A Self-Organizing Maps Analysis of Wintertime North Pacific Jet Stream Variability

被引:4
作者
Madsen, Aria M. [1 ]
Martin, Onathan E. [1 ]
机构
[1] Univ Wisconsin Madison, Dept Atmospher & Ocean Sci, Madison, WI 53706 USA
基金
美国国家科学基金会;
关键词
Teleconnections; Jets; Intraseasonal variability; Clustering; Machine learning; Neural networks; GEOPOTENTIAL HEIGHT; WAVE-PROPAGATION; OSCILLATION; PATTERNS; CLASSIFICATION; CIRCULATION; CLIMATE; PRECIPITATION; 20TH-CENTURY; INSTABILITY;
D O I
10.1175/JCLI-D-22-0452.1
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
Previous research regarding the intraseasonal variability of the wintertime Pacific jet has employed empiri-cal orthogonal function (EOF)/principal component (PC) analysis to characterize two leading modes of variability: a zonal extension or retraction and a -20 degrees meridional shift of the jet exit region. These leading modes are intimately tied to the large-scale structure, sensible weather phenomena, and forecast skill in and around the vast North Pacific basin. However, variability within the wintertime Pacific jet and the relative importance of tropical and extratropical processes in driving such variability, is poorly understood. Here, a self-organizing maps (SOM) analysis is applied to 73 Northern Hemisphere cold seasons of 250-hPa zonal winds from the NCEP-NCAR reanalysis data to identify 12 characteristic physical jet states, some of which resemble the leading EOF Pacific jet patterns and combinations of them. Examination of teleconnection patterns such as El Nin similar to o-Southern Oscillation (ENSO) and the Madden-Julian oscillation (MJO) provide insight into the varying nature of the 12 SOM nodes at inter-and intraseasonal time scales. These relationships suggest that the hitherto more common EOF/PC analysis of jet variability obscures important subtleties of jet structure, revealed by the SOM analy-sis, which bear on the underlying physical processes associated with Pacific jet variability as well as the nature of its down-stream impacts.
引用
收藏
页码:1863 / 1879
页数:17
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