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Radio holographic filtering, error estimation, and quality control of radio occultation data

机译:无线电全息滤波,误差估计和无线电掩星数据的质量控制

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摘要

Processing of radio occultation data requires filtering and quality control for the noise reduction and sorting out corrupted data samples. We introduce a radio holographic filtering algorithm based on the synthesis of canonical transform (CT2) and radio holographic focused synthesized aperture (RHFSA) methods. The field in the CT2-transformed space is divided by a reference signal to subtract the regular phase variation and to compress the spectrum. Next, it is convolved with a Gaussian filter window and multiplied by the reference signal to restore the phase variation. This algorithm is simple to implement, and it is numerically efficient. Numerical simulation of processing radio occultations with a realistic receiver noise indicates a good performance of the method. We introduce a new technique of the error estimation of retrieved bending angle profiles based on the width of the running spectra of the transformed wavefield multiplied with the reference signal. We describe a quality control method for the discrimination of corrupted samples in the L2 channel, which is most susceptible to signal tracking errors. We apply the quality control and error estimation techniques for the processing of data acquired by Challenging Minisatellite Payload (CHAMP) and perform a statistical comparison of CHAMP data with the analyses of the German Weather Service (DWD). The statistical analysis shows a good agreement between the CHAMP and DWD error estimates and the observed CHAMP–DWD differences. This corroborates the efficiency of the proposed quality control and error estimation techniques.
机译:无线电掩星数据的处理需要过滤和质量控制以降低噪声并挑选出损坏的数据样本。我们介绍了一种基于规范变换(CT2)合成和放射性全息聚焦合成孔径(RHFSA)方法的放射性全息滤波算法。 CT2变换空间中的场被参考信号除以减去规则的相位变化并压缩频谱。接下来,将其与高斯滤波器窗口卷积并乘以参考信号以恢复相位变化。该算法易于实现,并且在数值上有效。用真实的接收器噪声处理无线电掩星的数值模拟表明该方法的良好性能。我们引入了一种新技术,该技术基于变换波场的运行频谱的宽度乘以参考信号的宽度来估计检索到的弯曲角度轮廓的误差。我们描述了一种质量控制方法,用于区分最易受信号跟踪错误影响的L2通道中损坏的样本。我们将质量控制和错误估计技术用于处理具有挑战性的微型卫星有效载荷(CHAMP)所获取的数据,并对CHAMP数据与德国气象局(DWD)的分析进行统计比较。统计分析表明,在CHAMP和DWD误差估计与观察到的CHAMP-DWD差异之间有很好的一致性。这证实了所提出的质量控制和误差估计技术的效率。

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