Case studies on the use of neural networks in eutrophication modeling

Bayar, 1997, Use of modelling for development of management strategies in control of eutrophication for lake system of Mogan and Eymir, Fresenius Environ. Bull., 6, 115 Freeman, 1991, 1991 Gündüz, O., Muhammetoglu – Bayar, A., Soyupak, S., Yurteri, C., 1997. Application of a Two Dimensional Hydrodynamic and Water Quality Model to a Highly Eutrophic Lake, The Proceedings of 1997 CSCE-ASCE Environmental Engineering Conference, Edmonton, Alberta, Canada, vol. 2, 1997, pp. 1213–1223. Hagan, 1994, Training feedforward networks with the Marquardt algorithm, IEEE Trans. Neural Networks, 5, 989, 10.1109/72.329697 Karul, 1997, A comprehensive evaluation of possible eutrophication control methods for Keban Dam Reservoir with special emphasis on pre-dam construction, Fresenius Environ. Bull., 6, 284 Karul, 1998, A new approach to mathematical water quality modelling in reservoirs: neural networks, Int. Rev. Hydrobiol., 83, 689 Keiner, L.E., Brown, C.W., 1998 A neural network as a non-linear chlorophyll estimation algorithm, http://orbit19i/nesdis/noaa.gov/∼lkeiner/seanam_ neural/seabam2.htm (The) Mathworks Inc., 1998, Neural Network Toolbox User's Guide, Fifth printing, version 3, The MathWorks Inc., Natick, MA. Recknagel, 1997, ANNA — artificial neural network model for predicting species abundance and succession of blue–green algae, Hydrobiologia, 349, 47, 10.1023/A:1003041427672 Ryding, S., Rast, W., 1989, The Control of Eutrophication of Lakes and Reservoirs, Parthenon, UNESCO. Scardi, 1996, Artificial neural networks as empirical models for estimating phytoplankton production, Mar. Ecol. Ser., 139, 289, 10.3354/meps139289 Simpson, 1990, 1990 Soyupak, 1997, A dissolved oxygen model for evaluation of eutrophication control alternatives for a large reservoir, Ecol. Model., 97, 99, 10.1016/S0304-3800(96)00077-4 Soyupak, 1998, The spatial and temporal variability of limnological properties of a very large and deep reservoir, Int. Rev. Hydrobiol., 83, 183 Yabunaka, 1997, Novel application of a back-propagation artificial neural network model formulated to predict algal bloom, Wat. Sci. Tech., 36, 89, 10.1016/S0273-1223(97)00464-2