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Hydrological modeling of the Peruvian–Ecuadorian Amazon Basin using GPM-IMERG satellite-based precipitation dataset

机译:利用GPM-IMERG卫星降水数据集对秘鲁-厄瓜多尔亚马逊流域进行水文模拟

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In the last two decades, rainfall estimates provided by the Tropical Rainfall Measurement Mission (TRMM) have proven applicable in hydrological studies. The Global Precipitation Measurement (GPM) mission, which provides the new generation of rainfall estimates, is now considered a global successor to TRMM. The usefulness of GPM data in hydrological applications, however, has not yet been evaluated over the Andean and Amazonian regions. This study uses GPM data provided by the Integrated Multi-satellite Retrievals (IMERG) (product/final run) as input to a distributed hydrological model for the Amazon Basin of Peru and Ecuador for a 16-month period (from March 2014 to June 2015) when all datasets are available. TRMM products (TMPA V7 and TMPA RT datasets) and a gridded precipitation dataset processed from observed rainfall are used for comparison. The results indicate that precipitation data derived from GPM-IMERG correspond more closely to TMPA V7 than TMPA RT datasets, but both GPM-IMERG and TMPA V7 precipitation data tend to overestimate, compared to observed rainfall (by 11.1 and 15.7?%, respectively). In general, GPM-IMERG, TMPA V7 and TMPA RT correlate with observed rainfall, with a similar number of rain events correctly detected (?~??20?%). Statistical analysis of modeled streamflows indicates that GPM-IMERG is as useful as TMPA V7 or TMPA RT datasets in southern regions (Ucayali Basin). GPM-IMERG, TMPA V7 and TMPA RT do not properly simulate streamflows in northern regions (Mara?ón and Napo basins), probably because of the lack of adequate rainfall estimates in northern Peru and the Ecuadorian Amazon.
机译:在过去的二十年中,热带雨量测量团(TRMM)提供的雨量估算已被证明可用于水文研究。提供新一代降雨估算的全球降水量测量(GPM)任务现已被视为TRMM的全球继任者。但是,尚未在安第斯和亚马孙地区评估GPM数据在水文应用中的有用性。本研究使用综合多卫星检索(IMERG)(产品/最终运行)提供的GPM数据作为秘鲁和厄瓜多尔亚马逊河流域16个月期间(2014年3月至2015年6月)分布式水文模型的输入)(所有数据集均可用)。使用TRMM产品(TMPA V7和TMPA RT数据集)和根据观测到的降雨处理的网格化降水数据集进行比较。结果表明,相比于TMPA RT数据集,来自GPM-IMERG的降水数据与TMPA V7的对应关系更紧密,但是与观测到的降水相比,GPM-IMERG和TMPA V7的降水数据都倾向于高估(分别为11.1%和15.7%)。 。总的来说,GPM-IMERG,TMPA V7和TMPA RT与观测到的降雨相关,正确检测到的降雨事件数量相似(?〜?? 20 %%)。对建模流的统计分析表明,GPM-IMERG与南部地区(乌卡亚利盆地)的TMPA V7或TMPA RT数据集一样有用。 GPM-IMERG,TMPA V7和TMPA RT无法正确模拟北部地区(马拉隆和那坡盆地)的水流,这可能是因为秘鲁北部和厄瓜多尔亚马逊地区缺乏足够的降雨估计。

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