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Replication of ecologically relevant hydrological indicators following a modified covariance approach to hydrological model parameterization

机译:改进的协方差方法对水文模型参数化后生态相关水文指标的复制

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Hydrological models can be used to assess the impact of hydrologic alteration on the river ecosystem. However, there are considerable limitations and uncertainties associated with the replication of ecologically relevant hydrological indicators. Vogel and Sankarasubramanian's 2003 (Water Resources Research) covariance approach to model evaluation and parameterization represents a shift away from algorithmic model calibration with traditional performance measures (objective functions). Using the covariance structures of the observed input and simulated output time series, it is possible to assess whether the selected hydrological model is able to capture the relevant underlying processes. From this plausible parameter space, the region of parameter space which best captures (replicates) the characteristics of a hydrological indicator may be identified. In this study, a modified covariance approach is applied to five hydrologically diverse case study catchments with a view to replicating a suite of ecologically relevant hydrological indicators identified through catchment-specific hydroecological models. The identification of the plausible parameter space (here n approximate to 20) is based on the statistical importance of these indicators. Evaluation is with respect to performance and consistency across each catchment, parameter set, and the 40 ecologically relevant hydrological indicators considered. Timing and rate of change indicators are the best and worst replicated respectively. Relative to previous studies, an overall improvement in consistency is observed. This study represents an important advancement towards the robust application of hydrological models for ecological flow studies.
机译:水文模型可用于评估水文改变对河流生态系统的影响。然而,与生态相关水文指标的复制有相当大的限制和不确定性。 Vogel和Sankarasubramanian的2003年(水资源研究)模型评估和参数化的协方差方法代表了与传统性能措施(客观函数)的算法模型校准的转变。使用观察到的输入和模拟输出时间序列的协方差结构,可以评估所选择的水文模型是否能够捕获相关的底层过程。从这个合理的参数空间,可以识别最佳捕获(重复)水文指示器特性的参数空间区域。在这项研究中,改进的协方差方法适用于五种水文多样性案例研究集水区,以复制通过集水综合的水学模型确定的生态相关水文指标套件。识别合理的参数空间(此处n近似为20)是基于这些指标的统计重要性。评估是关于每个集水区,参数集的性能和一致性,以及考虑的40个生态相关水文指标。变化指标的时间和变化率分别是最好的,最糟糕的复制。相对于先前的研究,观察到一致性的总体改善。本研究代表了生态流动研究水文模型稳健应用的重要进步。

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