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TIEGCM集合卡尔曼滤波同化模型设计及初步试验
Alternative TitleTIEGCM Ensemble Kalman Filter Assimilation Model Design and Preliminary Results
张亚楠; 吴小成; 胡雄
Department空间环境部
Source Publication空间科学学报
2017
Volume37Issue:2Pages:168-176
ISSN0254-6124
Language中文
Keyword电离层 数据同化 集合卡尔曼滤波 同时同化
Abstract选择参数化的电离层热层理论模型TIEGCM作为背景模型,基于COSMIC掩星观测的电子密度廓线数据,应用集合卡尔曼滤波方法建立全球电离层电子密度同化模型,实现了全球电离层的电子密度同化.同化结果表明,该同化模型能将观测资料有效同化到背景模式中,获得全球三维电离层电子密度.与背景模式相比,同化得到的电子密度相对于观测值的偏差显著下降.对于有同化和无同化参与的试验,N_mF_2的标准偏差分别降低约60%和20%.此外,分组同化与同时同化的结果对比显示,平均偏差改善基本一致,同时同化后的标准偏差在峰值高度以上略有减小.
Other AbstractBy using the parameterized ionosphere model TIEGCM as the background model, and based on the COSMIC observations, the global ionospheric electron density assimilation model is established using ensemble Kalman filter. Result shows that this model can effectively assimilate the observations into background model and acquire three-dimensional ionospheric electron density. By comparison to the background, the error between analysis and observations decreases significantly. The Root Mean Square Error (RMSE) of N_mF_2 decreases by about 60% for observations with assimilation, and 20% for observations without assimilation. The RMSE of h_mF_2 does not get improvement except for mean error. The results of Simultaneous Assimilation (SA) and Batches Assimilation (BA) are compared for this case. The time that the two methods spend in assimilation is about 6 to 7 minutes, which does not differ very much. SA needs nearly 8 GB storage while BA needs less than 2 GB. The statistic of electron density error shows that they nearly acquire the same mean error, but the SA gets relative better improvement in RMSE above 250 km height.
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Cited Times:1[CSCD]   [CSCD Record]
Document Type期刊论文
Identifierhttp://ir.nssc.ac.cn/handle/122/5828
Collection空间环境部
Recommended Citation
GB/T 7714
张亚楠,吴小成,胡雄. TIEGCM集合卡尔曼滤波同化模型设计及初步试验[J]. 空间科学学报,2017,37(2):168-176.
APA 张亚楠,吴小成,&胡雄.(2017).TIEGCM集合卡尔曼滤波同化模型设计及初步试验.空间科学学报,37(2),168-176.
MLA 张亚楠,et al."TIEGCM集合卡尔曼滤波同化模型设计及初步试验".空间科学学报 37.2(2017):168-176.
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