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Volumn 41, Issue 2, 2010, Pages 120-129

Comparison of an ANN approach with 1-D and 2-D methods for estimating discharge capacity of straight compound channels

Author keywords

ANN; Compound channel flow; One dimensional methods; Stage discharge relationship; Two dimensional methods

Indexed keywords

BANKS (BODIES OF WATER); CHANNEL FLOW; ELECTRIC DIPOLE MOMENTS; ELECTRIC DISCHARGE MACHINING; MICROMACHINING; NEURAL NETWORKS; PARKS; STREAM FLOW; TWO DIMENSIONAL; WALL FLOW;

EID: 70449527356     PISSN: 09659978     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.advengsoft.2009.10.002     Document Type: Article
Times cited : (48)

References (68)
  • 2
    • 0027545401 scopus 로고
    • Stage-discharge functions for two-stage channels: the impact of new research
    • Ackers P. Stage-discharge functions for two-stage channels: the impact of new research. J Inst Water Environ Manage 7 (1993) 52-61
    • (1993) J Inst Water Environ Manage , vol.7 , pp. 52-61
    • Ackers, P.1
  • 6
    • 33845904449 scopus 로고    scopus 로고
    • 1-D modelling of conveyance, boundary shear and sediment transport in overbank flow
    • Atabay S., and Knight D.W. 1-D modelling of conveyance, boundary shear and sediment transport in overbank flow. J Hydraul Res 44 6 (2006) 739-754
    • (2006) J Hydraul Res , vol.44 , Issue.6 , pp. 739-754
    • Atabay, S.1    Knight, D.W.2
  • 8
    • 8644227169 scopus 로고    scopus 로고
    • An experimental investigation of sediment transport in compound channels
    • [in Turkish]
    • Atabay S., and Seckin G. An experimental investigation of sediment transport in compound channels. J Fac Eng Archit, Cukurova Univ 13 (1998) 95-101 [in Turkish]
    • (1998) J Fac Eng Archit, Cukurova Univ , vol.13 , pp. 95-101
    • Atabay, S.1    Seckin, G.2
  • 11
    • 33749697889 scopus 로고
    • Genetic model induction based on experimental data
    • London;
    • Babovic V. Genetic model induction based on experimental data. In: Proceedings of the IAHR congress, Hydra 2000, London; 1995. p. 212-7.
    • (1995) Proceedings of the IAHR congress, Hydra , pp. 212-217
    • Babovic, V.1
  • 12
    • 33847679664 scopus 로고    scopus 로고
    • Neural network and neuro-fuzzy assessments for scour depth around bridge piers
    • Bateni S.M., Borghei S.M., and Jeng D.S. Neural network and neuro-fuzzy assessments for scour depth around bridge piers. Eng Appl Artif Intell 20 (2007) 401-414
    • (2007) Eng Appl Artif Intell , vol.20 , pp. 401-414
    • Bateni, S.M.1    Borghei, S.M.2    Jeng, D.S.3
  • 15
    • 0032820454 scopus 로고    scopus 로고
    • Momentumtransfer for practical flow computation in compound channels
    • Bousmar D., and Zech Y. Momentumtransfer for practical flow computation in compound channels. J Hydraul Eng, ASCE 125 (1999) 696-706
    • (1999) J Hydraul Eng, ASCE , vol.125 , pp. 696-706
    • Bousmar, D.1    Zech, Y.2
  • 17
    • 33845254805 scopus 로고    scopus 로고
    • Prediction of local scour around bridge piers using artificial neural networks
    • Choi S.U., and Cheong S. Prediction of local scour around bridge piers using artificial neural networks. J Am Water Res Assoc 42 4 (2006) 487-494
    • (2006) J Am Water Res Assoc , vol.42 , Issue.4 , pp. 487-494
    • Choi, S.U.1    Cheong, S.2
  • 18
    • 12544253180 scopus 로고    scopus 로고
    • Flow prediction by three back-propagation techniques using k-fold partitioning of neural network training data
    • Cigizoglu H.K., and Kisi O. Flow prediction by three back-propagation techniques using k-fold partitioning of neural network training data. Nord Hydrol 36 1 (2005) 49-64
    • (2005) Nord Hydrol , vol.36 , Issue.1 , pp. 49-64
    • Cigizoglu, H.K.1    Kisi, O.2
  • 19
    • 47149115136 scopus 로고    scopus 로고
    • Initial assessment of bridge backwater using an artifical neural network approach
    • Cobaner M., Seckin G., and Kisi O. Initial assessment of bridge backwater using an artifical neural network approach. Can J Civil Eng 35 5 (2008) 500-510
    • (2008) Can J Civil Eng , vol.35 , Issue.5 , pp. 500-510
    • Cobaner, M.1    Seckin, G.2    Kisi, O.3
  • 20
    • 60549084178 scopus 로고    scopus 로고
    • Suspended sediment concentration estimation by an adaptive neuro-fuzzy and neural network approaches using hydro-meteorological data
    • Cobaner M., Unal B., and Kisi O. Suspended sediment concentration estimation by an adaptive neuro-fuzzy and neural network approaches using hydro-meteorological data. J Hydrol 367 1-2 (2009) 52-61
    • (2009) J Hydrol , vol.367 , Issue.1-2 , pp. 52-61
    • Cobaner, M.1    Unal, B.2    Kisi, O.3
  • 21
    • 0032005702 scopus 로고    scopus 로고
    • An artificial neural network approach to rainfall-runoff modeling
    • Dawson W.C., and Wilby R. An artificial neural network approach to rainfall-runoff modeling. Hydrol Sci J 43 1 (1998) 47-66
    • (1998) Hydrol Sci J , vol.43 , Issue.1 , pp. 47-66
    • Dawson, W.C.1    Wilby, R.2
  • 22
    • 47249110634 scopus 로고    scopus 로고
    • Prediction of groundwater levels from lake levels and climate data using ANN approach
    • Dogan A., Demirpence H., and Cobaner M. Prediction of groundwater levels from lake levels and climate data using ANN approach. Water SA 34 2 (2008) 199-208
    • (2008) Water SA , vol.34 , Issue.2 , pp. 199-208
    • Dogan, A.1    Demirpence, H.2    Cobaner, M.3
  • 24
  • 25
    • 0034282563 scopus 로고    scopus 로고
    • Two-dimensional solution for straight and meandering overbank flows
    • Ervine D.A., Babaeyan-Koopaei K., and Sellin R.H.J. Two-dimensional solution for straight and meandering overbank flows. J Hydraul Eng 126 (2000) 653-669
    • (2000) J Hydraul Eng , vol.126 , pp. 653-669
    • Ervine, D.A.1    Babaeyan-Koopaei, K.2    Sellin, R.H.J.3
  • 27
    • 0029223565 scopus 로고
    • Back-propagation neural networks for modelling complex systems
    • Goh A.T.C. Back-propagation neural networks for modelling complex systems. Artif Intell Eng 9 (1995) 143-151
    • (1995) Artif Intell Eng , vol.9 , pp. 143-151
    • Goh, A.T.C.1
  • 28
    • 0028543366 scopus 로고
    • Training feed forward networks with the Marquardt algorithm
    • Hagan M.T., and Menhaj M.B. Training feed forward networks with the Marquardt algorithm. IEEE Trans Neural Networks 6 (1994) 861-867
    • (1994) IEEE Trans Neural Networks , vol.6 , pp. 861-867
    • Hagan, M.T.1    Menhaj, M.B.2
  • 29
    • 0024880831 scopus 로고
    • Multilayer feed forward networks are universal approximators
    • Hornik K., Stinchcombe M., and White H. Multilayer feed forward networks are universal approximators. Neural Networks 2 (1989) 359-366
    • (1989) Neural Networks , vol.2 , pp. 359-366
    • Hornik, K.1    Stinchcombe, M.2    White, H.3
  • 31
    • 23044459648 scopus 로고    scopus 로고
    • Suspended sediment estimation using neuro-fuzzy and neural network approaches
    • Kisi O. Suspended sediment estimation using neuro-fuzzy and neural network approaches. J Hydrol Sci 50 4 (2005) 683-696
    • (2005) J Hydrol Sci , vol.50 , Issue.4 , pp. 683-696
    • Kisi, O.1
  • 32
    • 34548425056 scopus 로고    scopus 로고
    • Comparison of different ANN techniques in river flow prediction
    • Kisi O., and Cigizoglu H.K. Comparison of different ANN techniques in river flow prediction. Civil Eng Environ Syst 24 3 (2007) 211-231
    • (2007) Civil Eng Environ Syst , vol.24 , Issue.3 , pp. 211-231
    • Kisi, O.1    Cigizoglu, H.K.2
  • 33
    • 10244249159 scopus 로고    scopus 로고
    • Multi-layer perceptrons with Levenberg-Marquardt optimization algorithm for suspended sediment concentration prediction and estimation
    • Kisi O. Multi-layer perceptrons with Levenberg-Marquardt optimization algorithm for suspended sediment concentration prediction and estimation. J Hydrol Sci 49 6 (2004) 1025-1040
    • (2004) J Hydrol Sci , vol.49 , Issue.6 , pp. 1025-1040
    • Kisi, O.1
  • 34
    • 0020604466 scopus 로고
    • Floodplain and main channel flow interaction
    • Knight D.W., and Demetriou J.D. Floodplain and main channel flow interaction. J Hydraul Eng 109 (1983) 1073-1092
    • (1983) J Hydraul Eng , vol.109 , pp. 1073-1092
    • Knight, D.W.1    Demetriou, J.D.2
  • 35
    • 0021642440 scopus 로고
    • Boundary shear in symmetrical compound channel
    • Knight D.W., and Hamed M.E. Boundary shear in symmetrical compound channel. J Hydraul Div 110 (1984) 1412-1430
    • (1984) J Hydraul Div , vol.110 , pp. 1412-1430
    • Knight, D.W.1    Hamed, M.E.2
  • 36
    • 0002248801 scopus 로고    scopus 로고
    • River channel and floodplain hydraulics
    • Anderson M.G., Walling D.E., and Bates P.D. (Eds), Wiley, Chichester, U.K
    • Knight D.W., and Shiono K. River channel and floodplain hydraulics. In: Anderson M.G., Walling D.E., and Bates P.D. (Eds). Floodplain processes (1996), Wiley, Chichester, U.K 139-181
    • (1996) Floodplain processes , pp. 139-181
    • Knight, D.W.1    Shiono, K.2
  • 37
    • 0000740131 scopus 로고    scopus 로고
    • Flow mechanisms and sediment transport in compound channels
    • Proceedings of 1st Sino-US workshop on sediment transport and disasters, 15-17 March. Wang Z.Y., Soong T.W., and Yen B.C. (Eds)
    • Knight D.W. Flow mechanisms and sediment transport in compound channels. In: Wang Z.Y., Soong T.W., and Yen B.C. (Eds). Proceedings of 1st Sino-US workshop on sediment transport and disasters, 15-17 March. Special issue of international journal of sediment research 14 2 (1999) 217-236
    • (1999) Special issue of international journal of sediment research , vol.14 , Issue.2 , pp. 217-236
    • Knight, D.W.1
  • 38
    • 0034947067 scopus 로고    scopus 로고
    • Resistance studies of overbank flow in rivers with sediment using the flood channel facility
    • Knight D.W., and Brown F.A. Resistance studies of overbank flow in rivers with sediment using the flood channel facility. J Hydraul Res 39 (2001) 283-301
    • (2001) J Hydraul Res , vol.39 , pp. 283-301
    • Knight, D.W.1    Brown, F.A.2
  • 40
    • 34347355608 scopus 로고    scopus 로고
    • Neural network modeling for estimation of scour depth around bridge piers
    • Lee T.L., Jeng D.S., Zhang G.H., and Hong J.H. Neural network modeling for estimation of scour depth around bridge piers. J Hydrodyn, Ser B 19 3 (2007) 378-386
    • (2007) J Hydrodyn, Ser B , vol.19 , Issue.3 , pp. 378-386
    • Lee, T.L.1    Jeng, D.S.2    Zhang, G.H.3    Hong, J.H.4
  • 41
    • 0023331258 scopus 로고
    • An introduction to computing with neural nets
    • Lippman RP. Lippman, An introduction to computing with neural nets. IEEE ASSP; 1987.
    • (1987) IEEE ASSP
    • Lippman, L.R.P.1
  • 42
    • 0032051569 scopus 로고    scopus 로고
    • The effect of internal parameters and geometry on the performance of back-propagation neural networks: an empirical study
    • Maier H.R., and Dandy G.C. The effect of internal parameters and geometry on the performance of back-propagation neural networks: an empirical study. Environ Model Softw 15 (1998) 193-209
    • (1998) Environ Model Softw , vol.15 , pp. 193-209
    • Maier, H.R.1    Dandy, G.C.2
  • 43
    • 70350129932 scopus 로고    scopus 로고
    • Bridge afflux analysis through arched bridge constrictions using artificial intelligence methods
    • Mamak M., Seckin G., Cobaner M., and Kisi O. Bridge afflux analysis through arched bridge constrictions using artificial intelligence methods. Civil Eng Environ Syst 26 3 (2009) 279-293
    • (2009) Civil Eng Environ Syst , vol.26 , Issue.3 , pp. 279-293
    • Mamak, M.1    Seckin, G.2    Cobaner, M.3    Kisi, O.4
  • 45
    • 0040154397 scopus 로고
    • Analysis of experimental data using artificial neural networks
    • London;
    • Minns AW. Analysis of experimental data using artificial neural networks. In: Proceedings of the IAHR congress, Hydra 2000, London; 1995. p. 218-23.
    • (1995) Proceedings of the IAHR congress, Hydra , pp. 218-223
    • Minns, A.W.1
  • 46
    • 0018056676 scopus 로고
    • Momentum transfer in a compound channel
    • Myers W.R.C. Momentum transfer in a compound channel. J Hydraul Res 16 (1978) 139-150
    • (1978) J Hydraul Res , vol.16 , pp. 139-150
    • Myers, W.R.C.1
  • 47
    • 0016535024 scopus 로고
    • Boundary shear in channel with floodplain
    • Myers W.R.C., and Elsawy E.M. Boundary shear in channel with floodplain. ASCE J Hydraul Div 101 (1975) 933-946
    • (1975) ASCE J Hydraul Div , vol.101 , pp. 933-946
    • Myers, W.R.C.1    Elsawy, E.M.2
  • 48
    • 0034938524 scopus 로고    scopus 로고
    • Influence of boundary roughness on velocity and discharge in compound river channels
    • Myers W.R.C., Lyness J.F., and Cassells J. Influence of boundary roughness on velocity and discharge in compound river channels. J Hydraul Res 39 (2001) 311-319
    • (2001) J Hydraul Res , vol.39 , pp. 311-319
    • Myers, W.R.C.1    Lyness, J.F.2    Cassells, J.3
  • 50
    • 0021645336 scopus 로고
    • Comparison of methods for predicting discharge in compound open channels
    • Prinos P., and Townsend R.D. Comparison of methods for predicting discharge in compound open channels. Adv Water Resour 7 (1984) 180-187
    • (1984) Adv Water Resour , vol.7 , pp. 180-187
    • Prinos, P.1    Townsend, R.D.2
  • 51
    • 8644286615 scopus 로고    scopus 로고
    • A comparison of one-dimensional methods for estimating discharge capacity of straight compound channels
    • Seckin G. A comparison of one-dimensional methods for estimating discharge capacity of straight compound channels. Can J Civil Eng 31 (2004) 619-631
    • (2004) Can J Civil Eng , vol.31 , pp. 619-631
    • Seckin, G.1
  • 52
    • 8644258684 scopus 로고    scopus 로고
    • An experimental determination of variation of roughness coefficient with depth in compound channels
    • Seckin G., and Atabay S. An experimental determination of variation of roughness coefficient with depth in compound channels. J Fac Eng Archit, Cukurova Univ 13 (1998) 87-93
    • (1998) J Fac Eng Archit, Cukurova Univ , vol.13 , pp. 87-93
    • Seckin, G.1    Atabay, S.2
  • 53
    • 85009463011 scopus 로고    scopus 로고
    • Seckin G, Atabay S. Experimental analysis of Manning's n and Darcy-Weisbach's f coefficients on compound channels, IV. In: International hydrology congress, Izmir, Turkey; 2001. p. 417-24.
    • Seckin G, Atabay S. Experimental analysis of Manning's "n" and Darcy-Weisbach's "f" coefficients on compound channels, vol. IV. In: International hydrology congress, Izmir, Turkey; 2001. p. 417-24.
  • 54
    • 0000646039 scopus 로고
    • A laboratory investigation into the interaction between the flow in the channel of a river and that over its flood plain
    • Sellin R.H.J. A laboratory investigation into the interaction between the flow in the channel of a river and that over its flood plain. La Houille Blanche 7 (1964) 793-802
    • (1964) La Houille Blanche , vol.7 , pp. 793-802
    • Sellin, R.H.J.1
  • 56
    • 0026359750 scopus 로고
    • Turbulent open channel flows with variable depth across the channel
    • Shiono K., and Knight D.W. Turbulent open channel flows with variable depth across the channel. J Fluid Mech 222 (1991) 617-646
    • (1991) J Fluid Mech , vol.222 , pp. 617-646
    • Shiono, K.1    Knight, D.W.2
  • 57
    • 0025572101 scopus 로고
    • Effects of momentum transfer in compound channels
    • Stephenson D., and Kolovopoulos P. Effects of momentum transfer in compound channels. J Hydraul Eng, ASCE 116 (1990) 1512-1522
    • (1990) J Hydraul Eng, ASCE , vol.116 , pp. 1512-1522
    • Stephenson, D.1    Kolovopoulos, P.2
  • 58
    • 8644279912 scopus 로고    scopus 로고
    • Experimental study of stage-discharge relationships and sediment transport rates in a compound channel
    • Beijing, China;
    • Tang X, Knight DW. Experimental study of stage-discharge relationships and sediment transport rates in a compound channel. In: Proceedings of the 29th IAHR congress, Beijing, China; 2001. p. 69-76.
    • (2001) Proceedings of the 29th IAHR congress , pp. 69-76
    • Tang, X.1    Knight, D.W.2
  • 59
    • 0036898378 scopus 로고    scopus 로고
    • Artificial neural networks for sheet sediment transport
    • Tayfur G. Artificial neural networks for sheet sediment transport. J Hydrol Sci 47 6 (2002) 879-892
    • (2002) J Hydrol Sci , vol.47 , Issue.6 , pp. 879-892
    • Tayfur, G.1
  • 60
    • 0033167344 scopus 로고    scopus 로고
    • Rainfall-runoff modeling using artificial neural networks
    • Tokar A.S., and Johnson P.A. Rainfall-runoff modeling using artificial neural networks. J Hydrol Eng ASCE 4 3 (1999) 232-239
    • (1999) J Hydrol Eng ASCE , vol.4 , Issue.3 , pp. 232-239
    • Tokar, A.S.1    Johnson, P.A.2
  • 61
    • 0034936970 scopus 로고    scopus 로고
    • Regime theory and the stability of straight channels with bankfull and overbank flow
    • Valentine E.M., Benson I.A., Nalluri C., and Bathurst J.C. Regime theory and the stability of straight channels with bankfull and overbank flow. J Hydraul Res 39 (2001) 259-268
    • (2001) J Hydraul Res , vol.39 , pp. 259-268
    • Valentine, E.M.1    Benson, I.A.2    Nalluri, C.3    Bathurst, J.C.4
  • 65
    • 0025010410 scopus 로고
    • An improved method of the calculation for study uniform flow in prismatic main channel/floodplain sections
    • Wormleaton P.R., and Merrett D.J. An improved method of the calculation for study uniform flow in prismatic main channel/floodplain sections. J Hydraul Res 28 (1990) 157-174
    • (1990) J Hydraul Res , vol.28 , pp. 157-174
    • Wormleaton, P.R.1    Merrett, D.J.2
  • 66
    • 27244452975 scopus 로고    scopus 로고
    • Artificial intelligence methods in breakwater damage ratio estimation
    • Yagci O., Mercan D.E., Cigizoglu H.K., and Kabdasli M.S. Artificial intelligence methods in breakwater damage ratio estimation. Ocean Eng 32 (2005) 2088-2106
    • (2005) Ocean Eng , vol.32 , pp. 2088-2106
    • Yagci, O.1    Mercan, D.E.2    Cigizoglu, H.K.3    Kabdasli, M.S.4
  • 67
    • 28844433086 scopus 로고    scopus 로고
    • Modeling combined open channel flow by artificial neural networks
    • Yang H.C., and Chang F.J. Modeling combined open channel flow by artificial neural networks. Hydrol Process 19 18 (2005) 3747-3762
    • (2005) Hydrol Process , vol.19 , Issue.18 , pp. 3747-3762
    • Yang, H.C.1    Chang, F.J.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.