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新一代GPM IMERG卫星遥感降水数据在中国南方地区的精度及水文效用评估 被引量:53

Evaluation on the accuracy and hydrological performance of the latest-generation GPM IMERG product over South China
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摘要 新一代GPM(Global Precipitation Measurement)IMERG(Integrated Multi-satellit E Retrievals for GPM)卫星遥感反演降水数据产品提供了覆盖范围更大、精度和时空分辨率更高的新的降水数据来源。本文以北江流域为例,基于高精度融合降水数据产品定量评估了新一代准实时"early-run"和"late-run"IMERG产品(IMERG-E和IMERGL)以及非实时后处理的"final-run"IMERG产品(IMERG-F)的精度,并结合VIC(Variable Infiltration Capacity)分布式水文模型评估了该系列产品的水文效用。结果表明:(1)研究区域内非实时IMERG-F产品有着较高的精度,网格尺度上日尺度相关系数为0.65,相对偏差为5.87%,优于上一代3B42-V7产品,而准实时的IMERG-E及IMERG-L产品的日相关系数则为0.6左右,精度同样令人满意;流域平均尺度上各产品精度均进一步提高;(2)情景I(基于站点观测降雨数据率定模型)的水文模拟结果表明,非实时IMERG-F产品表现出较好的水文效用,纳西效率系数为0.622;准实时的IMERG-E及IMERG-L产品虽总体上表现较差,但在汛期表现较好,说明该产品有应用于短期洪水预报的潜力;(3)情景II(基于3B42-V7数据率定模型)的结果表明,各IMERG产品的水文模拟表现均有显著改善,说明3B42历史数据适合在使用IMERG产品进行水文模拟时用于水文模型率定。 Latest-generation GPM (Global Precipitation Measurement) IMERG (Integrated Multi-satellitE Retrievals for GPM) satellite-based precipitation quantitative estimation products provide a new source of precipitation data. This study evaluates the accuracy and performance of the near-real-time "early run" and "late run" IMERG products (here after IMERG-E and IMERG-L) and the post-real-time "final run" IMERG product (here after IMERG-F) and evaluates the hydrological performance of the three IMERG products with the V1C (Variable Infiltration Capacity) distributed hydrological model during 2014-2016 over the Beijiang River Basin, a mid-size basin in South China. The results show that: (1) The post-real-time IMERG-F product presents acceptable accuracy over the study area, with relatively high daily CC (correlation coefficient) of 0.65 at the gridcell scale, relatively low BIAS (relative bias) of 5.87%, while the accu- racy of the near-real-time IMERG-E and IMERG-L products is relatively poorer but is still satisfactory, with CCs of approximately 0.6; performances of the 3 products are apparently improved at the basin scale. (2) Under the scenario I (VIC model calibrated by gauge data) in the hydrological simulation evaluation, post-real-time IMERG-F product presents satisfactory hydrological performance, with high NSCE (Nash-Sutcliffe Coefficient of Efficiency) of 0.622; by comparison, near-real-time 1MERG-E and IMERG-L present poorer hydrological performance, but perform well specially during the flood season (May to September) of 2015, indicating that the potential for the flood forecasting of the near-real-time IMERG products; (3) Under the scenario II (model recalibrated by the TMPA 3B42-V7 data), hydrological performances of the three IMERG products are all significantly improved, indicating that the 3B42 data is suitable for the model calibration when simulating with the IMERG products.
出处 《水利学报》 EI CSCD 北大核心 2017年第10期1147-1156,共10页 Journal of Hydraulic Engineering
基金 国家自然科学基金项目(51579105 91547202) 广州市科技计划项目(201707010072) 广东省科技计划项目(2017A040405020)
关键词 卫星遥感降水数据 GPM IMERG 水文效用 VIC水文模型 北江流域 satellite-based precipitation product GPM IMERG hydrological utility VIC hydrological model Beijiang River Basin
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