Satellite based forecasting of sea surface temperature in the Tuscan Archipelago

被引:5
作者
Alvarez, A
Orfila, A
Sellschopp, J
机构
[1] SACLANT Undersea Res Ctr, I-19138 La Spezia, Italy
[2] Inst Mediterraneo Estudios Avanzados, CSIC, UIB, Palma de Mallorca 07071, Spain
关键词
D O I
10.1080/01431160210144615
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
The system described employs a nonlinear forecasting technique based on a combination of genetic algorithms and empirical orthogonal function (EOF) analysis. The genetic algorithm identifies the equations that best describe the behaviour of the different temporal orthogonal functions in the EOF decomposition and therefore, enables global forecasting of future time variability. The method is applied to obtain a one-month ahead forecast of the monthly mean space-time variability of the sea surface temperature (SST) of the Tuscan Archipelago, northwest coast of Italy. The system performance has been validated comparing forecast fields with real satellite observations. Results indicate that the system provides better predictions than those based on climatology. Future research is oriented to make the system applicable to military operations, environmental control and fisheries activities.
引用
收藏
页码:2237 / 2251
页数:15
相关论文
共 32 条
[1]   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
[2]   DARWIN: An evolutionary program for nonlinear modeling of chaotic time series [J].
Alvarez, A ;
Orfila, A ;
Tintore, J .
COMPUTER PHYSICS COMMUNICATIONS, 2001, 136 (03) :334-349
[3]  
ALVAREZ A, 2000, SM375 NATO SACLANTCE
[4]  
ALVAREZ A, 2001, UNPUB J ATMOSPHERIC
[5]  
[Anonymous], 1989, GENETIC ALGORITHM SE
[6]  
[Anonymous], 1975, Ann Arbor
[7]  
ASTRALDI M, 1995, OCEANOL ACTA, V18, P139
[8]   TEMPORAL VARIABILITY OF CURRENTS IN THE EASTERN LIGURIAN SEA [J].
ASTRALDI, M ;
GASPARINI, GP ;
MANZELLA, GMR ;
HOPKINS, TS .
JOURNAL OF GEOPHYSICAL RESEARCH-OCEANS, 1990, 95 (C2) :1515-1522
[9]  
ASTRALDI M, 1993, ARCIPELAGO TOSCANO S, P3
[10]  
ASTRALDI M, 1994, SEASONAL INTERANNUAL, P93