研究气候变化对一个数据稀缺的小河流流域干旱的影响

IF 2.7 4区 环境科学与生态学 Q2 WATER RESOURCES
F. Wambura
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引用次数: 0

摘要

本研究利用气候研究单位(CRU)的数据集和CORDEX非洲框架的六个区域气候模型(RCM),重点研究气候变化对坦桑尼亚恩登布拉河小流域干旱特征的影响。RCM模拟根据CRU数据进行了验证,并在使用随机森林回归估计系综模拟时使用了它们的乐观(RCP 2.6)和最坏情况(RCP 8.5)情景。集合模拟用于计算标准化的降水蒸发蒸腾指数,该指数表征了近期、中期和远期的干旱。最后,将温度和降水变化的模式和趋势与干旱特征的变化模式和趋势进行了比较。这些发现揭示了随机对照模型的巨大不确定性,尽管它们的组合相当好地再现了流域的历史气候。在乐观的情况下,预计降水量将略有减少,最高气温将小幅上升。因此,预计本世纪干旱强度将略有上升,但仍将保持温和。这些变化预计在不久的将来会比在遥远的将来更加明显。在最坏的情况下,预计变化将更加明显,尤其是在本世纪末。这些见解对于加强集水区对气候变化的适应至关重要。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Investigating the influences of climate change on drought in a small data-scarce river catchment
This study focuses on the influences of climate change on drought characteristics in the small, data-scarce Ndembera River catchment in Tanzania, using the Climatic Research Unit (CRU) datasets and six regional climate models (RCMs) of the CORDEX-Africa framework. The RCM simulations were validated against the CRU data, and their optimistic (RCP 2.6) and worst-case (RCP 8.5) scenarios were used in estimating ensemble simulations using the random forest regression. The ensemble simulations were used to compute standardized precipitation evapotranspiration indices, which characterized drought for the near-future, mid-future, and far-future. Finally, patterns and trends of changes in temperature and precipitation were compared to those in drought characteristics. The findings revealed substantial uncertainty in RCMs, although their ensembles fairly reproduced the historical climate in the catchment. Under the optimistic scenario, a slight decrease in precipitation and a small increase in maximum temperature are projected. Consequently, drought intensity is projected to rise just slightly but remain moderate throughout this century. These changes are expected to be more pronounced during the near-future than the far-future. Under the worst-case scenario, the projected changes are expected to be more pronounced, especially during the end of the century. These sorts of insights are vital for enhancing adaptations to climate change in catchments.
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来源期刊
CiteScore
4.80
自引率
10.70%
发文量
168
审稿时长
>12 weeks
期刊介绍: Journal of Water and Climate Change publishes refereed research and practitioner papers on all aspects of water science, technology, management and innovation in response to climate change, with emphasis on reduction of energy usage.
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