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水力发电学报 ›› 2022, Vol. 41 ›› Issue (8): 63-76.doi: 10.11660/slfdxb.20220807

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日降水场分解的典型解集模型及应用

  

  • 出版日期:2022-08-25 发布日期:2022-08-25

Typical disaggregation models and their application in disaggregating daily precipitation field

  • Online:2022-08-25 Published:2022-08-25

摘要: 高时空分辨率的降水数据对汇流时间短的城市流域及小流域的连续水文模拟而言至关重要。本文采用单站点、区域及多站点三种典型解集模型对南京及其周边地区9个气象站1983—2012年汛期(5—9月)日降水量进行分解,构建南京地区小时随机降水场;在此基础上,基于多种评估指标(包括统计分布特征、极值分布、空间相关性、日内干湿统计特征等)对三种典型解集模型的模拟性能进行综合评估。结果表明:三种典型解集模型均能很好地模拟南京地区小时降水场的统计分布特征、降水极值及日内干湿统计特征。三种模型中,仅有多站点联合解集模型能重建观测小时降水场的空间相关性,更适合分布式水文模拟。本文的研究成果可为城市地区的降水径流模拟提供参考。

关键词: 降水模拟, 小时降水, 典型解集, 随机抽样, 空间相关性

Abstract: High-resolution precipitation data are crucial for continuous hydrological modelling of the urban and small catchments with a short time of runoff concentration. In this study, we simulate hourly precipitation fields for nine meteorological stations surrounding Nanjing, using three daily-to-subdaily precipitation disaggregation models-i.e. single-site, regional, and multi-site disaggregation models-to disaggregate the daily precipitation data of the flood seasons (May to September) of 1983-2012. To evaluate the performance of these models, we apply multiple performance measures, including distributional statistics, extreme value distribution, spatial correlation, and intra-day wet and dry spell characteristics. Results show all the models give satisfactory simulations of distributional statistics, precipitation extremes, and intra-day wet and dry spell characteristics. Among them, only the multi-site model successfully simulates the spatial correlation of the observed hourly precipitation field, and it is more appropriate for distributed hydrological modelling. The results are useful for urban rainfall-runoff modelling and analysis.

Key words: precipitation simulation, hourly precipitation, typical disaggregation model, stochastic resampling, spatial correlation

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