来自商业微波链路的高分辨率降雨地图,用于西非一个数据匮乏的地区

IF 3.1 3区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Journal of Hydrometeorology Pub Date : 2023-08-09 DOI:10.1175/jhm-d-23-0015.1
Moumouni Djibo, C. Chwala, Maximilian Graf, Julius Polz, H. Kunstmann, F. Zougmore
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引用次数: 0

摘要

我们展示了来自布基纳法索瓦加杜古市商业微波链路(CML)数据的高分辨率雨量图。根据沿独特路径的100个cml的数据对降雨量进行了量化,并进行了插值,得到了2020年季风季节5分钟时间和0.55公里空间分辨率的雨量图。现有的处理方法与新开发的过滤方法相结合,最大限度地减少了数据可用性的损失。以五分钟和汇总日比例尺对降雨量图进行定性分析。我们观察到5分钟尺度上的高时空变异性,这是西非任何现有测量基础设施都无法捕捉到的。在定量评估方面,只有一个雨量计可提供每日的分辨率。将测量数据与相应的CML雨量图像素进行比较,结果表明Pearson相关系数超过0.95,对CML雨量图的低估约为10%。由于离量规最近的CML网络对量规位置的地图像元影响最大,我们分几个步骤对量规周围的CML网络进行了综合细化,并重复插值。这些雨量图的性能只有在达到5公里半径和大约一半的cml被删除时才会下降。我们进一步将ERA5和GPM-IMERG数据与雨量计数据进行比较,发现它们的相关性远低于CML雨量图数据。这清楚地突出了CML数据可以在数据稀缺但人口稠密的非洲城市提供的巨大好处。
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High-resolution rainfall maps from commercial microwave links for a data-scarce region in West Africa
We present high-resolution rainfall maps from commercial microwave link (CML) data in the city of Ouagadougou, Burkina Faso. Rainfall was quantified based on data from 100 CMLs along unique paths and interpolated to achieve rainfall maps with a 5-minute temporal and 0.55km spatial resolution for the monsoon season of 2020. Established processing methods were combined with newly developed filtering methods, minimizing the loss of data availability. The rainfall maps were analyzed qualitatively both at a five-minute and aggregated daily scale. We observed high spatio-temporal variability on the five-minute scale which cannot be captured with any existing measurement infrastructure in West Africa. For the quantitative evaluation only one rain gauge with a daily resolution was available. Comparing the gauge data with the corresponding CML rainfall map pixel showed a high agreement with a Pearson correlation coefficient of over 0.95 and an underestimation of the CML rainfall maps of around ten percent. Because the CMLs closest to the gauge have the largest influence on the map pixel at the gauge location, we thinned out the CML network around the rain gauge synthetically in several steps and repeated the interpolation. The performance of these rainfall maps dropped only when a radius of 5 km was reached and around half of all CMLs were removed. We further compared ERA5 and GPM-IMERG data to the rain gauge and found that they show much lower correlation than data from the CML rainfall maps. This clearly highlights the large benefit that CML data can provide in the data scarce but densely populated African cities.
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来源期刊
Journal of Hydrometeorology
Journal of Hydrometeorology 地学-气象与大气科学
CiteScore
7.40
自引率
5.30%
发文量
116
审稿时长
4-8 weeks
期刊介绍: The Journal of Hydrometeorology (JHM) (ISSN: 1525-755X; eISSN: 1525-7541) publishes research on modeling, observing, and forecasting processes related to fluxes and storage of water and energy, including interactions with the boundary layer and lower atmosphere, and processes related to precipitation, radiation, and other meteorological inputs.
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