Performance Assessment of Multiple Satellite Rainfall Products in the Levant Region

IF 2.5 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES
Fakhry Jayousi, Fiachra O'Loughlin
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引用次数: 0

Abstract

The availability of precipitation data from in situ stations faces various challenges including quality, temporal resolution, irregular spatial distribution, and scarcity in many regions. This is particularly true for the West Bank. Hence, the need to identify alternatives sources is a priority as high quality precipitation estimates are essential for accurate hydrological applications. This study assesses the reliability of four satellite precipitation products (IMERG Final Run, PDIR-Now, CCS-CDR, CMORPH) against 442 in situ rainfall stations across Israel (354) and Palestine (88). These four satellite products, with spatial resolutions ranging from 4 to 10 km, were evaluated at the daily timescale to maximize the number of in situ stations available. The analysis reveals that IMERG outperforms the other products, with a mean R 2 $$ {R}^2 $$ of 0.33 and a Probability of Detection (POD) of 0.7, without any adjustments. The study also examined the influence of elevation on satellite performance, noting that while IMERG consistently excels in most indices, PDIR has lower Mean Absolute Errors at lower elevations. The results highlight a disparity in performance between the Israeli and Palestinian in situ stations. Overall, IMERG emerges as the most reliable satellite-based estimate for the Levant region, proving effective across different elevations, climatic zones, and rainfall intensities.

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黎凡特地区多卫星降雨产品性能评价
来自原位站的降水数据的可用性面临着质量、时间分辨率、不规则空间分布和许多地区的稀缺性等各种挑战。约旦河西岸尤其如此。因此,需要确定替代来源是一个优先事项,因为高质量的降水估计对于准确的水文应用至关重要。本研究评估了四个卫星降水产品(IMERG Final Run, pdr - now, CCS-CDR, CMORPH)在以色列(354)和巴勒斯坦(88)的442个原位雨量站中的可靠性。这四种卫星产品的空间分辨率从4公里到10公里不等,在每日时间尺度上进行评估,以最大限度地增加可用的原位站点数量。分析表明,IMERG优于其他产品,未经任何调整,平均r2 $$ {R}^2 $$为0.33,检测概率(POD)为0.7。该研究还检查了海拔对卫星性能的影响,指出尽管IMERG在大多数指数中始终表现优异,但PDIR在较低海拔处的平均绝对误差较低。结果突出了以色列和巴勒斯坦驻地监测站之间的表现差异。总体而言,IMERG成为黎凡特地区最可靠的卫星估计,证明在不同海拔、气候带和降雨强度下都是有效的。
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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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