Spatial varying and co-occurring future climate changes over a heterogeneous river basin: a multivariate approach

IF 2.7 4区 环境科学与生态学 Q2 WATER RESOURCES
L. Gehlot, P. L. Patel, P. V. Timbadiya
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引用次数: 0

Abstract

This study explored co-occurring climate scale changes across the physioclimatically heterogeneous Tapi River basin (TRB) for baseline (1991–2020) and future periods (2021–2100). We used a novel multivariate framework comprising multi-model ensembles of bias-corrected rainfall and temperature from 5 global climate models (CMIP-5), 12 climate indices (6 for each variable), and principal component analysis (PCA). The univariate assessment showed statistically significant warming of 1.1–1.8 °C (1.5–4.0 °C) under RCP-4.5 (RCP-8.5) scenarios. The Middle Tapi basin showed a substantial shift towards a wetter climate regime in the future. The multivariate assessment of spatially varying climate indices resulted in four significant principal components (PCs). The relative evaluation of these PCs showed that nearly 41.6% (47.0%) of the TRB is vulnerable to the transition of the current climatic patterns to the dry-warm (wet-warm) regime under RCP-8.5 (RCP-4.5) in the near (distant) future. On the optimistic side, under RCP-4.5 and RCP-8.5, 53.0 and 69.8% of the TRB displayed signs of uniform temporal distribution with wet rainfall regimes and profound warming towards the end of the 21st century, respectively. The study outcomes would help to devise policies for regional sustainability and adopt mitigation measures to enhance resiliency in a changing climate.
非均质河流流域未来气候变化的空间变化与共现:多变量方法
这项研究探讨了在基线(1991-2020年)和未来时期(2021-2100年),物理气候异质的塔皮河流域(TRB)同时发生的气候尺度变化。我们使用了一个新的多变量框架,包括来自5个全球气候模型(CMIP-5)的偏差校正的降雨量和温度的多模型集合、12个气候指数(每个变量6个)和主成分分析(PCA)。单变量评估显示,在RCP-4.5(RCP-8.5)情景下,升温1.1–1.8°C(1.5–4.0°C)具有统计学意义。中塔皮盆地显示出未来将向更湿润的气候模式发生重大转变。空间变化气候指数的多变量评估产生了四个重要的主成分(PC)。对这些PC的相对评估表明,近(远)将来,在RCP-8.5(RCP-4.5)下,近41.6%(47.0%)的TRB易受当前气候模式向干暖(湿暖)模式转变的影响。乐观的一面是,在RCP-4.5和RCP-8.5下,53.0%和69.8%的TRB在21世纪末分别表现出均匀的时间分布迹象,降雨湿润,气温大幅变暖。研究结果将有助于制定区域可持续性政策,并采取缓解措施,增强应对气候变化的能力。
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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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