Quantifying ‘realistic’ uncertainty bounds as a part of sound hydrological modelling practice in data scarce regions of southern Africa

IF 4.8 2区 环境科学与生态学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
D.A. Hughes , D. Lawrence
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引用次数: 0

Abstract

This study was based on two premises; the ultimate objective of hydrological modelling is a contribution to sustainable water resources management, and the inherent uncertainties in model results should be realistically quantified. The study uses methods of uncertainty analysis that have been previously applied in the southern Africa region which are based on constraining model outputs using the likely ranges of a set of hydrological indices. One objective was to offer suggestions for sound modelling practice and highlight potential problems. The approach is applied to two case studies where there are very limited streamflow observations. The uncertainty ensemble outputs from the hydrological model are input into a water supply allocation model to assess system performance under different abstraction scenarios. The results are compared with the limited available evidence of system performance and the conclusion is that the uncertainty bands are generally acceptable for future decision making.

量化 "现实的 "不确定性界限,作为南部非洲数据稀缺地区合理水文建模实践的一部分
这项研究基于两个前提:水文模型的最终目标是为可持续水资源管理做出贡献,以及模型结果中固有的不确定性应被现实地量化。这项研究采用了以前在南部非洲地区应用过的不确定性分析方法,这些方法的基础是利用一组水文指数的可能范围对模型输出结果进行约束。目的之一是为合理的建模实践提供建议,并突出潜在的问题。该方法适用于两个案例研究,在这两个案例研究中,水流观测非常有限。将水文模型的不确定性集合输出输入供水分配模型,以评估不同取水方案下的系统性能。将结果与有限的可用系统性能证据进行比较,得出的结论是,不确定性带对于未来决策而言总体上是可以接受的。
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来源期刊
Environmental Modelling & Software
Environmental Modelling & Software 工程技术-工程:环境
CiteScore
9.30
自引率
8.20%
发文量
241
审稿时长
60 days
期刊介绍: Environmental Modelling & Software publishes contributions, in the form of research articles, reviews and short communications, on recent advances in environmental modelling and/or software. The aim is to improve our capacity to represent, understand, predict or manage the behaviour of environmental systems at all practical scales, and to communicate those improvements to a wide scientific and professional audience.
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