技术
全球导航卫星系统应用
电离层
总电子含量
全球定位系统
预警系统
卫星系统
计算机科学
气象学
纬度
遥感
环境科学
地质学
大地测量学
地球物理学
地理
电信
作者
Juebin Dong,Xin Li,Peng Zhou,Xiaoyun Guo,Qingdong Li,Yuankai Li
标识
DOI:10.1109/mlbdbi54094.2021.00028
摘要
Method of Ionospheric total electron content (TEC) forecasting at low latitude areas can help the aircraft which using Global Navigation Satellite System (GNSS) to provide rapid warning of ionospheric anomalies. In this paper, we are going to build a model for TEC forecasting. First, we collect the TEC data at low latitude airport. Then we propose a GBDT-based LightGBM model. The prediction results show that this model can well predict the trend of ionospheric VTECU numerical fluctuation, indicating that it is feasible to early warning ionospheric anomalies.
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