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Statistical Evaluation of the Latest GPM-Era IMERG and GSMaP Satellite Precipitation Products in the Yellow River Source Region

机译:黄河源区最新GPM-EMERG和GSMAP卫星降水产品的统计评估

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摘要

As the successor of Tropical Rainfall Measuring Mission, Global Precipitation Measurement (GPM) has released a range of satellite-based precipitation products (SPPs). This study conducts a comparative analysis on the quality of the integrated multisatellite retrievals for GPM (IMERG) and global satellite mapping of precipitation (GSMaP) SPPs in the Yellow River source region (YRSR). This research includes the eight latest GPM-era SPPs, namely, IMERG “Early,” “Late,” and “Final” run SPPs (IMERG-E, IMERG-L, and IMERG-F) and GSMaP gauge-adjusted product (GSMaP-Gauge), microwave-infrared reanalyzed product (GSMaP-MVK), near-real-time product (GSMaP-NRT), near-real-time product with gauge-based adjustment (GSMaP-Gauge-NRT), and real-time product (GSMaP-NOW). In addition, the IMERG SPPs were compared with GSMaP SPPs at multiple spatiotemporal scales. Results indicate that among the three IMERG SPPs, IMERG-F exhibited the lowest systematic errors and the best quality, followed by IMERG-E and IMERG-L. IMERG-E and IMERG-L underestimated the occurrences of light-rain events but overestimated the moderate and heavy rain events. For GSMaP SPPs, GSMaP-Gauge presented the best performance in terms of various statistical metrics, followed by GSMaP-Gauge-NRT. GSMaP-MVK and GSMaP-NRT remarkably overestimated total precipitation, and GSMaP-NOW showed an evident underestimation. By comparing the performances of IMERG and GSMaP SPPs, GSMaP-Gauge-NRT provided the best precipitation estimates among all real-time and near-real-time SPPs. For post-real-time SPPs, GSMaP-Gauge presented the highest capability at the daily scale, and IMERG-F slightly outperformed the other SPPs at the monthly scale. This study is one of the earliest studies focusing on the quality of the latest IMERG and GSMaP SPPs. The findings of this study provide SPP developers with valuable information on the quality of the latest GPM-era SPPs in YRSR and help SPP researchers to refine the precipitation retrieving algorithms to improve the applicability of SPPs.
机译:作为热带降雨测量任务的继承者,全球降水测量(GPM)已释放出一系列基于卫星沉淀产品(SPP)。该研究对黄河源区(YRSR)中的GPM(IMERC)和沉淀(GSMAP)SPP的全球卫星测绘的全球卫星测绘进行了比较分析(YRSR)。本研究包括八个最新的GPM-ERA SPP,即imerg“早期”,“晚期”和“最终”运行SPP(IMERG-E,IMERG-L和IMERG-F)和GSMAP仪表调整的产品(GSMAP - 答案),微波 - 红外线重型产品(GSMAP-MVK),近实时产品(GSMAP-NRT),近实时产品,具有基于仪表的调整(GSMAP-Gauge-NRT)和实时产品(GSMAP-NOW)。此外,将Imerc SPP与多个时空秤的GSMap SPP进行比较。结果表明,在三个IMERC SPP中,IMERG-F表现出最低系统误差和最佳质量,其次是IMERG-E和IMERG-L。 imerc-e和imerc-l低估了明暗赛事的发生,但高估了中等和大雨事件。对于GSMap SPP,GSMAP-GAUGE在各种统计指标方面提出了最佳性能,其次是GSMAP-Gauge-NRT。 GSMAP-MVK和GSMAP-NRT显着高估了总降水,GSMap-现在显示出明显的低估。通过比较IMERG和GSMAP SPP的性能,GSMAP-GAUGE-NRT在所有实时和近实时SPP中提供了最佳降水估计。对于实时SPP,GSMAP-GAUGE在日常比例下呈现最高的能力,IMERG-F以每月刻度略高于其他SPP。本研究是重点的最早研究之一,重点是最新的IMERG和GSMAP SPP的质量。本研究的结果为SPP开发人员提供了有关YRSR中最新GPM-ERA SPP的质量的有价值信息,并帮助SPP研究人员改进降水检索算法,以提高SPP的适用性。

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