Seasonal prediction of monthly precipitation in china using large-scale climate indices

被引:16
作者
Kim, Maeng-Ki [1 ]
Kim, Yeon-Hee [1 ]
机构
[1] Kongju Natl Univ, Dept Atmospher Sci, Gongju, South Korea
关键词
seasonal prediction; precipitation in China; climate predictors; climate index; INTERDECADAL VARIABILITY; SURFACE-TEMPERATURE; OSCILLATION; CIRCULATION; HEMISPHERE; PACIFIC; US;
D O I
10.1007/s00376-009-8014-x
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
In this study, seasonal predictions were applied to precipitation in China on a monthly basis based on a multivariate linear regression with an adaptive choice of predictors drawn from regularly updated climate indices with a two to twelve month lead time. A leave-one-out cross validation was applied to obtain hindcast skill at a 1% significance level. The skill of forecast models at a monthly scale and their significance levels were evaluated using Anomaly Correlation Coefficients (ACC) and Coefficients Of Determination (COD). The monthly ACC skill ranged between 0.43 and 0.50 in Central China, 0.41-0.57 in East China, and 0.41-0.60 in South China. The dynamic link between large-scale climate indices with lead time and the precipitation in China is also discussed based on Singular Value Decomposition Analysis (SVDA) and Correlation Analysis (CA).
引用
收藏
页码:47 / 59
页数:13
相关论文
共 32 条
[1]  
BARNSTON AG, 1994, J CLIMATE, V7, P1513, DOI 10.1175/1520-0442(1994)007<1513:LSSTCP>2.0.CO
[2]  
2
[3]  
BARNSTON AG, 1987, MON WEATHER REV, V115, P1083, DOI 10.1175/1520-0493(1987)115<1083:CSAPOL>2.0.CO
[4]  
2
[5]   Predictability study of the observed and simulated European climate using linear regression [J].
Blender, R ;
Luksch, U ;
Fraedrich, K ;
Raible, CC .
QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY, 2003, 129 (592) :2299-2313
[6]  
Brasseur O, 2001, MON WEATHER REV, V129, P5, DOI 10.1175/1520-0493(2001)129<0005:DAAOAP>2.0.CO
[7]  
2
[8]   How ubiquitous is the dipole relationship in tropical Atlantic sea surface temperatures? [J].
Enfield, DB ;
Mestas-Nuñez, AM ;
Mayer, DA ;
Cid-Serrano, L .
JOURNAL OF GEOPHYSICAL RESEARCH-OCEANS, 1999, 104 (C4) :7841-7848
[9]   The Atlantic multidecadal oscillation and its relation to rainfall and river flows in the continental US [J].
Enfield, DB ;
Mestas-Nuñez, AM ;
Trimble, PJ .
GEOPHYSICAL RESEARCH LETTERS, 2001, 28 (10) :2077-2080
[10]   Arctic oscillation signals in the East Asian summer monsoon [J].
Gong, DY ;
Ho, CH .
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2003, 108 (D2)