Regional flood frequency analysis at ungauged sites using the adaptive neuro-fuzzy inference system

Journal of Hydrology

Volumn 349, Issue 1-2, 2008, Pages 31-43

  Shu, C ^a   Ouarda, T B M J ^a  

^a HYDRO QUÉBEC   (Canada)

Author keywords

ANFIS; Artificial neural network; Flood frequency analysis; Fuzzy logic; Hybrid learning; Regionalisation; Subtractive clustering; Ungauged

Indexed keywords

ALGORITHMS; BACKPROPAGATION; FUZZY CLUSTERING; LEAST SQUARES APPROXIMATIONS; NEURAL NETWORKS; REGIONAL PLANNING; REGRESSION ANALYSIS;

ADAPTIVE NEURO-FUZZY INFERENCE SYSTEM; FLOOD FREQUENCY ANALYSIS; HYBRID LEARNING; SUBTRACTIVE CLUSTERING;

FLOODS;

ALGORITHMS; BACKPROPAGATION; FLOODS; FUZZY CLUSTERING; LEAST SQUARES APPROXIMATIONS; NEURAL NETWORKS; REGIONAL PLANNING; REGRESSION ANALYSIS;

ALGORITHM; ARTIFICIAL NEURAL NETWORK; CATCHMENT; ESTIMATION METHOD; FLOOD FREQUENCY; FUZZY MATHEMATICS; REGRESSION ANALYSIS;

CANADA; NORTH AMERICA; QUEBEC [CANADA]; QUEBEC [QUEBEC (PRV)];

EID: 37548999007     PISSN: 00221694     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jhydrol.2007.10.050     Document Type: Article

References (34)

1. Acreman M.C., and Wiltshire S.E. The regions are dead; long live the regions. Methods of identifying and dispensing with regions for flood frequency analysis. IAHS Publication No. 187 (1989) 175-188
2. Bardossy A., and Disse M. Fuzzy rule-based models for infiltration. Water Resources Research 29 2 (1993) 373-382
3. Bardossy A., Duckstein L., and Bogardi I. Fuzzy rule-based classification of circulation patterns for precipitation events. International Journal of Climatology 15 (1995) 1087-1097
4. Bishop, C.M., 1995. Neural Networks for Pattern Recognition. New York: Oxford.
5. Bogardi I., Bardossy A., Duckstein L., and Pongrácz R. Fuzzy logic in hydrology and water resources. In: Demicco R.V., and Klir G.J. (Eds). Fuzzy Logic in Geology (2003), Elsevier Academic Press 153-190
6. Burn D.H. An appraisal of the 'region of influence' approach to flood frequency analysis. Hydrological Sciences Journal 35 2 (1990) 149-165
7. Chiu S. Fuzzy model identification based on cluster estimation. Journal of Intelligent and Fuzzy Systems. 2 (1994) 762-767
8. Chokmani K., and Ouarda T.B.M.J. Physiographical space-based kriging for regional flood frequency estimation at ungauged sites. Water Resources Research 40 12 (2004) Art. No. W12514
9. Dalrymple, T., 1960. Flood-frequency analyses. US Geological Survey Water-Supply Paper 1543-A.
10. Dawson C.W., Abrahart R.J., Shamseldin A.Y., and Wilby R.L. Flood estimation at ungauged sites using artificial neural networks. Journal of Hydrology 319 (2006) 391-409
11. GREHYS. Presentation and review of some methods for regional flood frequency analysis. Journal of Hydrology 186 (1996) 63-84
12. GREHYS. Inter-comparison of regional flood frequency procedures for Canadian rivers. Journal of Hydrology 186 (1996) 85-103
13. Grover P.L., Burn D.H., and Cunderlik J.M. A comparison of index flood estimation procedures for ungauged catchments. Canadian Journal of Civil Engineering 29 (2002) 734-741
14. Hagan M.T., and Menhaj M. Training feedforward networks with the Marquardt algorithm. IEEE Transactions on Neural Networks 5 6 (1994) 989-993
15. Haykin S. Neural Networks - a Comprehensive Foundation (1994), Macmillan College Publishing, New York, NY 852 pages
16. Hosking J.R.M., and Wallis J.R. Regional Frequency Analysis: An Approach Based on L-moments (1997), Cambridge University Press, New York, NY 224 pages
17. Jang J.S.R. ANFIS: adaptive-network-based fuzzy inference system. IEEE Transactions Systems, Man and Cybernetics 23 3 (1993) 665-685
18. Jang J.S.R., Sun C.T., and Mizutani E. Neuro-Fuzzy and Soft Computing (1997), Springer, Englewood Cliffs, NJ
19. Kouider, A., Gingras, H., Ouarda, T.B.M.J., Ristic-Rudolf, Z., Bobée, B., 2002. Analyse fréquentielle locale et régionale et cartographie des crues au Québec, Rep. R-627-el, INRS-ETE, Ste-Foy, Canada.
20. Loukas Y.L. Adaptive neuro-fuzzy inference system: an instant and architecture-free predictor for improved QSAR studies. Journal of Medicinal Chemistry 44 (2001) 2772-2783
21. McCuen R.H., Leahy R.B., and Johnson P.A. Problems with logarithmic transformations in regression. Journal of Hydraulic Engineering 116 3 (1990) 414-428
22. Ouarda T.B.M.J., Haché M., Bruneau P., and Bobée B. Regional Flood peak and volume estimation in a northern Canadian Basin. ASCE Journal of Cold Regions Engineering 14 (2000) 176-191
23. Ouarda T.B.M.J., Girard C., Cavadias G.S., and Bobée B. Regional flood frequency estimation with canonical correlation analysis. Journal of Hydrology 254 (2001) 157-173
24. Ouarda T.B.M.J., Cunderlik J.M., St-Hilaire A., Barbet M., Bruneau P., and Bobée B. Data-based comparison of seasonality-based regional flood frequency methods. Journal of Hydrology 330 (2006) 329-339
25. Pandey G.R., and Nguyen V.-T.-V. A comparative study of regression based methods in regional flood frequency analysis. Journal of Hydrology 225 (1999) 92-101
26. Reed D.W., and Robson A.J. Flood Estimation Handbook vol. 3 (1999), Institute of Hydrology, Wallingford, UK
27. Shu C., and Burn D.H. Homogeneous pooling group delineation for flood frequency analysis using a fuzzy expert system with genetic enhancement. Journal of Hydrology 291 (2004) 132-149
28. Shu C., and Burn D.H. Artificial neural network ensembles and their application in pooled flood frequency analysis. Water Resources Research 40 9 (2004) Art. No. W09301
29. Stedinger J.R., and Tasker G.D. Regional hydrologic analysis 1. Water Resources Research 21 9 (1985) 1421-1432
30. Task Committee Report on Artificial Neural Networks in Hydrology, 2000a. Artificial neural networks in hydrology. I: Preliminary Concepts. Journal of Hydrologic Engineering 5 (2), 115--123.
31. Task Committee Report on Artificial Neural Networks in Hydrology, 2000b. Artificial neural networks in hydrology. II. Hydrologic Applications. Journal of Hydrologic Engineering 5(2), 124--137.
32. Thomas, D.M., Benson, M.A., 1970. Generalization of streamflow characteristics from drainage-basin characteristics, US Geological Survey, Water Supply Paper, 1975.
33. Wiltshire S.E. Regional flood frequency analysis I: Homogeneity Statistics. Hydrological Sciences Journal 31 3 (1986) 321-333
34. Zrinji Z., and Burn D.H. Flood frequency analysis for unguaged sites using a region of influence approach. Journal of Hydrology 153 (1994) 1-21