Climate change effects on sub-daily precipitation in Spain

IF 2.8 3区 环境科学与生态学 Q2 WATER RESOURCES Hydrological Sciences Journal-Journal Des Sciences Hydrologiques Pub Date : 2023-05-19 DOI:10.1080/02626667.2023.2215931
Manuel del Jesus, J. Díez-Sierra
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Abstract

ABSTRACT Sub-daily extreme precipitation events are responsible for flash floods which generate impacts that cannot be analysed using daily precipitation information. In this study, we assess the effects of climate change in sub-daily rainfall statistics for Spain. We downscale daily records to the hourly scale using machine learning techniques, and then update the downscaling predictors to generate the sub-daily rainfall projections. We use the atmospheric climate change projections of the Coordinated Regional Climate Downscaling Experiment (CORDEX) initiative to update the downscaling predictors. We do not observe important differences between climate change scenarios, except in the average amounts of precipitation. Climate change will intensify the most extreme sub-daily events overall, as well as increase the number of dry spells, although some dry climates concentrate most of the effects. The intensification will increase the 100-year return period event, especially in those regions where large variances are observed, making flash floods more intense in the future.
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气候变化对西班牙亚日降水量的影响
次日极端降水事件是山洪暴发的原因,其产生的影响无法使用日降水信息进行分析。在这项研究中,我们评估了气候变化对西班牙亚日降雨量统计的影响。我们使用机器学习技术将日记录降至小时尺度,然后更新降尺度预测器以生成次日降雨量预测。我们使用协调区域气候降尺度实验(CORDEX)倡议的大气气候变化预估来更新降尺度预测因子。除了平均降水量之外,我们没有观察到气候变化情景之间的重要差异。总体而言,气候变化将加剧最极端的次日事件,并增加干旱期的数量,尽管一些干燥气候集中了大部分影响。这种强化将增加百年一遇事件,特别是在观测到较大变异的地区,使山洪在未来更加强烈。
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来源期刊
CiteScore
6.60
自引率
11.40%
发文量
144
审稿时长
9.8 months
期刊介绍: Hydrological Sciences Journal is an international journal focused on hydrology and the relationship of water to atmospheric processes and climate. Hydrological Sciences Journal is the official journal of the International Association of Hydrological Sciences (IAHS). Hydrological Sciences Journal aims to provide a forum for original papers and for the exchange of information and views on significant developments in hydrology worldwide on subjects including: Hydrological cycle and processes Surface water Groundwater Water resource systems and management Geographical factors Earth and atmospheric processes Hydrological extremes and their impact Hydrological Sciences Journal offers a variety of formats for paper submission, including original articles, scientific notes, discussions, and rapid communications.
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