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
[1]  
ACHATZ U, 1995, J ATMOS SCI, V52, P3201, DOI 10.1175/1520-0469(1995)052<3201:PIPIBW>2.0.CO
[2]  
2
[3]   Forecasting the SST space-time variability of the Alboran Sea with genetic algorithms [J].
Alvarez, A ;
López, C ;
Riera, M ;
Hernández-García, E ;
Tintoré, J .
GEOPHYSICAL RESEARCH LETTERS, 2000, 27 (17) :2709-2712
[4]   THE DYNAMICS OF COHERENT STRUCTURES IN THE WALL REGION OF A TURBULENT BOUNDARY-LAYER [J].
AUBRY, N ;
HOLMES, P ;
LUMLEY, JL ;
STONE, E .
JOURNAL OF FLUID MECHANICS, 1988, 192 :115-173
[5]   APPLICATION OF DYNAMICAL SYSTEM-THEORY TO COHERENT STRUCTURES IN THE WALL REGION [J].
AUBRY, N ;
HOLMES, P ;
LUMLEY, JL ;
STONE, E .
PHYSICA D, 1989, 37 (1-3) :1-10
[6]   THE PROPER ORTHOGONAL DECOMPOSITION IN THE ANALYSIS OF TURBULENT FLOWS [J].
BERKOOZ, G ;
HOLMES, P ;
LUMLEY, JL .
ANNUAL REVIEW OF FLUID MECHANICS, 1993, 25 :539-575
[7]   Complex empirical orthogonal functions analysis of ERS-1 and TOPEX/POSEIDON combined altimetric data in the region of the Algerian current [J].
Bouzinac, C ;
Vazquez, J ;
Font, J .
JOURNAL OF GEOPHYSICAL RESEARCH-OCEANS, 1998, 103 (C4) :8059-8071
[8]  
BOUZINAC C, 1997, THESIS U P M CURIE P, P56115
[9]  
BRETHERTON FP, 1975, NUMERICAL MODELS OCE, P56115
[10]  
CUSHMANROISIN B, 1994, INTRO GEOPHYSICAL FL