Nonlinear modes of North American winter climate variability derived from a general circulation model simulation

被引:17
作者
Wu, AM [1 ]
Hsieh, WW
Zwiers, FW
机构
[1] Univ British Columbia, Dept Earth & Ocean Sci, Vancouver, BC V6T 1Z4, Canada
[2] Univ Victoria, Canadian Ctr Climate Modelling & Anal, Meteorol Serv Canada, Victoria, BC, Canada
关键词
PRINCIPAL COMPONENT ANALYSIS; CANONICAL CORRELATION-ANALYSIS; NINO-SOUTHERN OSCILLATION; SEA-SURFACE TEMPERATURES; NEURAL NETWORKS; EL-NINO; TELECONNECTIONS; CANADA; FIELD; WIND;
D O I
10.1175/2776.1
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
Nonlinear principal component analysis (NLPCA), via a neural network (NN) approach, was applied to an ensemble of six 47-yr simulations conducted by the Canadian Centre for Climate Modelling and Analysis (CCCma) second-generation atmospheric general circulation model (AGCM2). Each simulation was forced with the observed sea surface temperature [ from the Global Sea Ice and Sea Surface Temperature dataset (GISST)] from January 1948 to November 1994. The NLPCA modes reveal nonlinear structures in both the winter 500-mb geopotential height (Z500) anomalies and surface air temperature ( SAT) anomalies over North America, with asymmetric spatial anomaly patterns during the opposite phases of an NLPCA mode. Only during its negative phase is the first NLPCA mode related to the El Nino-Southern Oscillation (ENSO); the positive phase is related to a weakened jet stream. Spatial patterns of the NLPCA mode for the Z500 anomalies generally agree with those for the SAT anomalies. Nonlinear canonical correlation analysis (NLCCA), also via an NN approach, was then applied to the mid-latitude winter GCM data and the observed SST of the tropical Pacific. Nonlinearity was detected in both the forcing field ( SST) and the response field (Z500 or SAT) at zero time lag. The leading NLCCA mode for the SST anomalies is a nonlinear ENSO mode, with a 30degrees-40degrees eastward shift of the positive SST anomalies during El Nino relative to the negative SST anomalies during La Nina. The leading NLCCA mode for the Z500 anomaly field is a nonlinear Pacific-North American (PNA) teleconnection pattern. The ray path of the Rossby waves induced during El Nino is 10degrees-15degrees east of that induced during La Nina. The nonlinear atmospheric response to ENSO is also found in the leading NLCCA mode for the SAT anomalies.
引用
收藏
页码:2325 / 2339
页数:15
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