了解亚利桑那州的地形降水模式:对气候变化的影响

IF 5 2区 地球科学 Q1 WATER RESOURCES
Aida H. Baghanam , Amin Mohebbi
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引用次数: 0

摘要

研究区域本研究的重点是亚利桑那州,包括不同的景观,如高海拔山脉,低海拔沙漠和中间高原。对Baldy、Maricopa、Safford和Workman Creek四个代表性站点的降水数据进行了分析,以反映该地区的气候和地形变化。研究重点:该研究调查了过去三十年的降水模式,特别是地形影响,并预测了气候变化情景下的未来变化。利用统计和机器学习方法,包括用于聚类的自组织地图(SOM),用于趋势分析的Mann-Kendall检验,以及用于降尺度的卷积神经网络和长短期记忆(CNN-LSTM)模型。互信息分析评估了降水和气候预测因子之间的关系。代表性浓度路径(RCP)4.5和RCP8.5下的预估探讨了不同排放路径的影响。过去33年的分析表明,亚利桑那州的年总降水量在统计上没有显著的趋势。尽管如此,在几个地点观测到平均降水和季节模式的明显变化,这可能表明气候变率的新信号。RCP8.5下的气候模式预估表明,降水总体减少,特别是在山区,同时年际变率降低。相反,像马里科帕这样的沙漠地区可能会经历更大的变异性。这些发现强调了本地化水资源规划和适应性策略的重要性,以解决亚利桑那州潜在的气候引起的水文变化。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Understanding orographic precipitation pattern in Arizona: Implications for climate change

Study area

This study focused on Arizona, encompassing diverse landscapes such as high-elevation mountains, low-elevation deserts, and intermediate plateaus. Precipitation data from four representative stations, Baldy, Maricopa, Safford, and Workman Creek, were analyzed to reflect the region’s climatic and topographic variability.

Study Focus

The study investigated precipitation patterns, particularly orographic influences, over the past three decades and projected future changes under climate change scenarios. Statistical and machine learning methods were utilized, including Self-Organizing Maps (SOM) for clustering, the Mann-Kendall test for trend analysis, and a Convolutional Neural Network and Long Short-term Memory (CNN-LSTM) model for downscaling. Mutual information (MI) analysis assessed relationships between precipitation and climatic predictors. Projections under Representative Concentration Pathway (RCP)4.5 and RCP8.5 explored impacts of varying emission pathways.

New hydrological insights for the region

Analysis of the past 33 years showed no statistically significant trends in total annual precipitation across Arizona. Nonetheless, noticeable shifts in mean precipitation and seasonal patterns were observed at several locations, which may indicate emerging signals of climate variability. Climate model projections under RCP8.5 suggested a general decline in precipitation, especially in mountainous regions, along with reduced interannual variability. In contrast, desert regions such as Maricopa may experience increased variability. These findings highlight the importance of localized water resource planning and adaptive strategies to address potential climate-induced hydrological changes in Arizona.
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来源期刊
Journal of Hydrology-Regional Studies
Journal of Hydrology-Regional Studies Earth and Planetary Sciences-Earth and Planetary Sciences (miscellaneous)
CiteScore
6.70
自引率
8.50%
发文量
284
审稿时长
60 days
期刊介绍: Journal of Hydrology: Regional Studies publishes original research papers enhancing the science of hydrology and aiming at region-specific problems, past and future conditions, analysis, review and solutions. The journal particularly welcomes research papers that deliver new insights into region-specific hydrological processes and responses to changing conditions, as well as contributions that incorporate interdisciplinarity and translational science.
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