Robust signals of future projections of Indian summer monsoon rainfall by IPCC AR5 climate models: Role of seasonal cycle and interannual variability

被引:64
作者
Jayasankar, C. B. [1 ]
Surendran, Sajani [1 ,2 ]
Rajendran, Kavirajan [1 ,2 ]
机构
[1] Acad Sci & Innovat Res, CSIR 4PI, Bangalore, Karnataka, India
[2] CSIR Fourth Paradigm Inst, Bangalore, Karnataka, India
关键词
Indian summer monsoon rainfall; interannual variability; seasonal cycle; k-means clustering; Dunn's index; reliable ensemble averaging; PRECIPITATION; SIMULATIONS;
D O I
10.1002/2015GL063659
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
Coupled Model Intercomparison Project phase 5 (Fifth Assessment Report of Intergovernmental Panel on Climate Change) coupled global climate model Representative Concentration Pathway 8.5 simulations are analyzed to derive robust signals of projected changes in Indian summer monsoon rainfall (ISMR) and its variability. Models project clear future temperature increase but diverse changes in ISMR with substantial intermodel spread. Objective measures of interannual variability (IAV) yields nearly equal chance for future increase or decrease. This leads to discrepancy in quantifying changes in ISMR and variability. However, based primarily on the physical association between mean changes in ISMR and its IAV, and objective methods such as k-means clustering with Dunn's validity index, mean seasonal cycle, and reliability ensemble averaging, projections fall into distinct groups. Physically consistent groups of models with the highest reliability project future reduction in the frequency of light rainfall but increase in high to extreme rainfall and thereby future increase in ISMR by 0.740.36mmd(-1), along with increased future IAV. These robust estimates of future changes are important for useful impact assessments.
引用
收藏
页码:3513 / 3520
页数:8
相关论文
共 17 条
[1]  
Dunn J. C., 1973, Journal of Cybernetics, V3, P32, DOI 10.1080/01969727308546046
[2]   Monsoon precipitation in the AMIP runs [J].
Gadgil, S ;
Sajani, S .
CLIMATE DYNAMICS, 1998, 14 (09) :659-689
[3]  
Giorgi F, 2002, J CLIMATE, V15, P1141, DOI 10.1175/1520-0442(2002)015<1141:COAURA>2.0.CO
[4]  
2
[5]  
IPCC, 2013, WORKING GROUP 1 CONT, DOI [10.1017/CBO9781107415324, DOI 10.1017/CBO9781107415324]
[6]  
Macqueen J., 1967, P 5 BERKELEY S MATH, VVolume 233, P281, DOI DOI 10.1007/S11665-016-2173-6
[7]  
MURAKAMI T, 1986, J ATMOS SCI, V43, P961, DOI 10.1175/1520-0469(1986)043<0961:EPODPA>2.0.CO
[8]  
2
[9]  
Rajeevan M, 2006, CURR SCI INDIA, V91, P296
[10]  
Rajendran K, 2013, CURR SCI INDIA, V104, P1409