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Original Articles

A neural-network model to retrieve CDOM absorption from in situ measured hyperspectral data in an optically complex lake: Lake Taihu case study

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Pages 4005-4022 | Received 05 Sep 2008, Accepted 09 Mar 2010, Published online: 30 Jun 2011

References

  • Beale , S. and Jackson , T. 1990 . Neural Computing: an Introduction , Bristol , , UK : Adam Hilger .
  • Bélanger , S. , Babin , M. and Larouche , P. 2008 . An empirical ocean color algorithm for estimating the contribution of chromophoric dissolved organic matter to total light absorption in optically complex waters . Journal of Geophysical Research , 113 : C04027
  • Bowers , D.G. , Evans , D. , Thomas , D.N. , Ellis , K. , Williams , P.J. and le , B . 2004 . Interpreting the colour of an estuary . Estuarine, Coastal and Shelf Science , 59 : 13 – 20 .
  • Bricaud , A. , Morel , A. and Prieur , L. 1981 . Absorption by dissolved organic matter in the sea (yellow substance) in the UV and visible domain . Limnology and Oceanography , 26 : 43 – 53 .
  • Carder , K.L. , Chen , F.R. , Lee , Z.P. , Hawes , S.K. and Cannizzaro , J.P. 2003 . MODIS Ocean Science Team Algorithm Theoretical Basis Document , 18 St. Petersburg , FL : College of Marine Science, University of South Florida . (ATBD 19, Case 2 Chlorophyll a), Version 7
  • Chen , C.Q. , Pan , Z.L. and Shi , P. 2003 . Simulation of sea water reflectance and its application in retrieval of yellow substance by remote sensing data . Journal of Tropical Oceanography , 22 : 33 – 39 .
  • Chen , C.Q. , Shi , P. and Zhan , H.G. 2005 . Retrieval of gelbstoff absorption coefficient in Pearl River estuary using remotely-sensed ocean color data . Proceedings of SPIE , 4 : 2511 – 2514 .
  • Chen , Z.Q. , Li , Y. and Pan , J.M. 2004 . Distributions of coloured dissolved organic matter and dissolved organic carbon in the Pearl River Estuary, China . Continental Shelf Research , 24 : 1845 – 1856 .
  • D'Alimonte , D. , Zibordi , G. and Berthon , J.-F. 2004 . Determination of CDOM and NPPM absorption coefficient spectra from coastal water remote sensing reflectance . IEEE Transactions on Geoscience and Remote Sensing , 42 : 1770 – 1777 .
  • Dall'Olmo , G. and Gitelson , A. 2005 . Effect of bio-optical parameter variability on the remote estimation of chlorophyll a concentration in turbid productive waters: experimental results . Applied Optics , 44 : 412 – 422 .
  • Del Castillo , C.E. and Coble , P.G. 2000 . Seasonal variability of the colored dissolved organic matter during the 1994–95 NE and SW monsoons in the Arabian Sea . Deep-sea Research II , 47 : 1563 – 1579 .
  • Del Vecchio , R. and Blough , N.V. 2004 . Spatial and seasonal distribution of chromophoric dissolved organic matter (CDOM) and dissolved organic carbon (DOC) in the middle Atlantic Bight . Marine Chemistry , 89 : 169 – 187 .
  • D'Sa , E.J. and Miller , R.L. 2003 . Bio-optical properties in waters influenced by the Mississippi River during low flow conditions . Remote Sensing of Environment , 84 : 538 – 549 .
  • Ferrari , G.M. and Dowell , M.D. 1998 . CDOM absorption characteristic with relation to fluorescence and salinity in coastal areas of the Southern Baltic Sea . Estuarine, Coastal and Shelf Science , 47 : 91 – 105 .
  • Gitelson , A.A. , Schalles , J.F. and Hladik , C.M. 2007 . Remote chlorophyll-a retrieval in turbid, productive estuaries: Cheapeake Bay case study . Remote Sensing of Environment , 109 : 464 – 472 .
  • Green , S. and Blough , N. 1994 . Optical absorption and fluorescence properties of chromophoric dissolved organic matter in natural waters . Limnology and Oceanography , 39 : 1903 – 1916 .
  • Hoge , F.E. , Vodacek , A. and Blough , N.V. 1993 . Inherent optical properties of the ocean: retrieval of the absorption coefficient of chromophoric dissolved organic matter from fluorescence measurements . Limnology and Oceanography , 38 : 1394 – 1402 .
  • Keith , D.J. , Yoder , J.A. and Freeman , S.A. 2002 . Spatial and temporal distribution of colored dissolved organic matter (CDOM) in Narragansett Bay, Rhode Island: implications for phytoplankton in coastal waters . Estuarine, Coastal and Shelf Science , 55 : 705 – 717 .
  • Kirk , J.T.O. 1994 . Light and Photosynthesis in Aquatic Ecosystem , Cambridge , , UK : Cambridge University Press .
  • Kishino , M. , Tanaka , A. and Ishizaka , J. 2005 . Retrieval of chlorophyll a, suspended solids, and colored dissolved organic matter in Tokyo Bay using ASTER data . Remote Sensing of Environment , 99 : 66 – 74 .
  • Kowalczuk , P. , Olszewski , J. , Darecki , M. and Kaczmarek , S. 2005 . Empirical relationships between colored dissolved organic matter (CDOM) absorption and apparent optical properties in Baltic Sea . International Journal of Remote Sensing , 26 : 345 – 370 .
  • Krasnopolsky , V. , Breaker , L. and Gemmill , W. 1995 . A neural network as a nonlinear transfer model for retrieving surface wind speeds from the special sensor microwave imager . Journal of Geophysical Research , 100 : 11 033 – 11 045 .
  • Lee , Z.P. , Carder , K.L. , Hawes , S.K. , Steward , R.G. , Peacock , T.G. and Davis , C.O. 1994 . Model for the interpretation of hyperspectral remote-sensing reflectance . Applied Optics , 33 : 5721 – 5732 .
  • Lee , Z.P. , Carder , K.L. , Steward , R.G. , Peacock , T.G. , Davis , C.O. and Patch , J.S. 1998 . An empirical ocean color algorithm for light absorption coefficients of optically deep waters . Journal of Geophysical Research , 103 : 27 967 – 27 978 .
  • Lubac , B. and Loisel , H. 2007 . Variability and classification of remote sensing reflectance spectra in the eastern English Channel and southern North Sea . Remote Sensing of Environment , 110 : 45 – 58 .
  • Ma , R.H. , Tang , J.W. and Dai , J.F. 2006 . Bio-optical model with optimal parameter suitable for Lake Taihu in water color remote sensing . International Journal of Remote Sensing , 27 : 4303 – 4326 .
  • Moore , C. , Barnard , A. and Hankins , D. 2005 . Scattering Meter (BB9) User's Guide , 2 – 13 . USA : WET Labs . Revision A
  • Pienitz , R. and Vincent , W.F. 2000 . Effect of climatic change relative to ozone depletion on UV exposure in subarctic lakes . Nature , 404 : 484 – 487 .
  • Qin , B.Q. , Hu , W.P. and Chen , W.M. 2004 . The Process and Mechanism of Water Environment Evolvement in Taihu Lake , Beijing , , China : Science Press .
  • Sathyendranath , S. 2000 . Remote Sensing of Ocean Color in Coastal and Other Optically-complex, Waters , Canada : International Ocean-Color Coordinating Group . IOCCG Report no. 3
  • Schwarz , J.N. , Kowalcazuk , P. , Kaczmarek , S. , Cota , G.F. , Mitchell , B.G. , Kahru , M. , Ghavez , F.P. , Cunningham , A. , Mckee , D. , Gege , P. , Kishino , M. , Phinney , D.A. and Raine , R. 2002 . Two models for absorption by colored dissolved organic matter . Oceanologia , 44 : 209 – 241 .
  • Stedmon , C.A. , Markager , S. and Kaas , H. 2000 . Optical properties and signatures of chromophoric dissolved organic matter (CDOM) in Danish coastal waters . Estuarine, Coastal and Shelf Science , 51 : 267 – 278 .
  • Sun , D.Y. , Li , Y.M. and Wang , Q. 2009a . A unified model for remotely estimating chlorophyll a in Lake Taihu, China based on SVM and in situ hyperspectral data . IEEE Transactions on Geoscience and Remote Sensing , 47 : 2957 – 2968 .
  • Sun , D.Y. , Li , Y.M. , Wang , Q. , Jay , G. , Lu , H. , Le , C.F. and Huang , C.C. 2009b . Light scattering properties and their relation to the biogeochemical composition of turbid productive waters: a case study of Lake Taihu . Applied Optics , 48 : 1979 – 1989 .
  • Sun , D.Y. , Li , Y.M. , Wang , Q. , Le , C.F. , Huang , C.C. and Wang , L.Z. 2009c . Parameterization of water component absorption in inland eutrophic lake and its seasonal variability — a case study in Lake Taihu . International Journal of Remote Sensing , 30 : 3549 – 3571 .
  • Tang , J.W. , Tian , G.L. , Wang , X.Y. , Wang , X.M. and Song , Q.J. 2004 . Methods of water spectra measurement and analysis I: above water method . Journal of Remote Sensing , 8 : 37 – 44 .
  • Zhang , Y.L. and Qin , B.Q. 2007 . Feature of CDOM and its possible source in Meiliang Bay and Da Taihu lake in Taihu lake in summer and winter . Advances in Water Science , 18 : 415 – 423 .
  • Zhang , Y.L. , Wu , S.C. , Qin , B.Q. , Chen , W.M. and Zhu , G.W. 2004 . Absorption of light by chromophoric dissolved organic matter (CDOM) in Meiliang Bay of Taihu Lake . China Environmental Science , 24 : 405 – 409 .
  • Zhang , Y.L. , Qin , B.Q. , Ma , R.H. , Zhu , G.W. , Zhang , L. and Chen , W.M. 2005 . Chromophoric dissolved organic matter absorption characteristics with relation to fluorescence in typical macrophyte, algae lake zones of Lake Taihu . Environment Science , 26 : 142 – 147 .
  • Zhang , Y.L. , Yang , L.Y. , Qin , B.Q. , Gao , G. , Luo , L.C. , Zhu , G.W. and Liu , M.L. 2008 . Spatial distribution of COD and the correlations with other parameters in the Northern region of Lake Taihu . Environment Science , 29 : 1457 – 1462 .

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