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Using response surfaces to estimate impacts of climate change on flood peaks: assessment of uncertainty

机译:使用响应面来估计气候变化对洪峰的影响:评估不确定性

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摘要

The potential impacts of climate change are an increasing focus of research and ever-larger climate projection ensembles are available, making standard impact assessments more onerous. An alternative way of estimating impacts involves response surfaces, which present the change in a given indicator for a large number of plausible climatic changes defined on a regular sensitivity domain. Sets of climate change projections can then be overlaid on the response surface and impacts estimated from the nearest corresponding points of the sensitivity domain, providing a powerful method for fast impact estimation for multiple projections and locations. However, the effect of assumptions necessary for initial response surface development must be assessed. This paper assesses the uncertainty introduced by use of a sensitivity framework for estimating changes in 20-year return period flood peaks in Britain. This sensitivity domain involves mean annual and seasonal precipitation changes, and a number of simplifications were necessary for consistency and to reduce dimensionality. The effect of these is investigated for nine catchments across Britain, representing nine typical response surfaces (response types), using three sets of climate projections. The results show that catchments can have different causes of uncertainty, and some catchments have an overall higher level of uncertainty than others. These differences are compatible with the underlying climatological and hydrological differences between the response types, giving confidence in generalisation of the results. This enables the development of uncertainty allowances by response type, to be used alongside the response surfaces to provide more robust impact estimates.
机译:气候变化的潜在影响日益成为研究的重点,并且有越来越多的气候预测合集,使标准的影响评估更加繁重。估计影响的另一种方法涉及响应面,该响应面在给定指标中针对常规灵敏度域中定义的大量可能的气候变化给出了变化。然后,可以将多组气候变化预测覆盖在响应面上,并从敏感域的最近对应点估算影响,从而为多种预测和位置的快速影响估算提供了一种有力的方法。但是,必须评估初始响应面发展所必需的假设的效果。本文评估了使用敏感性框架引入的不确定性,该敏感性框架用于估计英国20年回归期洪水高峰的变化。此敏感度范围涉及年平均降水量和季节性降水量的变化,为简化一致性并减小维数,必须进行许多简化。使用三组气候预测,对英国九个流域(代表九种典型响应面(响应类型))的影响进行了调查。结果表明,流域的不确定性原因可能不同,某些流域的总体不确定性要高于其他流域。这些差异与响应类型之间潜在的气候和水文差异兼容,从而对结果的概括性充满信心。这使得可以根据响应类型开发不确定性余量,并与响应面一起使用,以提供更可靠的影响估计。

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