An evaluation of ANN methods for estimating the lengths of hydraulic jumps in U-shaped channel

Journal of Hydroinformatics

Volumn 15, Issue 1, 2013, Pages 147-154

  Houichi, Larbi ^a   Dechemi, Noureddine ^b   Heddam, Salim ^c   Achour, Bachir ^d  

^a UNIVERSITY OF BATNA   (Algeria)

^b ECOLE NATIONALE POLYTECHNIQUE   (Algeria)

^c UNIVERSITY OF SKIKDA   (Algeria)

^d UNIVERSITY OF BISKRA   (Algeria)

Author keywords

Artificial neural network; GRNN; Lengths of hydraulic jump; MLPNN; MR; U channel

Indexed keywords

EID: 84873595988     PISSN: 14647141     EISSN: None     Source Type: Journal    
DOI: 10.2166/hydro.2012.138     Document Type: Article

References (27)

1. Achour, B. 2000 Hydraulic jump in a suddenly widened circular channel. J. Hydraul. Res. 38(4), 307-311.
2. Achour, B. & Debabeche, M. 2003 Ressaut contrôlé par seuil dans un canal profilé en U (Control of hydraulic jump by sill in a U-shaped channel). J. Hydraul. Res. 41(1), 97-103.
3. Afzal, N. & Bushra, A. 2006 Hydraulic jump in circular and ushaped channels. J. Hydraul. Res. 44(4), 567-576.
4. Chow, V. T. 1981 Open-Channel Hydraulics, 17th edition, International Student Edition. McGraw-Hill, Tokyo.
5. Coulibaly, P., Anctil, F. & Bobée, B. 1999 Prévision hydrologique par réseaux de neurones artificiels: état de l 'art (Hydrological forecasting using artificial neural networks: the state of the art). Can. J. Civ. Eng. 26, 293-304.
6. Dey, S. 2001 Hydraulic jump in circular and semicircular channels. Dam Eng. 11(4), 261-272.
7. Gargano, R. & Hager, W. H. 2002 Undular hydraulic jump in circular conduits. J. Hydraul. Eng. 12(11), 1008-1013.
8. Güven, A., Günal, M. & Çevik, A. 2006 Prediction of pressure fluctuations on sloping stilling basins. Can. J. Civ. Eng. 33(11), 1379-1388.
9. Hager, W. H. 1989 Hydraulic jump in u-shaped channel. J. Hydraul. Eng. 115(5), 667-675.
10. Hager, W. H. 1992 Energy Dissipators and Hydraulic Jump. Kluwer Academic Publishers, Dordrecht.
11. Haykin, S. 1994 Neural Networks: A Comprehensive Foundation, 1st edition. Prentice Hall, Upper Saddle River, NJ.
12. Heddam, S., Bermad, A. & Dechemi, N. 2000 Applications of radial basis function and generalized regression neural networks for modelling of coagulant dosage in a drinking water treatment: a comparative study. ASCEJ. Environ. Eng. 137(12), 1209-1214
13. Hornik, K., Stinchcombe, M. & White, H. 1989 Multilayer feedforward networks are universal approximators. Neural Netw. 2, 359-366.
14. Houichi, L. 2001 Etude d'un dissipateur d'énergie à profil géométrique en U (Study of an Energy Dissipator with U-geometrical Profile). Master's Thesis in Hydraulic Works. University of Batna, Algeria.
15. Kréménetsky, N., Schtérenliht, D., Alychev, V. & Yakovléva, A. 1984 Hydraulique. Mir Editions, Moscow.
16. Kucukali, S. & Cokgor, S. 2007 Fuzzy logic model to predict hydraulic jump aeration efficiency. Proc. Inst. Civ. Eng., Water Manage. 160(4), 225-232.
17. Lencastre, A. 1996 Hydraulique Générale. Editions Eyrolles, Paris.
18. Mitchell, S. 2008 Hydraulic jump in trapezoidal and circular channels. Proc. Inst. Civ. Eng., Water Manage. 161(3), 161-167.
19. Omid, M. H., Omid, M. & Esmaeeli, V. M. 2005 Modelling hydraulic jumps with artificial neural networks. Proc. Inst. Civ. Eng., Water Manage. 158(2), 65-70.
20. Rajaratnam, N. 1964 Discussion to Silvester. Hydraulic jump in all shapes of horizontal conduits. J. Hydraul. Div. ASCE 90(HY4), 341-350.
21. Rajaratnam, N. 1967 Hydraulic jumps. Adv. Hydrosci. Acad. Press 4, 197-280.
22. Raikar, R. V., Kumar, D. N. & Dey, S. 2004 End depth computation in inverted semicircular channels using ANNs. Flow Meas. Instrum. 15, 285-293.
23. Rumelhart, D. E. & McClelland, J. L. 1986 Parallel Distribution Processing: Exploration in the Microstructure of Cognition. MIT Press 1, Cambridge, MA.
24. Silvester, R. 1964 Hydraulic jump in all shapes of horizontal channel. J. Hydraul. Div. ASCE 90(HY1), 23-55.
25. Specht, D. F. 1991 A general regression neural network. IEEE Trans. Neural Netw. 2(6), 568-576.
26. Stahl, H. & Hager, W. H. 1999 Hydraulic jump in circular pipes. Can. J. Civ. Eng. 26(3), 368-373.
27. Vischer, D. L. & Hager, W. H. 1998 Dam Hydraulics. John Wiley and Sons Ltd, Zürich.