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
[11]   GISS analysis of surface temperature change [J].
Hansen, J ;
Ruedy, R ;
Glascoe, J ;
Sato, M .
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 1999, 104 (D24) :30997-31022
[12]   Seasonal prediction of Korean regional climate from preceding large-scale climate indices [J].
Kim, Maeng-Ki ;
Kim, Yeon-Hee ;
Lee, Woo-Seop .
INTERNATIONAL JOURNAL OF CLIMATOLOGY, 2007, 27 (07) :925-934
[13]  
Li CY, 2000, ADV ATMOS SCI, V17, P555
[14]   A review of decadal/interdecadal climate variation studies in China [J].
Li Chongyin ;
He Jinhai ;
Zhu Jinhong .
Advances in Atmospheric Sciences, 2004, 21 (3)
[15]   Features of cross-pacific climate shown in the variability of China and us precipitation [J].
Li, Q ;
Yang, S ;
Kousky, VE ;
Higgins, RW ;
Lau, KM ;
Xie, P .
INTERNATIONAL JOURNAL OF CLIMATOLOGY, 2005, 25 (13) :1675-1696
[16]   Impact of the Atlantic multidecadal oscillation on the Asian summer monsoon [J].
Lu, Riyu ;
Dong, Buwen ;
Ding, Hui .
GEOPHYSICAL RESEARCH LETTERS, 2006, 33 (24)
[17]  
MICHAELSEN J, 1987, J CLIM APPL METEOROL, V26, P1589, DOI 10.1175/1520-0450(1987)026<1589:CVISCF>2.0.CO
[18]  
2
[19]  
Qian BD, 2003, J CLIMATE, V16, P4108, DOI 10.1175/1520-0442(2003)016<4108:SUTAIL>2.0.CO
[20]  
2