Statistical Selection of the Optimum Models in the CMIP5 Dataset for Climate Change Projections of Indian Monsoon Rainfall

被引:24
作者
Jena, Pravat [1 ]
Azad, Sarita [1 ]
Rajeevan, Madhavan Nair [2 ]
机构
[1] Indian Inst Technol Mandi, Mandi 75001, India
[2] Indian Inst Trop Meteorol, Pune 411008, Maharashtra, India
关键词
Indian monsoon rainfall; CMIP5; statistical tests; TOPSIS; MADM;
D O I
10.3390/cli3040858
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
Monsoons are the life and soul of India's financial aspects, especially that of agribusiness in deciding cropping patterns. Around 80% of the yearly precipitation occurs from June to September amid monsoon season across India. Thus, its seasonal mean precipitation is crucial for agriculture and the national water supply. From the start of the 19th century, several studies have been conducted on the possible increments in Indian summer monsoon precipitation in the future. Unfortunately, none of them has endeavoured to discover the models whose yield give the best fit to the observed data. Here some statistical tests are performed to quantify the models of Coupled Model Inter-comparison Project 5 (CMIP5). Then, after, the Technique for Order Preference by Similarity to Ideal Solution (TOPSIS) method is used to select optimum models. It shows that four models, CCSM4, CESM1-CAM5, GFDL-CM3, and GFDL-ESM2G, best capture the pattern in Indian summer monsoon rainfall over the historical period (1871-2005). Further, Student's t-test is utilized to estimate the significant changes in meteorological subdivisions of selected optimum models. Also, our results reveal the Indian meteorological subdivisions which are liable to encounter significant changes in mean at confidence levels that differ from 80% to 99%.
引用
收藏
页码:858 / 875
页数:18
相关论文
共 23 条
[1]  
Crow E. L., 1961, STAT MANUAL EXAMPLES
[2]  
Cubasch U, 2001, CLIMATE CHANGE 2001: THE SCIENTIFIC BASIS, P525
[3]   Future Changes in the South Asian Summer Monsoon: An Analysis of the CMIP3 Multimodel Projections [J].
Fan, Fangxing ;
Mann, Michael E. ;
Lee, Sukyoung ;
Evans, Jenni L. .
JOURNAL OF CLIMATE, 2012, 25 (11) :3909-3928
[4]   Monsoon precipitation in the AMIP runs [J].
Gadgil, S ;
Sajani, S .
CLIMATE DYNAMICS, 1998, 14 (09) :659-689
[5]   Robust signals of future projections of Indian summer monsoon rainfall by IPCC AR5 climate models: Role of seasonal cycle and interannual variability [J].
Jayasankar, C. B. ;
Surendran, Sajani ;
Rajendran, Kavirajan .
GEOPHYSICAL RESEARCH LETTERS, 2015, 42 (09) :3513-3520
[6]   Simulated changes in the Asian summer monsoon at times of increased atmospheric CO2 [J].
Kitoh, A ;
Yukimoto, S ;
Noda, A ;
Motoi, T .
JOURNAL OF THE METEOROLOGICAL SOCIETY OF JAPAN, 1997, 75 (06) :1019-1031
[7]   TOPSIS FOR MODM [J].
LAI, YJ ;
LIU, TY ;
HWANG, CL .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1994, 76 (03) :486-500
[8]  
LAL M, 1994, CURR SCI INDIA, V66, P430
[9]  
LAL M, 1995, CURR SCI INDIA, V69, P752
[10]  
Lal M, 2001, CURR SCI INDIA, V81, P1196