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A global algorithm for identifying changing streamflow regimes: application to Canadian natural streams (1966–2010)

机译:识别变化的河流状态的全球算法:在加拿大自然河流中的应用(1966-2010)

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摘要

Climate change affects natural streamflow regimes globally. To assess alterations in streamflow regimes, typically temporal variations in one or a few streamflow characteristics are taken into account. This approach, however, cannot see simultaneous changes in multiple streamflow characteristics, does not utilize all the available information contained in a streamflow hydrograph, and cannot describe how and to what extent streamflow regimes evolve from one to another. To address these gaps, we conceptualize streamflow regimes as intersecting spectrums that are formed by multiple streamflow characteristics. Accordingly, the changes in a streamflow regime should be diagnosed through gradual, yet continuous changes in an ensemble of streamflow characteristics. To incorporate these key considerations, we propose a generic algorithm to first classify streams into a finite set of intersecting fuzzy clusters. Accordingly, by analyzing how the degrees of membership to each cluster change in a given stream, we quantify shifts from one regime to another. We apply this approach to the data, obtained from 105 natural Canadian streams, during the period of 1966 to 2010. We show that natural streamflow in Canada can be categorized into six regime types, with clear hydrological and geographical distinctions. Analyses of trends in membership values show that alterations in natural streamflow regimes vary among different regions. Having said that, we show that in more than 80  of considered streams, there is a dominant regime shift that can be attributed to simultaneous changes in streamflow characteristics, some of which have remained previously unknown. Our study not only introduces a new globally relevant algorithm for identifying changing streamflow regimes but also provides a fresh look at streamflow alterations in Canada, highlighting complex and multifaceted impacts of climate change on streamflow regimes in cold regions.
机译:气候变化影响着全球的自然溪流状况。为了评估水流状态的变化,通常会考虑一种或几种水流特征的时间变化。然而,这种方法无法看到多个流态特征的同时变化,没有利用流水位线图中包含的所有可用信息,也无法描述流态如何以及在多大程度上从一种演变到另一种流态。为了解决这些差距,我们将流态概念化为由多个流特征形成的交叉光谱。因此,应通过流向特征集合中逐渐但连续的变化来诊断流态的变化。为了结合这些关键考虑因素,我们提出了一种通用算法,首先将流分类为一组有限的相交模糊聚类。因此,通过分析给定流中每个集群的成员程度如何变化,我们量化了从一个制度到另一个制度的转变。我们将这种方法应用于 1966 年至 2010 年期间从 105 条加拿大自然溪流中获得的数据。我们表明,加拿大的自然溪流可分为六种制度类型,具有明显的水文和地理区别。对成员值趋势的分析表明,自然径流状况的变化在不同区域之间有所不同。话虽如此,我们表明,在超过80%的考虑溪流中,存在一种占主导地位的制度转变,这可归因于溪流特征的同时变化,其中一些以前仍然未知。我们的研究不仅引入了一种新的全球相关算法来识别不断变化的流量状况,而且还为加拿大的溪流变化提供了新的视角,突出了气候变化对寒冷地区溪流状况的复杂和多方面的影响。

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