空间和时间离散化模式如何以及在多大程度上影响基于gis的水文建模?

Honglin Zhu, Qiming Zhou
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引用次数: 1

摘要

空间和时间离散化模式的证明是数值水文模型发展的关键步骤。目前面临的挑战是如何平衡算法带来的误差和不确定性,以及计算单元划分增加带来的质量计算。因此,有必要在数据有效性和可用性的约束下,研究一种既能充分体现空间异质性特征,又能保持足够高计算效率的适当离散化方案。本文提出了一个采用不同时空离散化模式的数值水文模型。结果表明,随着网格尺寸的细化,运行时间增加了一个数量级。结果还表明,离散化模式对不同的水文过程有不同的影响。对于入渗过程,时空分辨率的影响与土壤类型有关;径流过程中,径流量受影响较小,但径流时间受影响较大。然而,建立一个标准化的方法来优化不同模式和环境情景下的时空分辨率范围,仍然是一个挑战,也是未来的研究方向。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
How and to what extent does the spatial and temporal discretization schema affect GIS-based hydrological modelling?
The justification of the spatial and temporal discretization schema is a critical step in the development of numerical hydrological models. Currently, the challenge remains in balancing the error and uncertainty induced by the algorithm and the mass calculation caused by the increase of the division of computational units. Thus, it is necessary to investigate an appropriate discretization scheme, which not only adequately represents the spatial heterogeneity characteristics, but also maintains a sufficiently high computational efficiency, with the constraints of the data validity and availability. This poster paper proposed a numerical hydrological model using different spatial and temporal discretization schema. Results show that the running time revealed an increase by an order of magnitude with the refinement of the grid size. The results also show that that the discretization schema impose various influences on different hydrological processes. For the infiltration process, the effect of the spatial and temporal resolution depend on the soil type; for the runoff process, the amount of the runoff was less affected but the time to runoff was significantly influenced. Establishing a standardized method to optimize the range of the spatial-temporal resolution for different the models and environmental scenarios, however, still remains challenge and is the future investigations.
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