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Inter-comparison of daily precipitation products for large-scale hydro-climatic applications over Canada

机译:加拿大大规模水力气候应用的日降水产品的互相比较

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A number of global and regional gridded climate products based on multiple data sources are available that can potentially provide reliable estimates of precipitation for climate and hydrological studies. However, research into the consistency of these products for various regions has been limited and in many cases non-existent. This study inter-compares several gridded precipitation products over 15 terrestrial ecozones in Canada for different seasons. The spatial and temporal variability of the errors (relative to station observations) was quantified over the period of 1979 to 2012 at a 0.5° and daily spatio-temporal resolution. These datasets were assessed in their ability to represent the daily variability of precipitation amounts by four performance measures: percentage of bias, root mean square error, correlation coefficient, and standard deviation ratio. Results showed that most of the datasets were relatively skilful in central Canada. However, they tended to overestimate precipitation amounts in the west and underestimate in the north and east, with the underestimation being particularly dominant in northern Canada (above 60°?N). The global product by WATCH Forcing Data ERA-Interim (WFDEI) augmented by Global Precipitation Climatology Centre (GPCC) data (WFDEI [GPCC]) performed best with respect to different metrics. The Canadian Precipitation Analysis (CaPA) product performed comparably with WFDEI [GPCC]; however, it only provides data starting in 2002. All the datasets performed best in summer, followed by autumn, spring, and winter in order of decreasing quality. Findings from this study can provide guidance to potential users regarding the performance of different precipitation products for a range of geographical regions and time periods.
机译:可提供基于多个数据来源的许多全球和区域网格的气候产品,可以提供可靠的气候降水估计,用于气候和水文研究。然而,对各个地区的这些产品的一致性研究已经有限,并且在许多情况下不存在。本研究与不同季节相互比较了加拿大15棵陆地杂波中的若干网格沉淀产品。在0.5°和日常时空分辨率下,在1979年至2012期间量化误差(相对于站观察)的空间和时间可变性。这些数据集在他们代表降水量的日常变异的能力中评估了四种性能措施:偏差的百分比,根均方误差,相关系数和标准偏差比。结果表明,大多数数据集在加拿大中部相对娴熟。然而,他们倾向于高估在西部的降水量,低估在北部和东部,低估在加拿大北部特别占主导地位(60°以上)。通过监视数据ERA临时(WFDEI)通过全球降水中心(GPCC)数据(GPCC)数据(WFDEI [GPCC])而言,全球产品最适合不同的指标。加拿大沉淀分析(CAPA)产品与WFDEI [GPCC]相当进行;但是,它只提供2002年开始的数据。所有数据集在夏天最佳地表现,其次是秋季,春季和冬季,按照质量降低。本研究的调查结果可以为潜在用户提供关于不同降水产品的潜在用户的指导,用于各种地理区域和时间段。

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