Coupling fuzzy modeling and neural networks for river flood prediction

IEEE Transactions on Systems, Man and Cybernetics Part C: Applications and Reviews

Volumn 35, Issue 3, 2005, Pages 382-390

  Corani, Giorgio ^a   Guariso, Giorgio ^a  

^a POLITECNICO DI MILANO   (Italy)

Author keywords

Feedforward neural networks; Forecasting; Fuzzy sets; Hydrology; Rivers

Indexed keywords

CATCHMENTS; FORECASTING; FORMAL LOGIC; FUZZY SETS; HYDROLOGY; LEAST SQUARES APPROXIMATIONS; MATHEMATICAL MODELS; MEMBERSHIP FUNCTIONS; NEURAL NETWORKS; RIVERS;

FLOOD FORECASTING; FUZZY MODELING; RIVER FLOOD PREDICTION;

FLOOD CONTROL;

EID: 23944482659     PISSN: 10946977     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSMCC.2004.843229     Document Type: Article

References (26)

1. H. Maier and C. Dandy, "Neural networks for the prediction and forecasting of water resources variables: A review of modeling issues and applications," Environ. Mod. Soft., vol. 15, pp. 101-124, 2000.
2. V. Singh and D. Woolhiser, "Mathematical modeling of watershed hydrology," J. Hydrol. Eng., vol. 7, no. 4, pp. 270-292, 2002.
3. S. Tokar and M. Markus, "Precipitation-runoff modeling using artificial neural networks and conceptual models," J. Hydrol. Eng., vol. 5, no. 2, pp. 156-161, 2000.
4. W. Krajewski, V. Lakshmi, K. Georgakakos, and S. Jahn, "A Monte Carlo study of rainfall sampling effect on a distributed catchment model," Water Res. Res., vol. 27, pp. i19-128, 1991.
5. E. Todini, "The ARNO rainfall-runoff model," J. Hydrol., vol. 175, pp. 339-382, 1996.
6. C. Melching, B. Yen, and H. Wenzel, "A reliability estimation in modeling watershed runoff with uncertainties," Water Res. Res., vol. 26, no. 10, pp. 2275-2286, 1990.
7. E. Todini and J. R. Wallis, "Using cls for daily or longer period rainfall runoff modeling," in Math. Models Surf. Water Hydrol., T. Ciriani, U. Maione, and J. R. Wallis, Eds. New York: Wiley, 1977.
8. H. Tong, Threshold Models in Non-Linear Time Series Analysis. New York: Springer-Verlag, 1983.
9. R. Kachroo and L. Natale, "Non linear modeling of the rainfall runnoff tranformation," J. Hydrol., vol. 133, pp. 41-97, 1992.
10. M. Campolo, P. Andreussi, and A. Soldati, "River flood forecasting with a neural network model," Water Res. Res., vol. 35, no. 4, pp. 1191-1197, 1999.
11. S. Hashem and B. Schmeiser, "Improving model accuracy using optimal linear combinations of trained neural networks," IEEE Trans. Neural Netw., vol. 6, no. 3, pp. 792-794, Jun. 1995.
12. H. Ekagal and A. Khotanzad, "Natural gas load forecasting with combination of adaptive neural networks," in Proc. Int. Joint Conf. Neural Networks, 1999, pp. 4069-4072.
13. A. Shamseldin, K. O'Connor, and K. Liang, "Methods for combining the outputs of different rainfall-runoff models," J. Hydrol., vol. 197, pp. 203-229, 1997.
14. L. Xiong, A. Shamseldin, and K. O'Connor, "A non linear combination of the forecasts of rainfall runoff models by the first order Takagi Sugeno fuzzy system," J. Hydrol., vol. 245, pp. 196-217, 2001.
15. G. Kim and A. Barros, "Quantitative flood forecasting using multisensor data and neural networks," J. Hydrol., vol. 246, pp. 45-62, 2001.
16. A. Atiya, S. El-Shoura, I. Shaheen, and M. El-Sherif, "A comparison between neural-network forecasting techniques case study: River flow forecasting," IEEE Trans. Neural Netw., vol. 10, no. 2, pp. 402-409, Apr. 1999.
17. J. Bezdek, Pattern Recognition with Fuzzy Objective Function Algo-rithms. New York: Plenum, 1981.
18. C. Bishop, Neural Networks for Pattern Recognition. New York: Oxford Univ. Press, 1995.
19. Y. Le Cun, I. Kanter, and S. Solla, "Eigenvalues of covariance matrices: Application to neural network learning," Phys. Rev. Lett., vol. 14, no. 1, pp. 2396-2399, 1991.
20. J. Zhang and A. Morris, "Fuzzy neural networks for nonlinear systems modeling," Proc. Inst. Elect. Eng., vol. 142, no. 6, pp. 551-561, 1995.
21. F. Girosi, M. Jones, and T. Poggio, "Regularization theory and neural networks architectures," Neural Comput., vol. 7, pp. 219-269, 1995.
22. M. Norgaard, O. Ravn, N. Poulsen, and L. Hansen, Neural Networks for Modeling and Control of Dynamic Systems. London, U.K.: Springer-Verlag, 2000.
23. F. Chang, J. Liang, and Y. Chen, "Flood forecasting using radial basis function neural networks," IEEE Trans. Syst., Man, Cybern. C, Appl. Rev., vol. 31, no. 2, pp. 530-535, May 2001.
24. R. G. Bartual, "Short term tiver flood forecasting with neural networks," in Proc. iEMS Int. Congr.: Integrated Assesment and Decision Support, vol. 2, A. Rizzoli and A. Jakeman, Eds., 2002, pp. 160-165.
25. D. Woolhiser and J. Liggett, "Unsteady, one-dimensional flow over a plane - The rising hydrograph," Water Res. Res., vol. 3, no. 3, pp. 753-771, 1967.
26. W. Press, B. Flannery, S. Teukolsky, and W. Vetterling, Numerical Recines in C. Cambridge, U.K.: Cambridge univ. Press, 1988.