论文标题

伊比利亚半岛北部的宏观水文模型的综合灵敏度分析

Integrated sensitivity analysis of a macroscale hydrologic model in the north of the Iberian Peninsula

论文作者

Yeste, Patricio, Ojeda, Matilde García-Valdecasas, Gámiz-Fortis, Sonia R., Castro-Díez, Yolanda, Esteban-Parra, María Jesús

论文摘要

基于过程的水文模型允许确定盆地的行为,从而提供了控制流量生成的径流机制基础的水文过程的数学描述。这项研究的重点是在31个巨大的浸润能力(VIC)模型的宏观应用上,该模型属于位于伊比利亚半岛的Duero River Basin的31个源水管subwatersheds,这是三部分的方法:(1)VIC模型对所有Subwatersheds的VIC模型的校准和验证; (2)关于选择用于校准的土壤参数的综合敏感性分析,以及(3)评估等式性和校准算法的效率。使用洗牌复合进化算法以计算有效的方式,校准和验证过程以计算有效的方式显示了大多数子水管的良好结果。通过标准化回归系数法获得了灵敏度度量,该方法是通过针对每个子水的蒙特卡洛模拟的后期制作的。这允许量化水平衡成分对所选参数的敏感性,以校准和了解它们之间的强依赖性。对等式假设的最终评估表明,使用校准算法计算出许多具有最佳性能的参数样本。对于几乎所有分析的亚波德斯,校准算法都会有效,达到最佳拟合度。蒙特卡洛模拟和校准算法的使用都将引起VIC模型在其他河流盆地中的其他可行应用。

Process-based hydrologic models allow to identify the behavior of a basin providing a mathematical description of the hydrologic processes underlying the runoff mechanisms that govern the streamflow generation. This study focuses on a macroscale application of the Variable Infiltration Capacity (VIC) model over 31 headwater subwatersheds belonging to the Duero River Basin, located in the Iberian Peninsula, through a three-part approach: (1) the calibration and validation of the VIC model for all the subwatersheds; (2) an integrated sensitivity analysis concerning the soil parameters chosen for the calibration, and (3) an assessment of equifinality and the efficiency of the calibration algorithm. The calibration and validation processes showed good results for most of the subwatersheds in a computationally efficient way using the Shuffled-Complex-Evolution algorithm. The sensitivity measures were obtained with the Standardized Regression Coefficients method through a post-process of the outputs of a Monte Carlo simulation carried out for 10 000 parameter samples for each subwatershed. This allowed to quantify the sensitivity of the water balance components to the selected parameters for the calibration and understanding the strong dependencies between them. The final assessment of the equifinality hypothesis manifested that there are many parameter samples with performances as good as the optimum, calculated using the calibration algorithm. For almost all the analyzed subwatersheds the calibration algorithm resulted efficient, reaching the optimal fit. Both the Monte Carlo simulation and the use of a calibration algorithm will be of interest for other feasible applications of the VIC model in other river basins.

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