A comparison of nonlinear flood forecasting methods

Water Resources Research

Volumn 39, Issue 5, 2003, Pages

  Laio, F ^a   Porporato, A ^a   Revelli, R ^a   Ridolfi, L ^a  

^a POLITECNICO DI TORINO   (Italy)

Author keywords

Artificial neural networks; Flood forecasting; Nonlinear prediction; Overfitting

Indexed keywords

FLOODS; FORECASTING; LINEAR EQUATIONS; MATHEMATICAL MODELS;

FLOOD FORECASTING; MULTIVARIATE FLOOD FORECASTING;

WATER RESOURCES;

ARTIFICIAL NEURAL NETWORK; CALIBRATION; FLOOD FORECASTING;

EID: 1542646171     PISSN: 00431397     EISSN: None     Source Type: Journal    
DOI: 10.1029/2002WR001551     Document Type: Article

References (12)

1. ASCE Task Committee on Application of Artificial Neural Networks in Hydrology, Artificial neural networks in hydrology, I: Preliminary concepts, J. Hydrol. Eng., 5(2), 115-123, 2000a.
2. ASCE Task Committee on Application of Artificial Neural Networks in Hydrology, Artificial neural networks in hydrology. II: Hydrologic applications, J. Hydrol. Eng., 5(2), 124-137, 2000b.
3. Casdagli, M., Chaos and deterministic versus stochastic nonlinear modeling, J. R. Stat. Soc., Ser. B, 54, 303-324, 1991.
4. Coulibaly, P., F. Anctil, and B. Bobée, Daily reservoir inflow forecasting using artificial neural networks with stopped training approach, J. Hydrol., 230(3-4), 244-257, 2000.
5. Farmer, J. D., and J. J. Sidorowich, Predicting chaotic time series, Phys. Rev. Lett., 59(4), 845-848, 1987.
6. Jayawardena, A. W., and A. B. Gurung, Noise reduction and prediction of hydro meteorological time series: dynamical system approach vs. stochastic approach, J. Hydrol., 228, 242-264, 2000.
7. Jayawardena, A. W., and F. Lai, Analysis and prediction of chaos in rainfall and stream flow time series, J. Hydrol., 153, 23-52, 1994.
8. Lambrakis, N., A. S. Andreou, P. Polydoropoulos, E. Georgopoulous, and T. Bountis, Nonlinear analysis and forecasting of a brackish karstic spring, Water Resour. Res., 36(4), 875-884, 2000.
9. Porporato, A., and L. Ridolfi, Nonlinear analysis of river flow time sequences, Water Resour. Res., 33(6), 1353-1367, 1997.
10. Porporato, A., and L. Ridolfi, Multivariate nonlinear prediction of river flow, J. Hydrol., 248(1-4), 109-122, 2001.
11. Sauer, T., J. A. Yorke, and M. Casdagli, Embedology, J. Stat. Phys., 65, 579-616, 1991.
12. Takens, F., Detecting strange attractors in turbulence, Lect. Notes Math., 898, 366-381, 1981.