Effects of model complexity on karst catchment runoff modeling for flood warning systems

IF 3.1 Q2 GEOSCIENCES, MULTIDISCIPLINARY
Paul Knöll , Ferry Schiperski , Antonia Roesrath , Traugott Scheytt
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Abstract

Severe flood events are deemed more frequent in the near future with a changing climate. Headwater catchments, especially when karstified, exhibit a pronounced susceptibility to swift and substantial responses to precipitation events, leading to flooding. In this study, a karstified headwater catchment in SW Germany is investigated, focusing on gaining insights into the key processes controlling its discharge behavior. Intensive fieldwork was conducted and a variety of field data were collected and analyzed to determine the general system behavior during low flow and flood events. Field insights reveal a groundwater borne streamflow generation with a subsurface catchment largely differing from the surface catchment. Episodic and sporadic springs were identified as crucial contributors to stream flow generation.
The study was undertaken to evaluate the viability of simulating streamflow for flood warning using a lumped modeling approach at a sub-daily temporal scale, since lumped models are widely used for karst spring discharge modeling. Based on field data observations, a comparative analysis of different model structures was undertaken, aiming at assessing the required degree of model complexity for representing catchment runoff generation as well as the relevant system features and properties. In order to find an adequate model structure, a total of 21 models with varying degree of complexity were set up and run. Both, subsurface and surface catchment limits were considered. Results show that the hydrograph of the whole catchment can be represented by a rather simple lumped model in the present case under two prerequisites: (1) input needs to represent the groundwater catchment emphasizing the groundwater borne nature of flow and (2) the models need to allow for direct runoff, as the sporadic springs observed in the field contribute significant discharge to streamflow during flood events. It is revealed that it seems valid to start modeling with a relatively simple storage model as long as key processes in the catchment are represented. The general feasibility of such a simple modeling approach in this complex catchment encourages its feasibility in other headwater catchments.
模型复杂性对洪水预警系统岩溶集水区径流建模的影响
随着气候的变化,在不久的将来,严重的洪水事件会更加频繁。溪流集水区,尤其是岩溶化的溪流集水区,很容易对降水事件做出迅速而强烈的反应,从而导致洪水泛滥。本研究调查了德国西南部的一个岩溶化溪流集水区,重点是了解控制其排放行为的关键过程。研究人员进行了深入的实地考察,收集并分析了各种实地数据,以确定低流量和洪水事件期间的总体系统行为。实地考察结果表明,溪流产生于地下水,地下集水区与地表集水区大不相同。由于岩溶泉水排放模型中广泛使用了叠加模型,该研究旨在评估在亚日时间尺度上使用叠加模型模拟用于洪水预警的可行性。在实地数据观测的基础上,对不同的模型结构进行了比较分析,目的是评估模型的复杂程度,以反映集水区径流的产生以及相关的系统特征和特性。为了找到合适的模型结构,共建立并运行了 21 个复杂程度不同的模型。其中既考虑了地下集水区,也考虑了地表集水区。结果表明,在目前的情况下,整个集水区的水文图可以用一个相当简单的集合模型来表示,但有两个前提条件:(1)输入需要代表地下水集水区,强调水流的地下水性质;(2)模型需要允许直接径流,因为在实地观察到的零星泉水在洪水事件期间会对河水造成很大的排放。研究表明,只要能体现集水区的关键过程,从相对简单的蓄水模型开始建模似乎是可行的。这种简单的建模方法在这一复杂集水区的普遍可行性鼓励了其在其他上游集水区的可行性。
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来源期刊
Journal of Hydrology X
Journal of Hydrology X Environmental Science-Water Science and Technology
CiteScore
7.00
自引率
2.50%
发文量
20
审稿时长
25 weeks
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