人民长江 ›› 2021, Vol. 52 ›› Issue (3): 46-52.doi: 10.16232/j.cnki.1001-4179.2021.03.008

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目标函数不确定性对流域径流预报效果的影响

夏正兵 ,邱鹏   

  • 出版日期:2021-03-28 发布日期:2021-04-23

Effect of uncertainty of objective function onwatershed runoff forecast

XIA Zhengbing, QIU Peng   

  • Online:2021-03-28 Published:2021-04-23

摘要: 水文模型参数率定过程中,不同的目标函数及其组合将导致不同的径流模拟结果,进而影响到流域水文预报的精度。为此,以湿润区的嘉陵江流域为研究对象,通过设定不同目标函数及其组合方案集,采用多目标优化算法(NSGA-Ⅱ)对模型参数进行优选,并探究了不同目标函数及其组合对模型的模拟精度、不同量级流量和月尺度径流模拟的影响。结果表明:不同目标函数及其组合下,率定期模型的模拟精度均优于验证期的精度,若不考虑水文模拟过程与实测水文过程的吻合程度这一目标函数,将导致径流预报精度较差;同时,不同目标函数及其组合对不同量级的流量和月径流量均会产生重要影响;但总的来说,考虑多目标函数组合的模拟值与实测值之间的相对误差更小,而且明显优于单目标。研究成果可为开展水文预报工作提供参考。

关键词: 径流预报; 目标函数组合; 水文模型; 水资源评估; 嘉陵江流域;

Abstract: In the process of hydrological model parameters calibration, different objective functions and their combinations will lead to different runoff simulation results, which will affect the accuracy of the hydrological forecast of the basin.Therefore, taking the Jialing River Basin in the humid area as the research object and by setting different objective functions and their combination scheme sets, we use multi-objective optimization algorithm(NSGA-II) to optimize their corresponding model parameters, and discuss the effects of different objective functions and their combinations on simulation accuracy of runoff of different magnitude and monthly scale.The results show that under different objective functions and their combinations, the simulations accuracy of calibration periods is better than the validation period.If the objective function that takes charge of agreement degree between the hydrological simulation process and the measured hydrological process is not considered, it will lead to poor model simulation accuracy.At the same time, different objective functions and their combinations will have an important impact on the runoff of different magnitude and monthly runoff.In general, considering the multi-objective function combination could make relative error between simulated value and the measured value smaller, and it is obviously better than the single objective.The research results can provide reference for hydrological forecast.

Key words: runoff forecast; objective function combination; hydrological model; water resources assessment; Jialing River Basin;