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Radar-raingauge data combination techniques: A revision and analysis of their suitability for urban hydrology

机译:雷达雨量计数据组合技术:对城市水文学适用性的修订和分析

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摘要

The applicability of the operational radar and raingauge networks for urban hydrology is insufficient. Radar rainfall estimates provide a good description of the spatiotemporal variability of rainfall; however, their accuracy is in general insufficient. It is therefore necessary to adjust radar measurements using raingauge data, which provide accurate point rainfall information. Several gauge-based radar rainfall adjustment techniques have been developed and mainly applied at coarser spatial and temporal scales; however, their suitability for small-scale urban hydrology is seldom explored. In this paper a review of gauge-based adjustment techniques is first provided. After that, two techniques, respectively based upon the ideas of mean bias reduction and error variance minimisation, were selected and tested using as case study an urban catchment (~8.65 km~2) in North-East London. The radar rainfall estimates of four historical events (2010-2012) were adjusted using in situ raingauge estimates and the adjusted rainfall fields were applied to the hydraulic model of the study area. The results show that both techniques can effectively reduce mean bias; however, the technique based upon error variance minimisation can in general better reproduce the spatial and temporal variability of rainfall, which proved to have a significant impact on the subsequent hydraulic outputs. This suggests that error variance minimisation based methods may be more appropriate for urban-scale hydrological applications.
机译:业务雷达和雨量计网络在城市水文学中的适用性不足。雷达降雨估计值很好地描述了降雨的时空变化;但是,它们的准确性通常不足。因此,有必要使用雨量计数据来调整雷达的测量结果,以提供准确的点雨量信息。已经开发了几种基于量规的雷达降雨调节技术,这些技术主要应用于较粗糙的时空尺度。但是,很少探讨它们对小型城市水文学的适用性。本文首先对基于量规的调整技术进行了综述。之后,分别基于均值偏差减小和误差方差最小化的思想选择了两种技术,并以伦敦东北部的一个城市集水区(〜8.65 km〜2)为例进行了测试。使用原位雨量计估计值对四个历史事件(2010-2012年)的雷达雨量估计值进行了调整,并将调整后的降雨场应用于研究区域的水力模型。结果表明,两种方法均可以有效降低均值偏差。但是,基于误差方差最小化的技术通常可以更好地再现降雨的时空变化,事实证明这对随后的水力输出具有重大影响。这表明基于误差方差最小化的方法可能更适合于城市规模的水文应用。

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