Integrating semianalytical and genetic algorithms to retrieve the constituents of water bodies from remote sensing of ocean color

Optics Express

Volumn 15, Issue 2, 2007, Pages 252-265

  Chang, Chih Hua ^a   Liu, Cheng Chien ^a   Wen, Ching Gung ^a  

^a NATIONAL CHENG KUNG UNIVERSITY   (Taiwan)

Author keywords

[No Author keywords available]

Indexed keywords

COLOR; GENETIC ALGORITHMS; INFORMATION RETRIEVAL; OPTICAL PROPERTIES; RADIOMETERS; REMOTE SENSING; SPECTROMETERS;

IN-SITU DATASETS; MODERATE RESOLUTION IMAGING SPECTRORADIOMETER (MODIS); ORGANIC MATTER; WATER BODIES;

WATER;

EID: 33846486703     PISSN: None     EISSN: 10944087     Source Type: Journal    
DOI: 10.1364/OE.15.000252     Document Type: Article

References (32)

1. T. Platt, "Primary production of the ocean water column as a function of surface light intensity: algorithms for remote sensing," Deep-Sea Res. Part I-Oceanogr. Res. Pap. 33, 149-163 (1986).
2. H. R. Gordon, O. B. Brown, and M. M. Jacobs, "Computed relationships between the inherent and apparent optical properties of a flat homogeneous ocean," Appl. Opt. 14, 417-427 (1975).
3. S. Maritorena, D. A. Siegel, and A. R. Peterson, "Optimization of a semianalytical ocean color model for global-scale applications," Appl. Opt. 41, 2705-2714 (2002).
4. Z. P. Lee, K. L. Carder, C. D. Mobley, R. G. Steward, and J. S. Patch, "Hyperspectral remote sensing for shallow waters: 2. Deriving bottom depths and water properties by optimization," Appl. Opt. 38, 3831-3843 (1999).
5. K. Y. Kondratyev, D. V. Pozdnyakov, and L. H. Pettersson, "Water quality remote sensing in the visible spectrum," Int. J. Remote Sens. 19, 957-979 (1998).
6. S. A. Garver and D. A. Siegel, "Inherent optical property inversion of ocean color spectra and its biogeochemical interpretation .1. Time series from the Sargasso Sea," J. Geoph. Res. 102, 18607-18625 (1997).
7. C. C. Liu and R. L. Miller, "A Spectrum Matching Method for Estimating the Inherent Optical Properties from Remote Sensing of Ocean Color," in Ocean Remote Sensing and Imaging II, R. J. Frouin, G. D. Gilbert, and D. Pan, eds. (San Diego, California USA, 2003), pp. 141-152.
8. R. Doerffer and J. Fischer, "Concentrations of chlorophyll, suspended matter, and gelbstoff in Case-II waters derived from Satellite Coastal Zone Color Scanner data with inverse modeling methods," J. Geoph. Res. 99, 7457-7466 (1994).
9. F. E. Hoge and P. E. Lyon, "Satellite retrieval of inherent optical properties by linear matrix inversion of oceanic radiance models: An analysis of model and radiance measurement errors," J. Geoph. Res. 101, 16631-16648 (1996).
10. J. R. V. Zaneveld, "A theoretical derivation of the dependence of the remotely-sensed reflectance of the ocean on the inherent optical-properties," J. Geoph. Res. 100, 13135-13142 (1995).
11. H. G. Zhan, Z. P. Lee, P. Shi, C. Q. Chen, and K. L. Carder, "Retrieval of water optical properties for optically deep waters using genetic algorithms," IEEE Trans. Geosci. Remote Sensing 41, 1123-1128 (2003).
12. A. Tanaka, M. Kishino, R. Doerffer, H. Schiller, T. Oishi, and T. Kubota, "Development of a neural network algorithm for retrieving concentrations of chlorophyll, suspended matter and yellow substance from radiance data of the ocean color and temperature scanner," J. Oceanogr. 60, 519-530 (2004).
13. D. E. Goldberg, Genetic Algorithms in Search, Optimization and Machine Learning (Addison-Wesley, New York, 1989).
14. IOCCG, "Remote Sensing of Inherent Optical Properties: Fundamentals, Tests of Algorithms, and Applications," in Reports of the International Ocean-Colour Coordinating Group, No. 5, Z. P. Lee, ed. (IOCCG, Dartmouth, 2006).
15. Z. P. Lee, "Models, parameters, and approaches that used to generate wide range of absorption and backscattering spectra," (IOCCG, 2003), http://www.ioccg.org/groups/lee_data.pdf.
16. Z. P. Lee, K. L. Carder, C. D. Mobley, R. G. Steward, and J. S. Patch, "Hyperspectral remote sensing for shallow waters. I. A semianalytical model," Appl. Opt. 37, 6329-6338 (1998).
17. Z. P. Lee, K. L. Carder, and R. A. Arnone, "Deriving inherent optical properties from water color: a multiband quasi-analytical algorithm for optically deep waters," Appl. Opt. 41, 5755-5772 (2002).
18. H. R. Gordon, O. B. Brown, R. H. Evans, J. W. Brown, R. C. Smith, K. S. Baker, and D. K. Clark, "A semianalytic radiance model of ocean color," J. Geoph. Res. 93, 10909-10924 (1988).
19. C. C. Liu, "Fast and accurate model of underwater scalar irradiance for stratified Case 2 waters," Opt. Express 14, 1703-1719 (2006).
20. R. P. Bukata, J. H. Jerome, K. Y. Kondratyev, and D. V. Pozdnyakov, Optical Properties and Remote Sensing of Inland and Coastal Waters (CRC Press, Boca Raton, 1995).
21. A. Morel, "Optical modeling of the upper ocean in relation to its biogenous matter content (Case I waters)." J. Geoph. Res. 93, 10749-10768 (1988).
22. R. Pope and E. Fry, "Absorption spectrum (380-700 nm) of pure waters: II. Integrating cavity measurements," Appl. Opt. 36, 8710-8723 (1997).
23. 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. Geoph. Res. 104, 5403-5421 (1999).
24. A. Morel, ed. Optical Properties of Pure Water and Pure Sea Water (Academic, New York, 1974).
25. Z. P. Lee, "Ocean-colour algorithms." http://www.ioccg.org/ groups/OCAG_data.html.
26. Z. P. Lee, "Results from the IOCCG ocean color algorithm working group." http://seabass.gsfc.nasa.gov/ioccg.html.
27. H. Schiller and R. Doerffer, "Improved determination of coastal water constituent concentrations from MERIS data," IEEE Trans. Geosci. Remote Sensing 43, 1585-1591 (2005).
28. E. Devred, C. Fuentes-Yaco, S. Sathyendranath, C. Caverhill, H. Maass, V. Stuart, T. Platt, and G. White, "A semi-analytic seasonal algorithm to retrieve chlorophyll-a concentration in the Northwest Atlantic Ocean from SeaWiFS data," Indian J. Mar. Sci. 34, 356-367 (2005).
29. K. L. Carder, S. K. Hawes, K. A. Baker, R. C. Smith, R. G. Steward, and B. G. Mitchell, "Reflectance model for quantifying chlorophyll-a in the presence of productivity degradation products," J. Geoph. Res. 96, 20599-20611 (1991).
30. A. Bricaud, M. Babin, A. Morel, and H. Claustre, "Variability in the chlorophyll-specific absorption-coefficients of natural phytoplankton - analysis and parameterization," J. Geoph. Res. 100, 13321-13332 (1995).
31. H. R. Gordon and A. Morel, Remote Assessment of Ocean Color for Interpretation of Satellite Visible Imagery, a Review; Lecture Notes on Coastal and Estuarine Studies, Volume 4. (Springer Verlag, New York, 1983).
32. C. D. Mobley, Light and Water: Radiative Transfer in Natural Waters (Academic Press, New York, 1994).