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Global prediction of the vertical total electron content of the ionosphere based on GPS data

机译:基于Gps数据的电离层垂直总电子含量的全局预测

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摘要

Although vertical total electron content (VTEC) forecasting is still an open subject of research, the use of predictions of the ionospheric state at a scale of several days is an area of increased interest. A global VTEC forecast product for two days ahead, which is based exclusively on actual Global Positioning System (GPS) data, has been developed in the frame of the International Global Navigation Satellite Systems (GNSS) Service (IGS) Ionospheric Working Group (IGS Iono‐WG). The UPC ionospheric VTEC prediction\udmodel is based on the Discrete Cosine Transform (DCT), which is widely used in image compression (for instance, in JPEG format). Additionally, a linear regression module is used to forecast the time evolution of each of the DCT coefficients. The use of the DCT coefficients is justified because they represent global features of the whole twodimensional VTEC map/image. Also, one can therefore introduce prior information affecting the VTEC, for instance, smoothness or the distribution of relevant features in different directions. For this purpose, the use of a long time series of final/rapid UPC VTEC maps is required. Currently, the UPC Predicted product is being automatically generated in test mode and is made available through the main IGS server for public access. This product is also used to generate two days ahead preliminary combined IGS Predicted product. Finally, the results presented in this work suggest that the two days ahead UPC Predicted product could become an official IGS product in the near future.
机译:尽管垂直总电子含量(VTEC)预测仍然是一个开放的研究课题,但在几天之内使用电离层状态的预测仍是引起人们关注的领域。在国际全球导航卫星系统(GNSS)服务(IGS)电离层工作组(IGS Iono)的框架下,已开发出仅基于实际全球定位系统(GPS)数据的未来两天的全球VTEC预测产品。 -WG)。 UPC电离层VTEC预测\ udmodel基于离散余弦变换(DCT),该离散余弦变换已广泛用于图像压缩(例如JPEG格式)。另外,线性回归模块用于预测每个DCT系数的时间演变。 DCT系数的使用是合理的,因为它们代表了整个二维VTEC映射/图像的全局特征。同样,因此,可以引入影响VTEC的先验信息,例如,平滑度或相关特征在不同方向上的分布。为此,需要使用较长时间的最终/快速UPC VTEC贴图序列。当前,UPC Predicted产品正在测试模式下自动生成,并且可通过IGS主服务器提供以供公众访问。该产品还用于提前两天生成初步组合的IGS预测产品。最后,这项工作提出的结果表明,UPC Predicted产品提前两天可以在不久的将来成为IGS的正式产品。

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