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Event-scale power law recession analysis: quantifying methodological uncertainty

机译:事件规模幂律衰退分析:量化方法学不确定性

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The study of single streamflow recession events is receiving increasing attention following the presentation of novel theoretical explanations for the emergence of power law forms of the recession relationship, and drivers of its variability. Individually characterizing streamflow recessions often involves describing the similarities and differences between model parameters fitted to each recession time series. Significant methodological sensitivity has been identified in the fitting and parameterization of models that describe populations of many recessions, but the dependence of estimated model parameters on methodological choices has not been evaluated for event-by-event forms of analysis. Here, we use daily streamflow data from 16 catchments in northern California and southern Oregon to investigate how combinations of commonly used streamflow recession definitions and fitting techniques impact parameter estimates of a widely used power law recession model. Results are relevant to watersheds that are relatively steep, forested, and rain-dominated. The highly seasonal mediterranean climate of northern California and southern Oregon ensures study catchments explore a wide range of recession behaviors and wetness states, ideal for a sensitivity analysis. In such catchments, we show the following: (i)?methodological decisions, including ones that have received little attention in the literature, can impact parameter value estimates and model goodness of fit; (ii)?the central tendencies of event-scale recession parameter probability distributions are largely robust to methodological choices, in the sense that differing methods rank catchments similarly according to the medians of these distributions; (iii)?recession parameter distributions are method-dependent, but roughly catchment-independent, such that changing the choices made about a particular method affects a given parameter in similar ways across most catchments; and (iv)?the observed correlative relationship between the power-law recession scale parameter and catchment antecedent wetness varies depending on recession definition and fitting choices. Considering study results, we recommend a combination of four key methodological decisions to maximize the quality of fitted recession curves, and to minimize bias in the related populations of fitted recession parameters.
机译:在出现关于衰退关系的幂定律形式及其变化性的驱动因素的新颖理论解释之后,对单一水流衰退事件的研究受到越来越多的关注。分别描述流量衰退的特征通常涉及描述适合每个衰退时间序列的模型参数之间的相似性和差异。在描述许多衰退人群的模型的拟合和参数化过程中,已经确定了重要的方法论敏感性,但是尚未针对逐事件分析形式评估估计的模型参数对方法论选择的依赖性。在这里,我们使用来自加利福尼亚北部和俄勒冈南部的16个流域的每日流量数据来调查常用流量衰退定义和拟合技术的组合如何影响广泛使用的幂律衰退模型的参数估计。结果与相对陡峭,森林和雨水为主的流域有关。加利福尼亚州北部和俄勒冈州南部的季节性气候极为旺盛,可确保研究集水区探索各种衰退行为和湿度状态,是进行敏感性分析的理想之选。在这些流域中,我们显示以下内容:(i)方法论决策(包括那些在文献中很少受到关注的决策)会影响参数值估计和模型拟合优度; (ii)在不同的方法根据这些分布的中位数对集水区进行类似排序的意义上,事件尺度衰退参数概率分布的主要趋势在很大程度上对方法选择具有鲁棒性; (iii)经济衰退参数的分布与方法有关,但大致与流域无关,因此改变特定方法的选择会影响大多数流域内给定参数的相似方式; (iv)观察到的幂律衰退尺度参数与流域先行湿度之间的相关关系根据衰退定义和拟合选择而变化。考虑到研究结果,我们建议结合四个关键的方法学决策,以最大化拟合衰退曲线的质量,并最大程度地降低拟合衰退参数的相关群体中的偏差。

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