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Volumn 34, Issue 12, 2008, Pages 1655-1664

Prediction of sand ripple geometry under waves using an artificial neural network

Author keywords

Artificial neural network; Sand ripple prediction; Wave

Indexed keywords

BACKPROPAGATION; DIFFERENCE EQUATIONS; ESTIMATION; IMAGE CLASSIFICATION; PARAMETER ESTIMATION;

EID: 52049101332     PISSN: 00983004     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.cageo.2008.03.002     Document Type: Article
Times cited : (23)

References (40)
  • 2
    • 0028668245 scopus 로고
    • Test of selected bed-material load transport models: Nottawasaga River, Ontario
    • Chandler T.J., and Kostaschuk R.A. Test of selected bed-material load transport models: Nottawasaga River, Ontario. Canadian Journal of Civil Engineering 21 5 (1994) 770-777
    • (1994) Canadian Journal of Civil Engineering , vol.21 , Issue.5 , pp. 770-777
    • Chandler, T.J.1    Kostaschuk, R.A.2
  • 3
    • 28844482841 scopus 로고    scopus 로고
    • Neural network with multi-trend simulating transfer function for forecasting typhoon wave
    • 10.1016/j.advengsoft.2005.05.001
    • Chang H.K., and Chien W.A. Neural network with multi-trend simulating transfer function for forecasting typhoon wave. Advances in Engineering Software 37 (2006) 184-194 10.1016/j.advengsoft.2005.05.001
    • (2006) Advances in Engineering Software , vol.37 , pp. 184-194
    • Chang, H.K.1    Chien, W.A.2
  • 4
    • 0017267091 scopus 로고
    • Waves-formed sedimentary structures: a conceptual model
    • SEPM (Society for Sedimentary Geology) Special Publication 24, Tulsa
    • Clifton H.E. Waves-formed sedimentary structures: a conceptual model. Beach and Nearshore Sedimentation (1976), SEPM (Society for Sedimentary Geology) Special Publication 24, Tulsa 126-148
    • (1976) Beach and Nearshore Sedimentation , pp. 126-148
    • Clifton, H.E.1
  • 5
    • 0037409019 scopus 로고    scopus 로고
    • Prediction of breaking waves with neural networks
    • Deo M.C., and Jagdale S.S. Prediction of breaking waves with neural networks. Ocean Engineering 30 9 (2003) 1163-1178
    • (2003) Ocean Engineering , vol.30 , Issue.9 , pp. 1163-1178
    • Deo, M.C.1    Jagdale, S.S.2
  • 6
    • 0034655116 scopus 로고    scopus 로고
    • The distribution of nearshore bedforms and effects on sand suspension on low-energy, micro-tidal beaches in southwestern Australia
    • Doucette J.S. The distribution of nearshore bedforms and effects on sand suspension on low-energy, micro-tidal beaches in southwestern Australia. Marine Geology 165 (2000) 41-61
    • (2000) Marine Geology , vol.165 , pp. 41-61
    • Doucette, J.S.1
  • 7
    • 0036077874 scopus 로고    scopus 로고
    • Geometry and grain-size sorting of ripples on low-energy sandy beaches: field observations and model predictions
    • Doucette J.S. Geometry and grain-size sorting of ripples on low-energy sandy beaches: field observations and model predictions. Sedimentology 49 3 (2002) 483-503
    • (2002) Sedimentology , vol.49 , Issue.3 , pp. 483-503
    • Doucette, J.S.1
  • 8
    • 33646690987 scopus 로고    scopus 로고
    • Response of sand ripples to change in oscillatory flow
    • Doucette J.S., and O'Donoghue T. Response of sand ripples to change in oscillatory flow. Sedimentology 53 3 (2006) 581-596
    • (2006) Sedimentology , vol.53 , Issue.3 , pp. 581-596
    • Doucette, J.S.1    O'Donoghue, T.2
  • 9
    • 0035366198 scopus 로고    scopus 로고
    • Evolution of small scale regular patterns generated by waves propagating over a sandy bottom
    • Faraci C., and Foti E. Evolution of small scale regular patterns generated by waves propagating over a sandy bottom. Physics of Fluids 13 6 (2001) 1624-1634
    • (2001) Physics of Fluids , vol.13 , Issue.6 , pp. 1624-1634
    • Faraci, C.1    Foti, E.2
  • 10
    • 12144249480 scopus 로고    scopus 로고
    • Observed and predicted bed forms and their effect on suspended sand concentration
    • Grasmeijer B.T., and Kleinhans M.G. Observed and predicted bed forms and their effect on suspended sand concentration. Coastal Engineering 51 5-6 (2004) 351-371
    • (2004) Coastal Engineering , vol.51 , Issue.5-6 , pp. 351-371
    • Grasmeijer, B.T.1    Kleinhans, M.G.2
  • 12
    • 52049104298 scopus 로고    scopus 로고
    • Inman, D.L., 1957. Wave generated ripples in nearshore sands. US Army Corps of Engineers, Beach Erosion Board: Technical Memo 100, p. 67.
    • Inman, D.L., 1957. Wave generated ripples in nearshore sands. US Army Corps of Engineers, Beach Erosion Board: Technical Memo 100, p. 67.
  • 14
    • 8144223855 scopus 로고    scopus 로고
    • Neural network model for the prediction of wave-induced liquefaction potential
    • Jeng D.S., Cha D., and Blumenstein M. Neural network model for the prediction of wave-induced liquefaction potential. Ocean Engineering 31 17-18 (2004) 2073-2086
    • (2004) Ocean Engineering , vol.31 , Issue.17-18 , pp. 2073-2086
    • Jeng, D.S.1    Cha, D.2    Blumenstein, M.3
  • 15
    • 52049116409 scopus 로고    scopus 로고
    • Jette, C.D., 1997. Wave generated bedforms in the near-shore sand environment. Ph.D. Dissertation, University of Florida, Gainesville, p. 134.
    • Jette, C.D., 1997. Wave generated bedforms in the near-shore sand environment. Ph.D. Dissertation, University of Florida, Gainesville, p. 134.
  • 16
    • 2142660326 scopus 로고    scopus 로고
    • Estimation of pile group scour using neural networks
    • Kambekar A.R., and Deo M.C. Estimation of pile group scour using neural networks. Applied Ocean Research 25 4 (2003) 225-234
    • (2003) Applied Ocean Research , vol.25 , Issue.4 , pp. 225-234
    • Kambekar, A.R.1    Deo, M.C.2
  • 17
    • 52049094659 scopus 로고    scopus 로고
    • Lofquist, K.E.B., 1978. Sand ripple growth in an oscillatory-flow water tunnel. Technical Paper No. 78-5, US Army Corps of Engineers, Coastal Engineering Research Centre, p. 103.
    • Lofquist, K.E.B., 1978. Sand ripple growth in an oscillatory-flow water tunnel. Technical Paper No. 78-5, US Army Corps of Engineers, Coastal Engineering Research Centre, p. 103.
  • 18
    • 1842843640 scopus 로고    scopus 로고
    • Improving wave predictions with artificial neural networks
    • Makarynskyy O. Improving wave predictions with artificial neural networks. Ocean Engineering 31 5-6 (2004) 709-724
    • (2004) Ocean Engineering , vol.31 , Issue.5-6 , pp. 709-724
    • Makarynskyy, O.1
  • 19
    • 52049102533 scopus 로고    scopus 로고
    • Neural pattern recognition and prediction for wind wave data assimilation
    • Makarynskyy O. Neural pattern recognition and prediction for wind wave data assimilation. Pacific Oceanography 3 2 (2006) 76-85
    • (2006) Pacific Oceanography , vol.3 , Issue.2 , pp. 76-85
    • Makarynskyy, O.1
  • 21
    • 33244493086 scopus 로고    scopus 로고
    • Ocean wave forecasting using recurrent neural networks
    • Mandal S., and Prabaharan N. Ocean wave forecasting using recurrent neural networks. Ocean Engineering 33 10 (2006) 1401-1410
    • (2006) Ocean Engineering , vol.33 , Issue.10 , pp. 1401-1410
    • Mandal, S.1    Prabaharan, N.2
  • 22
    • 27444434905 scopus 로고    scopus 로고
    • Estimation of wave spectral shapes using ANN
    • Naithani R., and Deo M.C. Estimation of wave spectral shapes using ANN. Advances in Engineering Software 36 11-12 (2005) 750-756
    • (2005) Advances in Engineering Software , vol.36 , Issue.11-12 , pp. 750-756
    • Naithani, R.1    Deo, M.C.2
  • 23
    • 0019680889 scopus 로고
    • Dynamics and geometry of wave-generated ripples
    • Nielsen P. Dynamics and geometry of wave-generated ripples. Journal of Geophysical Research 86 C7 (1981) 6467-6472
    • (1981) Journal of Geophysical Research , vol.86 , Issue.C7 , pp. 6467-6472
    • Nielsen, P.1
  • 24
    • 0021377280 scopus 로고
    • Field measurements of time-averaged suspended sediment concentration under waves
    • Nielsen P. Field measurements of time-averaged suspended sediment concentration under waves. Coastal Engineering 8 (1984) 51-72
    • (1984) Coastal Engineering , vol.8 , pp. 51-72
    • Nielsen, P.1
  • 25
    • 0035654723 scopus 로고    scopus 로고
    • Sand ripples generated by regular oscillatory flow
    • O'Donoghue T., and Clubb G.S. Sand ripples generated by regular oscillatory flow. Coastal Engineering 44 2 (2001) 101-115
    • (2001) Coastal Engineering , vol.44 , Issue.2 , pp. 101-115
    • O'Donoghue, T.1    Clubb, G.S.2
  • 26
    • 27644585549 scopus 로고    scopus 로고
    • Tidal level forecasting during typhoon surge using functional and sequential learning neural networks
    • Rajasekaran S., Lee T.L., and Jeng D.-S. Tidal level forecasting during typhoon surge using functional and sequential learning neural networks. Journal of Waterway, Port, Coastal and Ocean Engineering 131 6 (2005) 321-324
    • (2005) Journal of Waterway, Port, Coastal and Ocean Engineering , vol.131 , Issue.6 , pp. 321-324
    • Rajasekaran, S.1    Lee, T.L.2    Jeng, D.-S.3
  • 27
    • 12344263947 scopus 로고    scopus 로고
    • Hindcasting of storm waves using neural networks
    • Rao S., and Mandal S. Hindcasting of storm waves using neural networks. Ocean Engineering 32 5-6 (2005) 667-684
    • (2005) Ocean Engineering , vol.32 , Issue.5-6 , pp. 667-684
    • Rao, S.1    Mandal, S.2
  • 28
    • 0022471098 scopus 로고
    • Learning representations by back-propagating errors
    • 10.1038/323533a0
    • Rumelhart D.E., Hinton G.E., and Williams R.J. Learning representations by back-propagating errors. Nature 323 (1986) 533-536 10.1038/323533a0
    • (1986) Nature , vol.323 , pp. 533-536
    • Rumelhart, D.E.1    Hinton, G.E.2    Williams, R.J.3
  • 29
    • 52049110613 scopus 로고    scopus 로고
    • Sato, S., 1987. Oscillatory boundary layer flow and sand movement over ripples. Ph.D. Dissertation, University of Tokyo, Japan, p. 135.
    • Sato, S., 1987. Oscillatory boundary layer flow and sand movement over ripples. Ph.D. Dissertation, University of Tokyo, Japan, p. 135.
  • 31
    • 4344622455 scopus 로고    scopus 로고
    • Development of a neural network algorithm for retrieving concentrations of chlorophyll, suspended matter and yellow substance from radiance data of the ocean color and temperature scanner
    • Tanaka A., Kishino M., Doerffer R., Schiller H., Oishi T., and Kubota T. Development of a neural network algorithm for retrieving concentrations of chlorophyll, suspended matter and yellow substance from radiance data of the ocean color and temperature scanner. Journal of Oceanography 60 3 (2004) 519-530
    • (2004) Journal of Oceanography , vol.60 , Issue.3 , pp. 519-530
    • Tanaka, A.1    Kishino, M.2    Doerffer, R.3    Schiller, H.4    Oishi, T.5    Kubota, T.6
  • 32
    • 0037104873 scopus 로고    scopus 로고
    • Suspended sediments under waves measured in a large scale flume facility
    • 10.1029/2001JC000988
    • Thorne P.D., Williams J.J., and Davies A.G. Suspended sediments under waves measured in a large scale flume facility. Journal of Geophysical Research 107 C8 (2002) 4.1-4.16 10.1029/2001JC000988
    • (2002) Journal of Geophysical Research , vol.107 , Issue.C8
    • Thorne, P.D.1    Williams, J.J.2    Davies, A.G.3
  • 33
    • 6444229603 scopus 로고    scopus 로고
    • Neural network approximations for nonlinear interactions in wind wave spectra: direct mapping for wind seas in deep water
    • Tolman H.L., Krasnopolsky V.M., and Chalikov D.V. Neural network approximations for nonlinear interactions in wind wave spectra: direct mapping for wind seas in deep water. Ocean Modelling 8 3 (2005) 253-278
    • (2005) Ocean Modelling , vol.8 , Issue.3 , pp. 253-278
    • Tolman, H.L.1    Krasnopolsky, V.M.2    Chalikov, D.V.3
  • 36
    • 0032101838 scopus 로고    scopus 로고
    • The relationship between shear velocity and suspended sediment concentration over dunes: Fraser Estuary, Canada
    • Villard P., and Kostaschuk R. The relationship between shear velocity and suspended sediment concentration over dunes: Fraser Estuary, Canada. Marine Geology 148 (1998) 71-81
    • (1998) Marine Geology , vol.148 , pp. 71-81
    • Villard, P.1    Kostaschuk, R.2
  • 37
    • 0028193445 scopus 로고
    • Ripple geometry in wave dominated environments
    • Wiberg P.L., and Harris C.K. Ripple geometry in wave dominated environments. Journal of Geophysical Research 99 C1 (1994) 775-790
    • (1994) Journal of Geophysical Research , vol.99 , Issue.C1 , pp. 775-790
    • Wiberg, P.L.1    Harris, C.K.2
  • 39
    • 0033779767 scopus 로고    scopus 로고
    • Observed and predicted vertical suspended sediment concentration profile and bedforms in oscillatory-only flow
    • Williams J.J., Bell P.S., Thorne P.D., Trouw K., Hardcastle P.J., and Humphery J.D. Observed and predicted vertical suspended sediment concentration profile and bedforms in oscillatory-only flow. Journal of Coastal Research 16 3 (2000) 698-708
    • (2000) Journal of Coastal Research , vol.16 , Issue.3 , pp. 698-708
    • Williams, J.J.1    Bell, P.S.2    Thorne, P.D.3    Trouw, K.4    Hardcastle, P.J.5    Humphery, J.D.6
  • 40
    • 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 Engineering 32 17-18 (2005) 2088-2106
    • (2005) Ocean Engineering , vol.32 , Issue.17-18 , pp. 2088-2106
    • Yagci, O.1    Mercan, D.E.2    Cigizoglu, H.K.3    Kabdasli, M.S.4


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