Low-dimensional dynamical system model for observed coherent structures in ocean satellite data

被引:8
作者
López, C
Hernández-García, E
机构
[1] Univ Illes Balears, CSIC, Inst Mediterraneo Estudios Avanzados, E-07122 Palma de Mallorca, Spain
[2] Univ Illes Balears, Dept Fis, E-07122 Palma de Mallorca, Spain
关键词
coherent structures; proper orthogonal decomposition; Karhunen-Loeve expansion; satellite data;
D O I
10.1016/S0378-4371(03)00505-3
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
The dynamics of coherent structures present in real-world environmental data is analyzed. The method developed in this paper combines the power of the Proper Orthogonal Decomposition (POD) technique to identify these coherent structures in experimental data sets, and its optimality in providing Galerkin basis for projecting and reducing complex dynamical models. The POD basis used is the one obtained from the experimental data. We apply the procedure to analyze coherent structures in an oceanic setting, the ones arising from instabilities of the Algerian current, in the western Mediterranean Sea. Data are from satellite altimetry providing Sea Surface Height, and the model is a two-layer quasigeostrophic system. A four-dimensional dynamical system that correctly describes the observed coherent structures (moving eddies) is obtained. Finally, a bifurcation analysis is performed on the reduced model. (C) 2003 Elsevier B.V. All rights reserved.
引用
收藏
页码:233 / 250
页数:18
相关论文
共 37 条
[21]   ERS-1/2 orbit improvement using TOPEX/POSEIDON: The 2cm challenge [J].
Le Traon, PY ;
Ogor, F .
JOURNAL OF GEOPHYSICAL RESEARCH-OCEANS, 1998, 103 (C4) :8045-8057
[22]  
Lesieur M., 1990, TURBULENCE FLUIDS
[23]   GLOBAL STATISTICAL-ANALYSIS OF TOPEX AND POSEIDON DATA [J].
LETRAON, PY ;
STUM, J ;
DORANDEU, J ;
GASPAR, P ;
VINCENT, P .
JOURNAL OF GEOPHYSICAL RESEARCH-OCEANS, 1994, 99 (C12) :24619-24631
[24]   Forecasting confined spatiotemporal chaos with genetic algorithms [J].
López, C ;
Alvarez, A ;
Hernández-García, E .
PHYSICAL REVIEW LETTERS, 2000, 85 (11) :2300-2303
[25]  
LUMLEY JL, 1971, STOCHASTIC TOOLS TUR, P56115
[26]  
NORTH GR, 1982, MON WEATHER REV, V110, P699, DOI 10.1175/1520-0493(1982)110<0699:SEITEO>2.0.CO
[27]  
2
[28]   OCEANIC DIFFUSION DIAGRAMS [J].
OKUBO, A .
DEEP-SEA RESEARCH, 1971, 18 (08) :789-&
[29]   Analyzing the dynamics of cellular flames [J].
Palacios, A ;
Armbruster, D ;
Kostelich, EJ ;
Stone, E .
PHYSICA D, 1996, 96 (1-4) :132-161
[30]  
Pedlosky J., 1987, Geophysical Fluid Dynamics, DOI DOI 10.1007/978-1-4612-4650-3