Climate change detection and attribution in the Ganga-Brahmaputra-Meghna river basins

被引:12
|
作者
Sharma, Chetan [1 ]
Shukla, Anoop Kumar [2 ]
Zhang, Yongqiang [2 ]
机构
[1] JIET, Civil Engn Dept, Jodhpur, Rajasthan, India
[2] Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Key Lab Water Cycle & Related Land Surface Proc, Beijing 100101, Peoples R China
关键词
Ganga-Brahmaputra-Meghna (GBM); Climate change; Support vector machine; Signal to noise ratio; Anthropogenic activities; EXTREME PRECIPITATION; HYDROLOGICAL REGIME; MANN-KENDALL; TRENDS; IMPACTS; VARIABILITY; RAINFALL; DETECTABILITY; TEMPERATURE; SIMULATIONS;
D O I
10.1016/j.gsf.2021.101186
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
Ganga-Brahmaputra-Meghna (GBM) river basin is the third-largest and one of the most populated river basins in the world. As climate change is affecting most of the hydrometeorological variables across the globe, this study investigated the existence of climate change signal in all four climatological seasons in the GBM river basin and assessed the contribution of anthropogenic activities, i.e., Greenhouse Gases (GHGs) emission in the change. Significant decreasing trends in the monsoon and a small increase in pre-monsoon precipitation were observed. Negligible change was detected in post-monsoon and winter season precipitation. CMIP5 GCMs were used for climate change detection, change point estimation, and attribution studies. Support Vector Machine (SVM) regression method was adopted to downscale GCM variables at the local scale. Monte-Carlo simulation approach was used to detect changes in different seasons. The climate change 'signals' were detectable after the year 1980 using Signal to Noise ratio (SNR) method in the majority of central and north-western regions. The change point was detectable only in annual monsoon precipitation at the basin level. Attribution analysis indicated >50% contribution of anthropogenic activities (GHGs) to annual monsoon precipitation changes. So, there is high confidence that monsoon precipitation in GBM has significantly changed due to anthropogenic activities. Different mitigation and adaption measures are also suggested, which may be adopted to manage the growing demand and water availability in the basin. (C) 2021 China University of Geosciences (Beijing) and Peking University. Production and hosting by Elsevier B.V. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
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页数:10
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