Reconstruction of incomplete oceanographic data sets using empirical orthogonal functions: Application to the Adriatic Sea surface temperature

Ocean Modelling

Volumn 9, Issue 4, 2005, Pages 325-346

  Alvera Azcarate A ^a   Barth, A ^a   Rixen, M ^b   Beckers, J M ^a  

^a UNIVERSITY OF LIÈGE   (Belgium)

^b NATO UNDERSEA RESEARCH CENTRE   (Italy)

Author keywords

Adriatic Sea; EOF decomposition; Missing data; SST and in situ validation

Indexed keywords

CLOUDS; DECOMPOSITION; IMAGE ANALYSIS; INTERPOLATION; MATRIX ALGEBRA; OPTIMIZATION; RELIABILITY; SURFACES; TEMPERATURE DISTRIBUTION; WEATHER SATELLITES;

EOF; LANCZOS METHOD; OPTIMAL INTERPOLATION RECONSTRUCTION; SURFACE TEMPERATURE;

OCEANOGRAPHY;

DATA ACQUISITION; PRINCIPAL COMPONENT ANALYSIS; SATELLITE IMAGERY; SEA SURFACE TEMPERATURE;

ADRIATIC SEA; MEDITERRANEAN SEA; OCEANIC REGIONS; WORLD;

EID: 14544306501     PISSN: 14635003     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ocemod.2004.08.001     Document Type: Article

References (47)

1. A. Alvarez Performance of satellite-based ocean forecasting (SOFT) systems: A study in the Adriatic Sea Journal of Atmospheric and Oceanic Technology 20 5 2003 717-729
2. A. Artegiani D. Bregant E. Paschini N. Pinardi F. Raicich A. Russo The Adriatic Sea general circulation. Part I: Air-Sea interactions and water mass structure Journal of Physical Oceanography 27 1997a 1492-1514
3. A. Artegiani D. Bregant E. Paschini N. Pinardi F. Raicich A. Russo The Adriatic Sea general circulation. Part II: Baroclinic circulation structure Journal of Physical Oceanography 27 1997b 1515-1532
4. J. Beckers M. Rixen EOF calculations and data filling from incomplete oceanographic data sets Journal of Atmospheric and Oceanic Technology 20 2003 1839-1856
5. Bennani, M., Braconnier, T., 1994. Stopping criteria for eigensolvers. Technical Report TR/PA/94/22, CERFACS, Toulouse, France, pp. 1-20
6. Bennett, A., 2002. Inverse modeling of the ocean and the atmosphere, Cambridge
7. A. Bergamasco M. Gacić Baroclinic response of the Adriatic Sea to an episode of Bora wind Journal of Physical Oceanography 26 1996 1354-1369
8. A. Bergamasco T. Oguz P. Malanotte-Rizzoli Modelling dense water mass formation and winter circulation in the northern and central Adriatic Sea Journal of Marine Systems 20 1999 279-300
9. G. Borzelli G. Manzella S. Marullo R. Santoleri Observations of coastal filaments in the Adriatic Sea Journal of Marine Systems 20 1999 187-203
10. J. Brankart P. Brasseur Optimal analysis of in situ data in the Western Mediterranean using statistics and cross validation Journal of Atmospheric and Oceanic Technology 16 1996 477-491
11. P. Brasseur J. Beckers J. Brankart R. Schoenauen Seasonal temperature and salinity fields in the Mediterranean Sea: Climatological analyses of a historical data set Deep-Sea Research I 43 1996 159-192
12. E. Carter A. Robinson Analysis models for the estimation of oceanic fields Journal of Atmospheric and Oceanic Technology 4 1 1987 49-74
13. F. Chatelin Eigenvalues of Matrices 1993 Wiley
14. P. Chu T. Hsing-Chia C. Chang J. Chen South China warm pool detected in spring from the Navy's Master Oceanographic Observational Data Set (MOODS) Journal of Geophysical Research 102 C7 1997 15761-15771
15. B. Cushman-Roisin M. Gacić P. Poulain A. Artegiani Physical Oceanography of the Adriatic Sea 2001 Kluwer Academic Publishers
16. J. da Silva S. Ermakov I. Robinson D. Jeans S. Kijashko Role of surface films in ERS SAR signatures of internal waves on the shelf. 1. Short-period internal waves Journal of Geophysical Research 103 C4 1998 8009-8031
17. R. Davis Objective mapping by least squares fitting Journal of Geophysical Research 90 C3 1985 4773-4777
18. Dousset, B., Firing, J., Flament, P., Jackson, H., Lumpkin, C., Maroni, C., Nacini, E., Poulain, P., Pouliquen, S., Sawyer, M., Young, D., 1998. Adriatic sea surface temperature images from the NOAA-AVHRR, 1995. Département d'Océanographie Spatiale IFREMER, Brest CD-ROM
19. W. Emery R. Thomson Data Analysis Methods in Physical Oceanography 1998 Pergamon
20. R. Everson P. Cornillon L. Sirovich A. Webber An empirical eigenfunction analysis of sea surface temperatures in the western North Atlantic Journal of Physical Oceanography 27 1997 468-479
21. P. Fieguth D. Menemenlis T. Ho A. Willsky C. Wunsch Mapping mediterranean altimeter data with a multiresolution optimal interpolation algorithm Journal of Atmospheric and Oceanic Technology 15 1998 535-546
22. M. Gacić S. Marullo R. Santoleri A. Bergamasco Analysis of the seasonal and interannual variability of the sea surface temperature field in the Adriatic Sea from AVHRR data (1984-1992) Journal of Geophysical Research 102 1997 22937-22946
23. R. He R. Weisberg H. Zhang F. Muller-Karger H. R.W. A cloud-free, satellite-derived, sea surface temperature analysis for the West Florida Shelf Geophysical Research Letters 30 15 2003
24. R. Houseago-Stokes Using optimal interpolation and EOF analysis on North Atlantic satellite data International WOCE Newsletter 38 2000 26-28
25. A. Kaplan M.A. Cane Y. Kushnir A.C. Clement B. Blumenthal B. Rajagolapan Analyses of global sea surface temperature 1856-1991 Journal of Geophysical Research 103 C9 1998 18576-18589
26. A. Kaplan Y. Kushnir M. Cane M. Blumenthal Reduced space optimal analysis for historical datasets: 136 years of Atlantic Sea surface temperatures Journal of Geophysical Research 102 C3 1997 27835-27860
27. P. Le Traon G. Didarboure Mesoscale mapping capabilities of multiple-satellite altimeter missions Journal of Atmospheric and Oceanic Technology 16 9 1999 1208-1223
28. P. Le Traon G. Didarboure N. Ducet Use of a high-resolution model to analyze the mapping capabilities of multiple-altimeter missions Journal of Atmospheric and Oceanic Technology 18 7 2001 1277-1288
29. P. Le Traon F. Nadal N. Ducet An improved mapping method of multisatellite altimeter data Journal of Atmospheric and Oceanic Technology 15 2 1998 522-534
30. Lehoucq, R., Sorensen, D., Yang, C., 1997. ARPACK user's guide: Solution of large scale eigenvalue problems with implicity restarted Arnoldi methods. pp. 1-152. URL Available online at http://www.caam.rice.edu/software/ARPACK/
31. A. Liu Y. Chang M. Hsu N. Liang Evolution of nonlinear internal waves in the East and South China seas Journal of Geophysical Research 103 C4 1998 7995-8008
32. A. Martin Phytoplankton patchiness: The role of lateral stirring and mixing Progress in Oceanography 57 2003 125-174
33. E. Mauri P. Poulain Northern Adriatic Sea surface circulation and temperature/pigment fields in September and October 1997 Journal of Marine Systems 29 2001 51-67
34. MEDAR-Group, 2002. MEDATLAS/2002 database. Mediterranean and Black Sea database of temperature salinity and bio-chemical parameters. Climatological Atlas. Ifremer edition 4 CD-ROM
35. M. Orlić M. Gacić P. La Violette The currents and circulation of the Adriatic Sea Oceanologica Acta 15 2 1992 109-124
36. P. Poulain Drifter observations of surface circulation in the Adriatic Sea between December 1994 and March 1996 Journal of Marine Systems 20 1999 231-253
37. P. Poulain Adriatic Sea circulation as derived from drifter data between 1990 and 1999 Journal of Marine Systems 29 2001 3-32
38. R.W. Reynolds T. Smith Improved global sea surface temperature analyses using optimum interpolation Journal of Climate 7 1994 929-948
39. M. Rixen J.-M. Beckers J.-M. Brankart P. Brasseur A numerically efficient data analysis method with error map generation Ocean Modelling 2 1-2 2001 45-60
40. A. Robinson W. Leslie Estimation and prediction of oceanic eddy fields Progress in Oceanography 14 1985 485-510
41. R. Saunders K.T. Kriebel An improved method for detecting clear sky and cloudy radiances from AVHRR data International Journal of Remote Sensing 9 1988 123-150
42. T.M. Smith R.W. Reynolds R.E. Levezey D.C. Stokes Reconstruction of historical sea surface temperatures using empirical orthogonal functions Journal of Climate 9 1996 1403-1420
43. V. Strass Chlorophyll patchiness caused by mesoscale upwelling at fronts Deep-Sea Research 39 1992 75-96
44. V. Toumazou J. Cretaux Using a Lanczos eigensolver in the computation of empirical orthogonal functions Monthly Weather Review 125 5 2001 1243-1250
45. H. von Storch W. Zwiers Statistical Analysis in Climate Research 1999 Cambridge University Press
46. G. Wick W. Emery P. Schluessel A comprehensive comparison between satellite-measured skin and multichannel sea surface temperature Journal of Geophysical Research 97 C4 1992 5569-5595
47. D. Wilks Statistical Methods in the Atmospheric Sciences 1995 Academic Press