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Climate change impact assessment on flow regime by incorporating spatial correlation and scenario uncertainty

机译:通过纳入空间相关性和情景不确定性来评估气候变化对流态的影响

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摘要

Flooding risk is increasing in many parts of the world and may worsen under climate change conditions. The accuracy of predicting flooding risk relies on reasonable projection of meteorological data (especially rainfall) at the local scale. The current statistical downscaling approaches face the difficulty of projecting multi-site climate information for future conditions while conserving spatial information. This study presents a combined Long Ashton Research Station Weather Generator (LARS-WG) stochastic weather generator and multi-site rainfall simulator RainSim (CLWRS) approach to investigate flow regimes under future conditions in the Kootenay Watershed, Canada. To understand the uncertainty effect stemming from different scenarios, the climate output is fed into a hydrologic model. The results showed different variation trends of annual peak flows (in 2080-2099) based on different climate change scenarios and demonstrated that the hydrological impact would be driven by the interaction between snowmelt and peak flows. The proposed CLWRS approach is useful where there is a need for projection of potential climate change scenarios.
机译:在世界许多地方,洪灾风险正在增加,在气候变化条件下可能会加剧。预测洪水风险的准确性取决于当地尺度上气象数据(尤其是降雨)的合理预测。当前的统计缩减方法面临着在保存空间信息的同时为未来条件预测多站点气候信息的困难。这项研究提出了结合使用Long Ashton研究站天气生成器(LARS-WG)随机天气生成器和多站点降雨模拟器RainSim(CLWRS)方法来研究加拿大Kootenay流域未来状况下的水流状况。为了了解来自不同场景的不确定性影响,将气候输出输入到水文模型中。结果表明,根据不同的气候变化情景,年峰值流量(在2080-2099年)会有不同的变化趋势,并表明水文影响将由融雪和峰值流量之间的相互作用驱动。拟议的CLWRS方法在需要预测潜在气候变化情景时非常有用。

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  • 来源
    《Theoretical and applied climatology》 |2017年第2期|607-622|共16页
  • 作者

    Vallam P.; Qin X. S.;

  • 作者单位

    Nanyang Technol Univ, Sch Civil & Environm Engn, 50 Nanyang Ave, Singapore 639798, Singapore;

    Nanyang Technol Univ, Sch Civil & Environm Engn, 50 Nanyang Ave, Singapore 639798, Singapore|Nanyang Technol Univ, NEWRI, EPMC, 1 Cleantech Loop, Singapore 637141, Singapore;

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