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Original Articles

Forecasting Daily Chlorophyll a Concentration during the Spring Phytoplankton Bloom Period in Xiangxi Bay of the Three-Gorges Reservoir by Means of a Recurrent Artificial Neural Network

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Pages 609-617 | Received 05 May 2009, Accepted 04 Aug 2009, Published online: 06 Jan 2011

LITERATURE CITED

  • Domingues , R. B. , Barbosa , A. and Galvão , H. 2005 . Nutrients, light and phytoplankton succession in a temperate estuary (the Guadiana, south-westem Iberia) . Estuar. Coast. Shelf Sci. , 64 : 249 – 260 .
  • Elman , J. L. 1990 . Finding structure in time . Cognitive Science , 14 : 179 – 211 .
  • Gevrey , M. , Dimopoulos , I. and Lek , S. 2003 . Review and comparison of methods to study the contribution of variables in artificial neural network models . Ecol. Model. , 160 : 249 – 264 .
  • Gevrey , M. , Dimopoulos , I. and Lek , S. 2006 . Two-way interaction of input variables in the sensitivity analysis of neural network models . Ecol. Model. , 195 : 43 – 50 .
  • Ha , K. , Jang , M. H. and Joo , G. J. 2002 . Spatial and temporal dynamics of phytoplankton communities along a regulated river system, the Nakdong River, Korea . Hydrobiologia , 470 : 235 – 245 .
  • Hecky , R. E. and Kilham , P. 1988 . Nutrient limitation of phytoplankton in freshwater and marine environments: a review of recent evidence on the effects of enrichment . Limnol. Oceanogr. , 33 : 796 – 822 .
  • Holmes , P. , Kelly , M. G. , Homberger , G. M. and O'brien , W. J. 1973 . Phytoplankton algae: nutrient concentrations and growth . Science , 180 : 1298 – 1300 .
  • Hou , G. X. , Song , L. R. , Liu , J. T. , Xiao , B. D. and Liu , Y. D. 2004 . Modeling of Cyanobacterial blooms in hypereutrophic lake Dianchi, China . J. Freshwater Ecol. , 19 : 623 – 629 .
  • Jeong , K. S. , Joo , G. J. , Kim , H. W. , Ha , K. and Recknagel , F. 2001 . Prediction and elucidation of phytoplankton dynamics in the Nakdong River (Korea) by means of a recurrent artificial neural network . Ecol. Model. , 146 : 115 – 129 .
  • Jeong , K. S. , Recknagel , F. and Joo , G. J. 2006 . “ Prediction and Elucidation of population dynamics of the blue-green algae Microcystis aeruginosa and the diatom Stephanodiscus hantzschii in the Nakong River-Reservoir system (South Korea) by a recurrent artificial neural network. Pages: 255–273 ” . In Ecological informatics. Berlin Edited by: Recknagel , F. Springer-Verlag .
  • Jorgensen , S. E. and Nielsen , S. N. 1994 . Models of the structural dynamics in lakes and reservoirs . Ecol. Model. , 74 : 39 – 46 .
  • Kim , D. , Jeong , K. S. , Whigham , P. A. and Joo , G J. 2007 . Winter diatom blooms in a regulated river in South Korea: explanations based on evolutionary computation . Freshwater Biol. , 52 : 2021 – 2041 .
  • Lee , H. S. and Lee , J. H. W. 1995 . Continuous monitoring of short term dissolved oxygen and algal dynamics . Water Res. , 29 : 2789 – 2796 .
  • Lee , J. H. W. , Huang , Y. , Dickman , M. and Jayawardena , A. W. 2003 . Neural network modelling of coastal algal blooms . Ecol. Model. , 159 : 179 – 201 .
  • Lee , R. E. 2008 . Phycology New York : Cambridge University Press .
  • Martines , I. , Paradal , M. A. , Lillebo , A. I. , Flindt , M. R. and Marques , J. C. 2001 . Hydroydnamics as a major factor controlling the occurrence of green macroalgal blooms in a eutrophic estuary: a case study on the influence of precipitation and river management . Estuar. Coast. Shelf Sci. , 52 : 165 – 177 .
  • O'brien , W. J. 1972 . Limiting factors in phytoplankton algae: their meaning and measurement . Science , 178 : 616 – 617 .
  • Ostojic , A. , Curcic , S. , Comic , L. and Topuzovic , M. 2005 . Estimate of the eutrophication process in Gruza Reservoir (Serbia and Montenegro) . Acta Hydrochim. Hydrobiol. , 33 : 605 – 613 .
  • Pineda , F. J. 1987 . Generalisation of back-propagation to recurrent neural networks . Phys. Rev. Lett. , 59 : 2229 – 2232 .
  • Recknagel , F. 1997 . ANN-artificial neural network model for predicting species abundance and succession of blue-green algae . Hydrobiologia , 349 : 47 – 57 .
  • Recknagel , F. 2003 . Ecological Informatics. Berlin Springer-Verlag .
  • Recknagel , F. , French , M. , Harkonen , P. and Yabunaka , K.-I. 1997 . Artificial neural network approach for modelling and prediction of algal blooms . Ecol. Model. , 96 : 11 – 28 .
  • Schindler , D. W. 1977 . Evolution of phosphorus limitation in lakes . Science , 195 : 260 – 262 .
  • Seker , S. , Ayaz , E. and rkcan , E. T. 2003 . Elman's recurrent neural network applications to condition monitoring in nuclear power plant and rotating machinery . Eng. Appl. Artif. Intell. , 16 : 647 – 656 .
  • Straskraba , M. 1994 . Ecotechnological models for reservoir water quality management . Ecol. Model. , 74 : 1 – 38 .
  • Teles , L. W. and Vasconcelos , V. 2006 . Time series forecasting of Cyanobacteria blooms in the Crestuma Reservoir (Douro River, Portugal) using artificial neural networks . Environ. Manage. , 38 : 227 – 237 .
  • Turner , R. E. , Qureshi , N. , Rabalais , R. N. , Dortch , Q. , Justic , D. , Shaw , R. F. and Cope , J. 1998 . Fluctuating silicate:nitrate ratios and coastal plankton food webs . PNAS , 95 : 13048 – 13051 .
  • Velo-Suárez , L. and Gutiérrez-Estrada , J. C. 2007 . Artificial neural network approaches to one-step weekly prediction of Dinophysis acuminata blooms in Huelva (Western Andalucia, Spain) . Harmful Algae , 6 : 361 – 371 .
  • Walter , M. , Recknagel , F. , Carpenter , C. and Bormans , M. 2001 . Predicting eutrophication effects in the Burrinjuck Reservoir (Australia) by means of the deterministic model SALMO and the recurrent neural network model ANNA . Ecol. Model. , 146 : 97 – 113 .
  • Ye , L. 2006 . Studies on the eutrophication and the spring phytoplankton bloom in Xiangxi Bay of Three—Gorge Reservoir (Ph.D thesis). Institute of Hydrobiology, the Chinese Academy of Sciences. Wuhan.
  • Ye , L. , Han , X. Q. , Xu , Y. Y. and Cai , Q. H. 2007 . Spatial analysis for the spring bloom and nutrient limitation in Xiangxi Bay of Three Gorges Reservoir . Environ. Monit. Assess. , 127 : 135 – 145 .
  • Ye , L. , Xu , Y. Y. , Han , X. Q. and Cai , Q. H. 2006 . Daily dynamics of nutrients and chlorophyll a during a spring phytoplankton bloom in Xiangxi Bay of the Three Gorges Reservoir . J. Freshwater Ecol. , 21 : 315 – 321 .

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