also known as Partial Least Squares). Comparison of quality indexes of predictions with horizon from one to twelve hours among each other and with that of trivial model is presented.
机译:地球外辐射带中相对论电子通量的时间序列的预测遇到了“太阳风 - 地球磁层”系统的复杂性和非线性引起的问题。 该研究考虑了太阳风和行星际磁场的参数和地磁索引的这种预测,使用不同的方法,即人工神经网络,数据处理组的组方法和潜在结构的投影(也称为偏最小二乘)。 展示了与彼此之间的一到十二小时的地平线的预测质量指标的比较。

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