多源降水产品驱动的喀斯特中小流域日径流模拟OA
Daily runoff simulation in karst small and medium-sized watersheds driven by multi-source precipitation products
资料短缺是山区流域开展水资源开发利用保护面临的重要问题.基于多源数据融合的降水产品具有长序列和高分辨率等优势,将其与水文模型结合是短期内解决上述问题的途径之一.以喀斯特区域的典型中小流域——乌江水系独木河流域为研究对象,以分布式水文模型 SWAT 为载体,以观测数据(OBS)和 3 组降水产品(MSWEP、ERA5、CHM_PRE)为模型驱动,从径流模拟精度的多尺度评价、降水精度与径流精度的一致性特征、参数敏感性特征及合理性3 个维度进行了系统分析.结果表明:① 基于3 组降水产品模拟的日径流精度总体较高,但在雨季5~10 月显著高于非雨季,CHM_PRE 在不同月份表现稳定性更好,综合表现最优,MSWEP 在非雨季表现较差.② 3 组降水产品模拟径流的精度和模拟降水的精度具有较好的一致性,但按照不同降雨等级对比时,径流模拟精度高于降水序列精度,原因是径流受前期水文过程的综合影响,而降水事件相对独立.③ 基于不同降水产品驱动水文模型时,达到显著性水平的参数超过50%维持稳定,均能较好地反映关键水文过程;基于模型优化获得反演参数,其中 OBS 和 CHM_PRE 驱动时参数更加合理.研究成果可为降水产品的优选与融合提供依据,为解决山区水文资料短缺问题提供参考.
Data scarcity is a major challenge for the development,utilization,and protection of water resources in mountainous watersheds.Precipitation products generated via multi-source data fusion offer advantages such as long temporal coverage and high spatial resolution.Coupling these products with hydrological models provides a feasible approach to alleviating this problem in the short term.Taking the typical small and medium-sized watershed of the Dumu River Basin(in the Wujiang River system,karst region)as the study area,a distributed hydrological model SWAT as the modeling tool,and observed data(OBS)together with three precipitation products(MSWEP,ERA5,CHM_PRE)as model drivers,a systematic analysis was conducted from three perspectives:multi-scale evaluation of runoff simulation accuracy,consistency between precipitation accuracy and runoff simula-tion accuracy,and parameter sensitivity characteristics and rationality.The results showed that:① The daily runoff simulations driven by the three precipitation products generally achieved good accuracy,with significantly better performance during the rainy season from May to October than during the non-rainy season.CHM_PRE showed greater stability across different months and a-chieved the best overall performance,whereas MSWEP performed poorly during the non-rainy season.② The runoff simulation accuracy driven by the three precipitation products was generally consistent with the accuracy of the corresponding precipitation series.However,when compared across different precipitation intensity classes,runoff simulation accuracy was higher than precipi-tation series accuracy.This is because runoff is influenced by the integrated effects of antecedent hydrological processes,whereas precipitation events are relatively independent.③ When the hydrological model was driven by different precipitation products,more than 50%of the parameters reaching the significance level remained stable,indicating that all products could reasonably re-present key hydrological processes.Among the inverse parameters from model optimization,those derived from OBS and CHM_PRE forcing were more reasonable.The findings provide a basis for the selection and fusion of precipitation products and offer a reference for addressing the shortage of hydrological data in mountainous regions.
舒远菊;周向阳;陈百炼;雷文娟;肖桂红
贵州大学 喀斯特地质资源与环境教育部重点实验室,贵州 贵阳 550025贵州大学 喀斯特地质资源与环境教育部重点实验室,贵州 贵阳 550025贵州省气象局 贵州省山地环境气候研究所,贵州 贵阳 550002贵州大学 资源与环境工程学院,贵州 贵阳 550025贵州大学 资源与环境工程学院,贵州 贵阳 550025
天文与地球科学
多源降水产品径流模拟精度评价SWAT模型独木河流域喀斯特区域
multi-source precipitation productrunoff simulationaccuracy evaluationSWAT modelDumu River Basinkarst region
《人民长江》 2026 (7)
34-45,12
国家自然科学基金项目(51969006,42165001,42167037)贵州省水利科技经费项目(KT201707)
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