经典卡尔曼滤波技术在NeQuick模型多数据类型同化中的应用

IF 4.3 3区 材料科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC ACS Applied Electronic Materials Pub Date : 2022-03-07 DOI:10.1051/swsc/2022006
Patrick Mungufeni, Y. Migoya-Orué, M. Tshimangadzo, G. Omondi
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引用次数: 1

摘要

本研究试图利用经典卡尔曼滤波技术将各种来源的总电子含量(TEC)数据吸收到NeQuick模型中,以改进对韩国及邻近地区电离层电子密度剖面的估计。采用逐次校正方法将给定地点TEC数据同化的效果扩散到其他缺乏TEC观测值的地区。为了揭示同化结果模拟了地磁风暴期间电离层的复杂变化,选取的研究日数包括了2015年安静(Kp≤3)和扰动地磁条件。结果表明,同化来自地面GPS接收机的TEC数据可使NeQuick模型估算电离层参数的均方根误差(RMSE)提高≥56%。通过吸收离子探空仪测得的TEC数据,RMSE提高了50%。通过COSMIC射电掩星技术对TEC观测进行同化,结果显示RMSE提高了10%。对近地轨道卫星GPS接收机测得的TEC数据进行同化,得到RMSE退化的结果。这种结果可能是由于接收器在移动平台上,而这些动力学可能在TEC计算期间没有考虑到,或者是同化过程的限制。我们的同化结果与欧洲轨道确定中心(CODE)处理的全球电离层TEC数据图的验证表明,两者都描绘了相似的TEC变化,显示出对地磁风暴的响应。
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Application of Classical Kalman filtering technique in assimilation of multiple data types to NeQuick model
This study attempts to improve estimation of ionospheric electron density profiles over Korea and adjacent areas by employing classical Kalman filtering technique to assimilate Total Electron Content (TEC) data from various sources into the NeQuick model. Successive corrections method was applied to spread the effect of TEC data assimilation at a given location to others that lacked TEC observations. In order to reveal that the assimilation results emulate the complex ionospheric changes during geomagnetic storms, the selected study days included both quiet (Kp ≤ 3) and disturbed geomagnetic conditions in the year 2015. The results showed that assimilation of TEC data derived from ground-based GPS receivers can improve the root mean squared error (RMSE) associated with the NeQuick model estimation of ionospheric parameters by ≥ 56 %. The improvement of RMSE achieved by assimilating TEC data that were measured using ionosondes was ~50 %. The assimilation of TEC observations made by the COSMIC radio occultation technique yielded results that depicted RMSE improvement of > 10 %. The assimilation of TEC data measured by GPS receiver onboard Low Earth Orbiting satellites yielded results that revealed deterioration of RMSE. This outcome might be due to either the fact that the receivers are on moving platforms and these dynamics might have not been accounted for during TEC computation or limitation of the assimilation process. Validation of our assimilation results with global ionosphere TEC data maps as processed at the center for orbit determination in Europe (CODE) revealed that both depicted similar TEC changes, showing response to a geomagnetic storm.
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CiteScore
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自引率
4.30%
发文量
567
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