Representation of the quasi-biennial oscillation in the tropical stratospheric wind by nonlinear principal component analysis

被引:28
作者
Hamilton, K [1 ]
Hsieh, WW
机构
[1] Univ Hawaii Manoa, Dept Meteorol, Honolulu, HI 96822 USA
[2] Univ Hawaii Manoa, Int Pacific Res Ctr, Honolulu, HI 96822 USA
[3] Univ British Columbia, Dept Earth & Ocean Sci, Vancouver, BC V5Z 1M9, Canada
来源
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES | 2002年 / 107卷 / D15期
关键词
quasi-biennial oscillation; neural network; tropical stratosphere;
D O I
10.1029/2001JD001250
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
[1] The zonal winds at several levels between 70 and 10 hPa (roughly 20-30 km) measured at near-equatorial stations during 1956-2000 were analyzed to produce a one-dimensional approximation. The neural network-based technique applied was the circular nonlinear principal component analysis (NLPCA.cir) designed to characterize quasiperiodic phenomena. The reconstructed height-time series of wind based on the one-dimensional NLPCA.cir captures many of the characteristic features of the observed quasi-biennial oscillation (QBO). The nonlinear results were evaluated relative to comparable linear principal component analysis and found to produce a superior one-dimensional representation of the data. The NLPCA.cir analysis produces a single time series of QBO phase based on data at all levels. This phase was then applied to demonstrate a strong correlation of the state of the tropical QBO and boreal winter high-latitude stratospheric temperatures.
引用
收藏
页码:ACL3 / 1
页数:10
相关论文
共 55 条
[1]  
[Anonymous], 814 WMOTD
[2]   The quasi-biennial oscillation [J].
Baldwin, MP ;
Gray, LJ ;
Dunkerton, TJ ;
Hamilton, K ;
Haynes, PH ;
Randel, WJ ;
Holton, JR ;
Alexander, MJ ;
Hirota, I ;
Horinouchi, T ;
Jones, DBA ;
Kinnersley, JS ;
Marquardt, C ;
Sato, K ;
Takahashi, M .
REVIEWS OF GEOPHYSICS, 2001, 39 (02) :179-229
[3]   Quasi-biennial modulation of the southern hemisphere stratospheric polar vortex [J].
Baldwin, MP ;
Dunkerton, TJ .
GEOPHYSICAL RESEARCH LETTERS, 1998, 25 (17) :3343-3346
[4]  
COY L, 1979, J ATMOS SCI, V36, P174, DOI 10.1175/1520-0469(1979)036<0174:AULWAO>2.0.CO
[5]  
2
[6]  
Dunkerton T. J., 1983, ATMOS OCEAN, V21, P55
[7]   MODIFICATION OF STRATOSPHERIC CIRCULATION BY TRACE CONSTITUENT CHANGES [J].
DUNKERTON, TJ .
JOURNAL OF GEOPHYSICAL RESEARCH-OCEANS, 1983, 88 (NC15) :831-836
[9]  
DUNKERTON TJ, 1991, J ATMOS SCI, V48, P1043, DOI 10.1175/1520-0469(1991)048<1043:QBMOPW>2.0.CO
[10]  
2