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Uncertainty contributions to low-flow projections in Austria

机译:奥地利低流量预测的不确定性贡献

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The main objective of the paper is to understand the contributions to the uncertainty in low-flow projections resulting from hydrological model uncertainty and climate projection uncertainty. Model uncertainty is quantified by different parameterisations of a conceptual semi-distributed hydrologic model (TUWmodel) using 11 objective functions in three different decades (1976–1986, 1987–1997, 1998–2008), which allows for disentangling the effect of the objective function-related uncertainty and temporal stability of model parameters. Climate projection uncertainty is quantified by four future climate scenarios (ECHAM5-A1B, A2, B1 and HADCM3-A1B) using a delta change approach. The approach is tested for 262 basins in Austria. brbr The results indicate that the seasonality of the low-flow regime is an important factor affecting the performance of model calibration in the reference period and the uncertainty of iQ/isub95/sub low-flow projections in the future period. In Austria, the range of simulated iQ/isub95/sub in the reference period is larger in basins with a summer low-flow regime than in basins with a winter low-flow regime. The accuracy of simulated iQ/isub95/sub may result in a range of up to 60 % depending on the decade used for calibration. brbr The low-flow projections of Qsub95/sub show an increase of low flows in the Alps, typically in the range of 10–30?% and a decrease in the south-eastern part of Austria mostly in the range −5 to −20?% for the climate change projected for the future period 2021–2050, relative the reference period 1978–2007. The change in seasonality varies between scenarios, but there is a tendency for earlier low flows in the northern Alps and later low flows in eastern Austria. The total uncertainty of iQ/isub95/sub projections is the largest in basins with a winter low-flow regime and, in some basins the range of iQ/isub95/sub projections exceeds 60 %. In basins with summer low flows, the total uncertainty is mostly less than 20 %. The ANOVA assessment of the relative contribution of the three main variance components (i.e. climate scenario, decade used for model calibration and calibration variant representing different objective function) to the low-flow projection uncertainty shows that in basins with summer low flows climate scenarios contribute more than 75 % to the total projection uncertainty. In basins with a winter low-flow regime, the median contribution of climate scenario, decade and objective function is 29, 13 and 13 %, respectively. The implications of the uncertainties identified in this paper for water resource management are discussed.
机译:本文的主要目的是了解水文模型不确定性和气候预估不确定性对低流量预估不确定性的贡献。通过在三个不同的十年(1976-1986年,1987-1997年,1998年-2008年)中使用11个目标函数,通过概念性半分布式水文模型(TUWmodel)的不同参数化来量化模型不确定性,这可以使目标函数的作用得以分解。相关的不确定性和模型参数的时间稳定性。使用三角洲变化方法,通过四种未来气候情景(ECHAM5-A1B,A2,B1和HADCM3-A1B)对气候预测不确定性进行了量化。该方法已在奥地利的262个盆地中进行了测试。 结果表明,低流量方案的季节性是影响模型在基准期内的性能和 Q 95 不确定性的重要因素。 sub>未来时期的低流量预测。在奥地利,在参考期内模拟的 Q 95 的范围在夏季低流量状态的盆地中要大于冬季低流量状态的盆地。根据校准所用的十年,模拟的 Q 95 的精度可能高达60%。 Q 95 的低流量预测表明,阿尔卑斯山的低流量增加,通常在10-30%的范围内,而东南部的流量减少相对于参考期1978-2007,奥地利对未来2021-2050年的气候变化的预测大多在5%至-20%的范围内。季节性变化在不同情况下有所不同,但北阿尔卑斯山较早的流量较低,而奥地利东部较晚的流量较低。 Q 95 投影的总不确定性在冬季低流量状态的盆地中最大,在某些盆地中, Q < sub> 95 预测超过60%。在夏季流量低的盆地,总的不确定性通常小于20%。对三个主要方差成分(即气候情景,用于模型校准的十年以及代表不同目标函数的校准变量)的相对贡献的ANOVA评估对低流量投影不确定性的影响表明,在夏季低流量盆地中,气候情景的贡献更大超过总预测不确定度的75%。在冬季为低流量的盆地中,气候情景,十年和目标函数的中位数贡献分别为29%,13%和13%。讨论了本文确定的不确定性对水资源管理的影响。

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