Assessment of the impacts of climate change on the construction of homogeneous climatic regions and ensemble climate projections using CMIP6 data over Pakistan

被引:5
作者
Abbas, Muhammad [1 ]
Khan, Firdos [1 ,2 ]
Liou, Yuei-An [2 ]
Ullah, Hamd [3 ]
Javed, Beenish [1 ]
Ali, Shaukat [4 ,5 ]
机构
[1] Natl Univ Sci & Technol NUST, Sch Nat Sci SNS, Islamabad 44000, Pakistan
[2] Natl Cent Univ NCU, Ctr Space & Remote Sensing Res, 300 Jhongda Rd, Taoyuan 320317, Taiwan
[3] Int Islamic Univ Islamabad IIUI, Dept Math & Stat, Islamabad 44000, Pakistan
[4] Fed Minist Climate Change, Global Change Impact Studies Ctr GCISC, Islamabad 44000, Pakistan
[5] Hosp Sick Children SickKids, Toronto, ON, Canada
关键词
Climate Change; Ensemble projection; L-moments; Cluster analysis; K-fold cross-validation; Pakistan; UPPER INDUS BASIN; DROUGHT INDEX; WATER; EXTREMES; VARIABILITY; ADAPTATION; MANAGEMENT; RDI; SPI;
D O I
10.1016/j.atmosres.2024.107359
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
In the 21 st century, the global environment faces significant threats due to climate change, ranging from floods and droughts to heat waves and other extreme weather events. In recent decades, Pakistan has experienced severe flooding and prolonged droughts, compounding challenges related to livelihoods, public health, and population displacement. The availability of precise and robust climate change information is paramount in addressing and mitigating the adverse impacts on a region ' s environment and its communities. The present study intends to assess the effects of climate change on the development of homogenous climate regions (HCRs) and then developed ensemble climate projections under the shared socioeconomic pathways (SSPs) using CMIP6 data. In the first step, HCRs were developed by integrating the cluster analysis approach and L -moment technique, identifying five distinct climatic regions. HCRs were developed using both observed data and ensemble baseline data which allowed us to thoroughly evaluate the ensemble data ' s performance. Subsequently, we extended our analysis to the future period (2015 - 2044) using ensemble climate data according to SSP2 - 4.5 and SSP5 - 8.5. Our findings indicate that, under both SSPs, certain stations exhibit discordant climatic trends in the future due to climate change. Ensemble climate projections were developed over each region for both SSPs for the duration of 2015 - 2044. A significant increase of 2 - 3.20 degrees C has been noted in the summer season in zone 3 and zone 5 (a region that has one of the world ' s largest glaciers) in maximum as well as minimum temperatures. Temperature has upward trend in the other region as well while precipitation has a mixed trend in all regions. The insights gleaned from this study hold significance and offer valuable guidance for decision-makers involved in water management, agricultural planning, and disaster management.
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页数:19
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