Neural network approach to retrieve the inherent optical properties of the ocean from observations of MODIS

Applied Optics

Volumn 50, Issue 19, 2011, Pages 3168-3186

  Ioannou, Ioannis ^a   Gilerson, Alexander ^a   Gross, Barry ^a   Moshary, Fred ^a   Ahmed, Samir ^a  

^a City University of New York   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

COMPLEX NETWORKS; INVERSE PROBLEMS; NASA; RADIOMETERS; REMOTE SENSING;

BACKSCATTER COEFFICIENTS; COMPLEX NATURE; COMPLEX NONLINEAR SYSTEM; FORWARD MODELING; INHERENT OPTICAL PROPERTIES; MULTI-SPECTRAL; NEURAL NETWORK (NN); VISIBLE WAVELENGTHS;

OPTICAL PROPERTIES;

CHLOROPHYLL; WATER;

ALGORITHM; ARTICLE; ARTIFICIAL NEURAL NETWORK; BIOLOGICAL MODEL; ENVIRONMENTAL MONITORING; FACTUAL DATABASE; METHODOLOGY; OCEANOGRAPHY; PHYTOPLANKTON; SEA; UNITED STATES;

ALGORITHMS; CHLOROPHYLL; DATABASES, FACTUAL; ENVIRONMENTAL MONITORING; MODELS, BIOLOGICAL; NEURAL NETWORKS (COMPUTER); NEW YORK; OCEANOGRAPHY; OCEANS AND SEAS; PHYTOPLANKTON; WATER;

EID: 79959947998     PISSN: 1559128X     EISSN: 15394522     Source Type: Journal    
DOI: 10.1364/AO.50.003168     Document Type: Article

References (58)

1. H. R. Gordon and A. Morel, "Remote assessment of ocean color for interpretation of satellite visible imagery: a review", R. T. Barber, C. N. K. Mooers, M. J. Bowman, and B. Zeitzschel, eds. (Springer-Verlag, 1983).
2. J. E. Tyler and R. W. Preisendorfer, The Sea, Vol. 2, M. N. Hill, ed. (Interscience, 1962).
3. R. W. Preisendorfer, "Hydrologic optics" (U. S. Department of Commerce, National Oceanic and Atmospheric Administration, Environmental Research Laboratories, 1976).
4. A. Morel and L. Prieur, "Analysis of variations in ocean color", Limnol. Oceanogr. 22, 709-722(1977).
5. R. W. Austin and T. J. Petzold, "The determination of the diffuse attenuation coefficient of sea water using the coastal zone color scanner", in Oceanography from Space, J. F. R. Gower, ed. (Plenum, 1981).
6. H. R. Gordon, D. K. Clark, J. W. Brown, O. B. Brown, R. H. Evans, and W. W. Broenkow, "Phytoplankton pigment concentrations in the Middle Atlantic Bight: comparison of ship determinations and CZCS estimates", Appl. Opt. 22, 20-36(1983).
7. Z. P. Lee, K. L. Carder, R. G. Steward, T. G. Peacock, C. O. Davis, and J. S. Patch, "An empirical algorithm for light absorption by ocean water based on color", J. Geophys. Res. 103, 27967-27978(1998).
8. S. Sathyendranath, F. E. Hoge, T. Platt, and R. N. Swift, "Detection of phytoplankton pigments from ocean color: improved algorithms", Appl. Opt. 33, 1081-1089(1994). (Pubitemid 24405211)
9. J. O'Reilly, S. Maritorena, B. G. Mitchell, D. Siegel, K. L. Carder, S. Garver, M. Kahru, and C. McClain, "Ocean color chlorophyll algorithms for SeaWiFS", J. Geophys. Res. 103, 24937-24953(1998).
10. H. Loisel, D. Stramski, B. G. Mitchell, F. Fell, V. Fournier-Sicre, B. Lemasle, and M. Babin, "Comparison of the ocean inherent optical properties obtained from measurements and inverse modeling", Appl. Opt. 40, 2384-2397(2001).
11. M. Sydor, R. Arnone, R. W. Gould, G. E. Terrie, S. D. Ladner, and C. G. Wood, "Remote-sensing technique for determination of the volume absorption coefficient of turbid water", Appl. Opt. 37, 4944-4950(1998). (Pubitemid 128659760)
12. C. S. Roesler and M. J. Perry, "In situ phytoplankton absorption, fluorescence emission, and particulate backscattering spectra determined from reflectance", J. Geophys. Res. 100, 13279-13294(1995).
13. 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. Geophys. Res. 101, 16631-16648(1996).
14. A. H. 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. Geophys. Res. 102, 18607-18625(1997). (Pubitemid 28075598)
15. 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. 104, 5403-5421(1999). (Pubitemid 29271018)
16. P. Wang, E. S. Boss, and C. Roesler, "Uncertainties of inherent optical properties obtained from semianalytical inversions of ocean color", Appl. Opt. 44, 4074-4085(2005). (Pubitemid 40972001)
17. Z. P. Lee, K. L. Carder, and R. A. Armone, "Deriving inherent optical properties from water color: a multiband quasianalytical algorithm for optically deep waters", Appl. Opt. 41, 5755-5772(2002).
18. Z. P. Lee and K. L. Carder, "Absorption spectrum of phytoplankton pigments derived from hyperspectral remote-sensing reflectance", Remote Sens. Environ. 89, 361-368(2004). (Pubitemid 38178907)
19. Z. P. Lee, http://www.ioccg.org/groups/Software-OCA/QAA-v5.pdf
20. F. Aires, C. Prigent, W. B. Rossow, and M. Rothstein, "A neural network approach including first guess for retrieval of atmospheric water vapor, cloud liquid water path, surface temperature, and emissivities over land from satellite microwave observations", J. Geophys. Res. 106, 14887-14907(2001).
21. F. Aires, C. Prigent, and W. B. Rossow, "Neural network uncertainty assessment using Bayesian statistics: a remote sensing application", Neural Comput. 16, 2415-2458(2004). (Pubitemid 39392557)
22. H. Schiller and R. Doerffer, "Neural network for emulation of an inverse mode-operational derivation of case II water properties from MERIS data", Int. J. Remote Sens. 20, 1735-1746(1999). (Pubitemid 29434967)
23. L. Gross, S. Thiria, and R. Frouin, "Applying artificial neural network methodology to ocean color remote sensing", Eco. Model. 120, 237-246(1999). (Pubitemid 29405142)
24. 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). (Pubitemid 39159902)
25. P. J. Werdell and S. W. Bailey, "An improved in-situ bio-optical data set for ocean color algorithm development and satellite data product validation", Remote Sens. Environ. 98, 122-140(2005). (Pubitemid 41262488)
26. A. Gitelson, J. F. Schalles, and C. M. Hladik, "Remote chlorophyll - a retrieval in turbid, productive estuaries: Chesapeake Bay case study", Remote Sens. Environ. 109, 464-472(2007). (Pubitemid 47001433)
27. J. Zhou, A. Gilerson, I. Ioannou, S. Hlaing, J. Schalles, B. Gross, F. Moshary and S. Ahmed, "Retrieving quantum yield of sun-induced chlorophyll fluorescence near surface from hyperspectral in-situ measurement in productive water", Opt. Express 16, 17468-17483(2008).
28. A. Morel, "Optical modeling of the upper ocean in relation to its biogenous matter content (case I waters)", J. Geophys. Res. 93, 10749-10768(1988).
29. H. R. Gordon, O. B. Brown, R. H. Evans, J. W. Brown, R. C. Smith, K. S. Baker, and D. K. Clark, "A semi-analytic radiance model of ocean color", J. Geophys. Res. 93, 10909-10924(1988).
30. A. Morel and S. Maritorena, "Bio-optical properties of oceanic waters: a reappraisal", J. Geophys. Res. 106, 7163-7180(2001).
31. Z. P. Lee, http://www.ioccg.org/groups/lee-data.pdf
32. A. Bricaud, M. Babin, A. Morel, and H. Claustre, "Variability in the chlorophyll-specific absorption coefficients of natural phytoplankton: analysis and parameterization", J. Geophys. Res. 100, 13321-13332(1995).
33. 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). (Pubitemid 129306599)
34. 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, 1995).
35. D. Stramski, A. Bricaud, and A. Morel, "Modeling the inherent optical properties of the ocean based on the detailed composition of the planktonic community", Appl. Opt. 40, 2929-2945(2001).
36. R. Pope and E. Fry, "Absorption spectrum 380-700 nm of pure waters: II. integrating cavity measurements", Appl. Opt. 36, 8710-8723(1997). (Pubitemid 28504585)
37. A. Morel, "Optical properties of pure water and pure sea water", in Optical Aspects of Oceanography, N G Jerlov and E. S. Nielsen, eds. (Academic, 1974), pp. 1-24.
38. A. M. Ciotti, M. R. Lewis, and J. J. Cullen, "Assessment of the relationships between dominant cell size in natural phytoplankton communities and the spectral shape of the absorption coefficient", Limnol. Oceanogr. 47, 404-417(2002). (Pubitemid 34290308)
39. T. Oishi, Y. Takahashi, A. Tanaka, M. Kishino, and A. Tsuchiya, "Relation between the backward as well as total scattering coefficients and the volume scattering functions by cultured phytoplankton", J. School Mar. Sci. Technol. Tokai Univ. 53, 1-15(2002).
40. M. Babin, D. Stramski, G. M. Ferrari, H. Claustre, A. Bricaud, G. Obolensky and N. Hoepffner, "Variations in the light absorption coefficients of phytoplankton, nonalgal particles, and dissolved organic matter in coastal waters around Europe", J. Geophys. Res. 108, 3211-3231(2003).
41. C. D. Mobley, Light and Water: Radiative Transfer in Natural Waters (Academic, 1994).
42. C. D. Mobley and L. K. Sundman, HydroLight 5 (Sequoia Scientific, 2008).
43. A. Morel, B. Gentili, H. Claustre, M. Babin, A. Bricaud, J. Ras, and F. Tièche, "Optical properties of the "clearest" natural waters", Limnol. Oceanogr. 52, 217-229(2007). (Pubitemid 46972136)
44. IOCCG Report 5 "Remote sensing of inherent optical properties: fundamentals, tests of algorithms, and applications", Z.-P Lee, ed. (2006), pp. 17, 57-62.
45. M. Babin, A. Morel, V. Fournier-Sicre, F. Fell, and D. Stramski, "Light scattering properties of marine particles in coastal and oceanic waters as related to the particle mass concentration", Limnol. Oceanogr. 48, 843-859(2003). (Pubitemid 36364161)
46. J. W. Campbell, "The lognormal distribution as a model for bio-optical variability in the sea", J. Geophys. Res. 100, 13237-13254(1995).
47. http://oceancolor.gsfc.nasa.gov/DOCS/RSR/Aqua-detdep-RSRs.txt.
48. K. Horrnik, M. Stinchcombe, and H. White, "multilayer feedforward networks are universal approximators", Neural Netw. 2, 359-366(1989). (Pubitemid 20609008)
49. G. Cybenko, "Approximation by superpositions of a sigmoidal function", Math. Control Signals Syst. 2, 303-314(1989).
50. K. Levenberg, "A method for the solution of certain nonlinear problems in least squares", Q. Appl. Math. 2, 164-168(1944).
51. D. W. Marquardt, "An algorithm for the least-squares estimation of nonlinear parameters", SIAM J. Appl. Math. 11, 431-441(1963).
52. D. J. C. MacKay, "Bayesian interpolation", Neural Comput. 4, 415-447(1992).
53. F. D. Foresee and M. T. Hagan, "Gauss-Newton approximation to Bayesian regularization", in Proceedings of the 1997 International Joint Conference on Neural Networks (IEEE, 1997), pp. 1930-1935.
54. MathWorks, MATLAB 7.6.0, R2008a (2008).
55. D. S. Livingstone, ed., Artificial Neural Networks: Methods and Applications (Humana, 2009).
56. S. B. Hooker, G. Lazin, G. Zibordi, and S. McLean, "An evaluation of above-and in-water methods for determining waterleaving radiances", J. Atmos. Ocean. Technol. 19, 486-515(2002). (Pubitemid 34577538)
57. A. Albert and C. D. Mobley, "An analytical model for subsurface irradiance and remote sensing reflectance in deep and shallow case-2 waters", Opt. Express 11, 2873-2890(2003).
58. A. Morel, "Light and marine photosynthesis: a spectral model with geochemical and climatological implications", Progr. Oceanogr. 26, 263-306(1991).