Nonlinear singular spectrum analysis of the tropical stratospheric wind

被引:10
作者
Hsieh, WW [1 ]
Hamilton, K
机构
[1] Univ British Columbia, Dept Earth & Ocean Sci, Vancouver, BC V6T 1Z4, Canada
[2] Univ Hawaii, Int Pacific Res Ctr, Manoa, HI USA
关键词
neural networks; quasi-biennial oscillation; tropical stratosphere;
D O I
10.1256/qj.01.158
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
The neural-network-based nonlinear singular spectrum analysis (NLSSA) is applied to the zonal winds in the 70-10 hPa region (roughly 20-30 km altitude) measured at near-equatorial stations during 1956-2000. The data are pre-filtered by the linear singular spectrum analysis (SSA), with the leading eight SSA principal components (PCs) used as inputs for the NLSSA. The NLSSA fits a curve to the data in the eight-dimensional PC space. This NLSSA curve, when projected onto the two-dimensional plane spanned by any two PCs, shows the relation between the two SSA PCs. As different SSA modes are associated with different time-scales, the relations found by the NLSSA reveal the time-scales between which there are interactions-interactions between the dominant quasi-biennial oscillation (QBO) time-scale of about 28 months and the first harmonic at 14 months, and between 28 months and 12 months are found. The anharmonic nature of the QBO is well represented by the NLSSA mode 1, but not by individual SSA modes. The NLSSA is also applied to the time series of the zonal-wind acceleration.
引用
收藏
页码:2367 / 2382
页数:16
相关论文
共 25 条
  • [1] Optimal filtering in singular spectrum analysis
    Allen, MR
    Smith, LA
    [J]. PHYSICS LETTERS A, 1997, 234 (06) : 419 - 428
  • [2] The quasi-biennial oscillation
    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
    [J]. REVIEWS OF GEOPHYSICS, 2001, 39 (02) : 179 - 229
  • [3] BELMONT AD, 1968, MON WEATHER REV, V96, P767, DOI 10.1175/1520-0493(1968)096<0767:VWLOTQ>2.0.CO
  • [4] 2
  • [5] Elsner J. B., 1996, SINGULAR SPECTRUM AN
  • [6] FRAEDRICH K, 1993, J ATMOS SCI, V50, P3357, DOI 10.1175/1520-0469(1993)050<3357:AEAOTV>2.0.CO
  • [7] 2
  • [8] Advanced spectral methods for climatic time series
    Ghil, M
    Allen, MR
    Dettinger, MD
    Ide, K
    Kondrashov, D
    Mann, ME
    Robertson, AW
    Saunders, A
    Tian, Y
    Varadi, F
    Yiou, P
    [J]. REVIEWS OF GEOPHYSICS, 2002, 40 (01) : 3 - 1
  • [9] Representation of the quasi-biennial oscillation in the tropical stratospheric wind by nonlinear principal component analysis
    Hamilton, K
    Hsieh, WW
    [J]. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2002, 107 (D15): : ACL3 - 1
  • [10] Dynamics of the tropical middle atmosphere: A tutorial review
    Hamilton, K
    [J]. ATMOSPHERE-OCEAN, 1998, 36 (04) : 319 - 354