Determination of CDOM and NPPM absorption coefficient spectra from coastal water remote sensing reflectance

IEEE Transactions on Geoscience and Remote Sensing

Volumn 42, Issue 8, 2004, Pages 1770-1777

  D'Alitnonte, Davide ^a   Zibordi, Giuseppe ^b   Berthon, Jean François ^b  

^a ASTON UNIVERSITY   (United Kingdom)

^b JOINT RESEARCH CENTRE   (Italy)

Author keywords

Biooptical modeling; Neural network; Ocean color

Indexed keywords

ALGORITHMS; CHLOROPHYLL; COASTAL ZONES; COMPUTER SIMULATION; LIGHT ABSORPTION; NEURAL NETWORKS; PARTICLES (PARTICULATE MATTER); REGRESSION ANALYSIS; REMOTE SENSING;

BIOPTICAL MODELING; COASTAL WATER; COLORED DISSOLVED ORGANIC MATTER (CDOM); OCEAN COLOR;

ELECTROMAGNETIC WAVE REFLECTION;

EID: 4344703491     PISSN: 01962892     EISSN: None     Source Type: Journal    
DOI: 10.1109/TGRS.2004.831444     Document Type: Article

References (30)

1. G. F. Cota, W. G. Harrison, T. Platt, S. Sathyendranath, and V. Smart, "Bio-optical properties of the Labrador Sea," J. Geophys. Res., vol. 108, pp. 3228-3241, 2003.
2. C. L. Gallegos and P. J. Neale, "Partitioning spectral absorption in case 2 waters: Discrimination of dissolved and particulate components," Appl. Opt., vol. 41, pp. 4220-4233, 2002.
3. A. Morel and L. Prieur, "Analysis of variation in ocean color," Limnol. Oceanogr., vol. 22, pp. 709-722, 1977.
4. IOCCG, "Remote sensing of ocean color in coastal, and other optically-complex waters," IOCCG, Darthmouth, NS, Canada, Report of the Int. Ocean-Colour Coordinating Group, S. Sathyendranath, Ed., 2000.
5. F. E. Hoge and P. E. Lyon, "Satellite retrieval of inherent optical properties by linear matrix inversion of oceanic radiance models: An analysis of models and radiance measurement error," J. Geophys. Res., vol. 101, pp. 631-648, 1996.
6. _, "Spectral parameters of inherent optical property models: method for satellite retrieval by matrix inversion of an oceanic radiance model," Appl. Opt., vol. 38, pp. 1657-1662, 1999.
7. K. L. Carder, F. R. Chen, Z. P. Lee, S. K. Hawes, and D. Kamykowski, "Semianalytic moderate-resolution imaging spectrometer algorithms for chlorophyll a and absorption with bio-optical domains based on nitrate-depletion temperatures," J. Geophys. Res., vol. 104, pp. 5403-5421, 1999.
8. S. Tassan, "Local algorithms using SeaWiFS data for the retrieval of phytoplankton and pigments, suspended sediment and yellow substance in coastal waters," Appl. Opt., vol. 33, pp. 2369-2378, 1994.
9. H. Shiller and R. Doerffer, "Neural network for the evaluation of the inverse model - Operational derivation of Case 2 water properties from MERIS data," Int. J. Remote Sens., vol. 20, pp. 1735-1746, 1997.
10. D. Buckton, E. O'Mongane, and S. Danaher, "The use of neural networks for the estimation of oceanic constituents based on the MERIS instrument," Int. J. Remote Sens., vol. 20, no. 9, pp. 1841-1851, 1999.
11. L. E. Keiner and G. W. Brown, "Estimating oceanic chlorophyll concentrations with neural networks," Int. J. Remote Sens., vol. 20, pp. 189-194, 1999.
12. M. Kahru and B. G. Mitchell, "Seasonal and nonseasonal variability of satellite derived chlorophyll and colored dissolved organic matter concentration in the California current," J. Geophys. Res., vol. 106, pp. 2517-2529, 2001.
13. G. M. Ferrari, "The relationship between chromophoric dissolved organic matter and dissolved organic carbon in the European Atlantic area and in the West Mediterranean Sea (Gulf of Lions)," Mar. Chem., vol. 106, pp. 339-357, 2000.
14. J.-F. Berthon, G. Zibordi, J. P. Doyle, S. Grossi, D. van der Linde, and C. Targa, "Coastal Atmosphere and Sea Time Series (CoASTS): Data Analysis," NASA Goddard Space Flight Center, Greenbelt, MD, TM-2002-206892, vol. 20, SeaWiFS Postlaunch Technical Report Series, pp. 1-25. 2002.
15. D. D'Alimonte and G. Zibordi. "Phytoplankton determination in an optically complex coastal region using a multi layer perceptron neural network," IEEE Trans. Geosci. Remote Sensing, vol. 41, pp. 2861-2868, Dec. 2003.
16. G. Zibordi, J.-F. Berthon, J. P. Doyle, S. Grossi, D. van der Linde, C. Targa, and L. Alberotanza, "Coastal Atmosphere and Sea Time Series (CoASTS): A Long-Term Measurement Program," NASA Goddard Space Flight Center, Greenbelt, MD, TM-2002-206892, vol. 19, SeaWiFS Postlaunch Technical Report Series, pp. 1-29, 2002.
17. H. Loisel and A. Morel, "Light scattering and chlorophyll concentration in Case 1 waters: a reexamination," Limnol. Oceanogr., vol. 43, pp. 847-858, 1998.
18. D. D'Alimonte and G. Zibordi, "The JRC Data Processing System," NASA Goddard Space Flight Center, Greenbelt, MD, TM-2001-206892, vol. 15, SeaWiFS Postlaunch Technical Report Series, pp. 52-56, 2001.
19. G. M. Ferrari, M. D. Dowell, S. Grossi, and C. Targa, "Relationship between the optical properties of chromophoric dissolved organic matter and total concentration of dissolved organic carbon in the Southern Baltic Sea region," Mar. Chem., pp. 299-316, 1996.
20. S. Tassan and G. M. Ferrari, "An alternative approach to absorption measurements of aquatic particles retained en niters," Limnol. Oceanogr., vol. 40, pp. 1358-1368, 1995.
21. G. M. Ferrari and S. Tassan, "A method using chemical oxidation to remove light absorption by phytoplankton pigments," J. Phycol., vol. 35, pp. 1090-1098, 1999.
22. S. Tassan and G. M. Ferrari, "Variability of light absorption by aquatic particles in the near infrared spectral region," Appl. Opt., vol. 42, pp. 4802-4810, 2004.
23. D. D'Alimonte, "Multi layer perceptron neural network for ocean color applications in coastal waters," Ph.D. dissertation, Univ. Southampton, Southampton, U.K., 2003.
24. P. Cipollini, G. Corsini, M. Diani, and R. Grasso, "Retrieval of sea water optically active parameters from hyperspectral data by means of generalized radial basis function neural network " IEEE Trans. Geosci. Remote Sensing, vol. 41, pp. 1508-1524, July 2001.
25. C. M. Bishop, Neural Networks for Pattern Recognition. Oxford, U.K.: Clarendon, 1995.
26. I. T. Nabney, Netlab: Algorithms for Pattern Recognition. Berlin, Germany: Springer-Verlag, 2001.
27. V. Cherkassky and F. Muller, Learning From Data. New York: Wiley. 1998.
28. D. D'Alimonte, F. Mélin, G. Zibordi, and J.-F. Berthon, "Use of the novelty detection technique to identify the range of applicability of empirical ocean color algorithms," IEEE Trans. Geosci. Remote Sensing, vol. 41, pp. 2833-2843, Dec. 2003.
29. F. Mélin, G. Zibordi, and J.-F. Berthon, "Assessment of SeaWiFS atmospheric and marine products for the Northern Adriatic Sea," IEEE Trans. Geosci. Remote Sens., vol. 41, pp. 548-558, Mar. 2003.
30. G. Zibordi, F. Mélin, S. B. Hooker, D. D'Alimonte, and B. Kolben, "An autonomous above-water system for the validation of ocean color radiance data," IEEE Trans. Geosci. Remote Sensing, vol. 42, pp. 401-415, Feb. 2004.