An improved GNSS remote sensing technique for 3D distribution of tropospheric water vapor

IF 2.3 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES
Ankang Long, Shirong Ye, Pengfei Xia
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Abstract

Water vapor plays an extremely important role in the monitoring and prediction of weather, and GNSS tomography can obtain 3D spatiotemporal change information and reliable water vapor profiles. In this paper, an improved global navigation satellite system (GNSS) tropospheric tomography technique using an ERA5 (the fifth generation ECMWF reanalysis) product is developed. First, the ERA5 product was adopted to analyze the spatiotemporal distribution of water vapor, and a water vapor density threshold defining the top of the tomography was determined; then, the height of the grid top (GT) of different seasons was obtained through linear fitting; finally, the water vapor value between GT and tropopause is constrained using the data of the ERA5 product as the initial value. The new method for using the ERA5 product to determine the height of the GT of the tomographic grid reduces the height of the top layer of the grid and increases the number of effective GNSS rays. Data from nine CORS stations in Hong Kong in 2019 were selected for experiments. The results showed that the new algorithm increased the number of effective satellite signals by 14%. In addition, the ERA5 data, the radiosonde data, and the COSMIC-2 data were used as reference values. The accuracy of the water vapor density obtained by the algorithm was improved by 25%, 17% and 9%, respectively.

Abstract Image

对流层水汽三维分布的改进GNSS遥感技术
水汽在天气监测和预测中发挥着极其重要的作用,GNSS层析成像可以获得三维时空变化信息和可靠的水汽剖面。本文利用ERA5(第五代ECMWF再分析)产品开发了一种改进的全球导航卫星系统(GNSS)对流层层析成像技术。首先,采用ERA5产品分析水蒸气的时空分布,并确定了定义断层扫描顶部的水蒸气密度阈值;然后,通过线性拟合得到不同季节的网格顶部高度;最后,利用ERA5乘积的数据作为初始值来约束GT和对流层顶之间的水蒸气值。使用ERA5产品来确定断层图像网格的GT高度的新方法降低了网格顶层的高度,并增加了有效GNSS射线的数量。选择香港9个CORS站2019年的数据进行实验。结果表明,新算法使有效卫星信号数量增加了14%。此外,ERA5数据、无线电探空仪数据和COSMIC‐2数据被用作参考值。通过该算法获得的水蒸气密度的准确度分别提高了25%、17%和9%。
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来源期刊
Meteorological Applications
Meteorological Applications 地学-气象与大气科学
CiteScore
5.70
自引率
3.70%
发文量
62
审稿时长
>12 weeks
期刊介绍: The aim of Meteorological Applications is to serve the needs of applied meteorologists, forecasters and users of meteorological services by publishing papers on all aspects of meteorological science, including: applications of meteorological, climatological, analytical and forecasting data, and their socio-economic benefits; forecasting, warning and service delivery techniques and methods; weather hazards, their analysis and prediction; performance, verification and value of numerical models and forecasting services; practical applications of ocean and climate models; education and training.
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