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基于Holt指数平滑模型的Klobuchar模型精化
引用本文:刘立龙,陈军,黄良珂,吴丕团,秦旭元,蔡成辉.基于Holt指数平滑模型的Klobuchar模型精化[J].武汉大学学报(信息科学版),2018,43(4):599-604.
作者姓名:刘立龙  陈军  黄良珂  吴丕团  秦旭元  蔡成辉
作者单位:1.桂林理工大学测绘地理信息学院, 广西 桂林, 541004
基金项目:国家自然科学基金41664002国家自然科学基金41704027广西自然科学基金2017GXNSFBA198139广西自然科学基金2017GXNSFDA198016广西空间信息与测绘重点实验室16-380-25-01广西空间信息与测绘重点实验室15-140-07-19
摘    要:利用IGS(International GNSS Service)中心提供的中、低纬度地区平静期、活跃期观测数据,通过Klobuchar模型与双频观测模型解算电离层总电子含量(total electron content,TEC)值。采用Holt指数平滑模型对每个历元前6 d两种模型差值进行1 d预测,利用预测所得差值对Klobuchar模型第7 d的TEC值进行改进。实验结果表明,无论在电离层活跃期还是平静期,改进模型改正效果比基本模型有显著提升,改进模型能更好地反映电离层变化特性,尤其是夜间电离层变化特性。

关 键 词:Klobuchar    Holt指数平滑    VTEC    电离层    时间序列
收稿时间:2016-09-20

A Sophisticated Klobuchar Model Based on the Holt Exponential Smoothing Model
Institution:1.College of Geomatics and Geoinformation, Guilin University of Technology, Guilin 541004, China2.Guangxi Key Laboratory of Spatial Information and Geomatics, Guilin 541004, China
Abstract:We use Klobuchar model and Dual-frequency observation model to calculate TEC values with the data provided by IGS center over low-latitude and mid-latitude areas in ionospheric quiet period and active period. Then improve 7th day's TEC values calculate by Klobuchar model with the difference values come from the forecast difference values in each epoch of the preceeding 6 days between Klobuchar model and Dual-frequency observation model by the Holt exponential smoothing model. The experiment results show that the correction effect of improved model has a significant improvement than the basic model no matter whether it is in in ionospheric quiet period or active period. In addition, the improved model can better reflect the ionospheric changing characteristics, especially the night ionospheric changing characteristics.
Keywords:
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