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Volumn 38, Issue 7, 2011, Pages 878-887

Prediction of maximum wave-induced liquefaction in porous seabed using multi-artificial neural network model

Author keywords

Artificial neural networks; Multi artificial neural network; Wave induced liquefaction

Indexed keywords

ACCURATE PREDICTION; ARTIFICIAL NEURAL NETWORK; COASTAL ENGINEERS; DATA DEPENDENT; EFFECTIVE TOOL; LABORATORY WORK; MARINE SEDIMENTS; MARINE STRUCTURES; MATHEMATICAL THEORY; MULTI-ARTIFICIAL NEURAL NETWORK; NEURAL NETWORK MODEL; NUMERICAL RESULTS; POROUS SEABED; WAVE-INDUCED LIQUEFACTION;

EID: 79956202017     PISSN: 00298018     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.oceaneng.2010.08.002     Document Type: Article
Times cited : (28)

References (38)
  • 1
    • 0001643047 scopus 로고
    • Geotechnical problem involved in foundations of structures in the north sea
    • J. Bjerrum Geotechnical problem involved in foundations of structures in the north sea Géotechnique 23 3 1973 319 358
    • (1973) Géotechnique , vol.23 , Issue.3 , pp. 319-358
    • Bjerrum, J.1
  • 4
    • 52249108143 scopus 로고    scopus 로고
    • Assessment of wave-induced liquefaction in a porous seabed: Application of an ANN model
    • D.H. Cha, D.S. Jeng, and M. Blumenstein Assessment of wave-induced liquefaction in a porous seabed: application of an ANN model Asian Journal of Information Technology 3 5 2004 386 399
    • (2004) Asian Journal of Information Technology , vol.3 , Issue.5 , pp. 386-399
    • Cha, D.H.1    Jeng, D.S.2    Blumenstein, M.3
  • 6
    • 36749066581 scopus 로고    scopus 로고
    • Evaluation of wave-induced liquefaction in a porous seabed: Using an artificial neural network and a genetic algorithm -based model
    • Proceedings of The Sixteenth 2006 International Offshore and Polar Engineering Conference, ISOPE 2006
    • Cha, D.H.; Jeng, D.S.; Blumenstein, M.; Zhang, H.; 2006b. Evaluation of wave-induced liquefaction in a porous seabed: using an artificial neural network and a genetic algorithm-based model. In: The Proceedings of the Sixteenth International Offshore and Polar Engineering Conference, San Francisco, California, USA, pp. 302308. (Pubitemid 350204112)
    • (2006) Proceedings of the International Offshore and Polar Engineering Conference , pp. 302-308
    • Cha, D.1    Jeng, D.-S.2    Blumenstein, M.3    Zhang, H.4
  • 7
    • 38049007533 scopus 로고    scopus 로고
    • A neural-genetic technique for coastal engineering: Determining wave-induced seabed liquefaction depth
    • SCI Series. Springer, 2008
    • Cha, D.H.; Blumenstein, M.; Zhang, H.; Jeng, D.S.; 2008. A neural-genetic technique for coastal engineering: determining wave-induced seabed liquefaction depth. In: Engineering Evolutionary Intelligent Systems, SCI Series. Springer, 2008, pp. 337351.
    • (2008) Engineering Evolutionary Intelligent Systems , pp. 337-351
    • Cha, D.H.1    Blumenstein, M.2    Zhang, H.3    Jeng, D.S.4
  • 9
    • 0028666973 scopus 로고
    • Seismic liquefaction potential assessed by neural networks
    • A.T.C. Goh Seismic liquefaction potential assessed by neural networks Journal of Geotechnical Engineering, ASCE 120 1995 1467 1480
    • (1995) Journal of Geotechnical Engineering, ASCE , vol.120 , pp. 1467-1480
    • Goh, A.T.C.1
  • 10
    • 0034661321 scopus 로고    scopus 로고
    • Simulation of an industrial wastewater treatment plant using artificial neural networks
    • DOI 10.1016/S0098-1354(00)00449-X, PII S009813540000449X
    • C.A. Gontarski, P.R. Rodrigues, M. Mori, and L.F. Prenem Simulation of an industrial wastewater treatment plant using artificial neural networks Computers and Chemical Engineering 24 2000 1719 1723 (Pubitemid 30608421)
    • (2000) Computers and Chemical Engineering , vol.24 , Issue.2-7 , pp. 1719-1723
    • Gontarski, C.A.1    Rodrigues, P.R.2    Mori, M.3    Prenem, L.F.4
  • 11
    • 0021493908 scopus 로고
    • Analysis of wave-induced liquefaction in seabed deposit sand
    • K. Ishihara, and A. Yamazaki Analysis of wave-induced liquefaction in seabed deposit sand Soil and Foundation 24 3 1984 85 100 (Pubitemid 14668986)
    • (1984) Soils and Foundations , vol.24 , Issue.3 , pp. 85-100
    • Ishihara Kenji1    Yamazaki Akira2
  • 12
    • 0031279449 scopus 로고    scopus 로고
    • Wave-induced seabed instability in front of a breakwater
    • D.S. Jeng Wave-induced seabed instability in front of a breakwater Ocean Engineering 24 10 1997 887 917
    • (1997) Ocean Engineering , vol.24 , Issue.10 , pp. 887-917
    • Jeng, D.S.1
  • 13
    • 8144221367 scopus 로고    scopus 로고
    • Wave-induced seafloor dynamics
    • D.S. Jeng Wave-induced seafloor dynamics Applied Mechanics Review 56 4 2003 407 429
    • (2003) Applied Mechanics Review , vol.56 , Issue.4 , pp. 407-429
    • Jeng, D.S.1
  • 14
    • 8144221367 scopus 로고    scopus 로고
    • Wave-induced seafloor dynamics
    • D.S. Jeng, and D.H. Cha Wave-induced seafloor dynamics Applied Mechanics Review 56 4 2003 407 429
    • (2003) Applied Mechanics Review , vol.56 , Issue.4 , pp. 407-429
    • Jeng, D.S.1    Cha, D.H.2
  • 15
    • 0141889648 scopus 로고    scopus 로고
    • Effects of dynamic soil behavior and wave non-linearity on the wave-induced pore pressure and effective stresses in porous seabed
    • DOI 10.1016/S0029-8018(03)00070-2
    • D.S. Jeng, and D.H. Cha Effects of dynamic soil behaviour and wave non-linearity on the wave-induced pore pressure and effective stresses in porous seabed Ocean Engineering 30 16 2003 2065 2089 (Pubitemid 37245405)
    • (2003) Ocean Engineering , vol.30 , Issue.16 , pp. 2065-2089
    • Jeng, D.-S.1    Cha, D.H.2
  • 16
    • 8144223855 scopus 로고    scopus 로고
    • Neural network model for the prediction of wave-induced liquefaction potential
    • DOI 10.1016/j.oceaneng.2004.05.006, PII S0029801804001349
    • D.S. Jeng, D.H. Cha, and M. Blumenstein Neural network model for the prediction of the wave-induced liquefaction potential in a porous seabed Ocean Engineering 31 1718 2004 2073 2086 (Pubitemid 39474115)
    • (2004) Ocean Engineering , vol.31 , Issue.17-18 , pp. 2073-2086
    • Jeng, D.-S.1    Cha, D.F.2    Blumenstein, M.3
  • 17
    • 23744452969 scopus 로고    scopus 로고
    • An integrated three-dimensional model of wave-induced pore pressure and effective stresses in a porous seabed: II. Breaking waves
    • DOI 10.1016/j.oceaneng.2005.01.005, PII S0029801805000892
    • D.S. Jeng, and H. Zhang An integrated three-dimensional model for wave-induced pore pressure and effective stresses in a porous seabed. II: breaking waves Ocean Engineering 32 16 2005 1950 1967 (Pubitemid 41136236)
    • (2005) Ocean Engineering , vol.32 , Issue.16 , pp. 1950-1967
    • Jeng, D.-S.1    Zhang, H.2
  • 18
    • 77956852466 scopus 로고    scopus 로고
    • Application of artificial neural networks in flow discharge prediction for the Fitzroy River, Australia
    • A. Joorabchi, H. Zhang, and M. Blumenstein Application of artificial neural networks in flow discharge prediction for the Fitzroy River, Australia Journal of Coastal Research, SI 50 2007 287 291
    • (2007) Journal of Coastal Research, SI , vol.50 , pp. 287-291
    • Joorabchi, A.1    Zhang, H.2    Blumenstein, M.3
  • 19
    • 84864288426 scopus 로고    scopus 로고
    • Application of artificial neural networks to groundwater dynamics in coastal aquifers
    • A. Joorabchi, H. Zhang, and M. Blumenstein Application of artificial neural networks to groundwater dynamics in coastal aquifers Journal of Coastal Research, SI 56 2 2009 966 970
    • (2009) Journal of Coastal Research, SI 56 , vol.2 , pp. 966-970
    • Joorabchi, A.1    Zhang, H.2    Blumenstein, M.3
  • 20
    • 0033131832 scopus 로고    scopus 로고
    • CRT-based liquefaction evaluation using artificial neural networks
    • C.H. Juang, and C.J. Chen CPT-based liquefaction evaluation using neural network Journal of Computer-Aided Civil Infrastructure Engineering 14 1999 221 229 (Pubitemid 129564047)
    • (1999) Computer-Aided Civil and Infrastructure Engineering , vol.14 , Issue.3 , pp. 221-229
    • Juang, C.H.1    Chen, C.J.2
  • 21
    • 67651165001 scopus 로고    scopus 로고
    • Predictions of typhoon storm surge in Taiwan using artificial neural networks
    • T.L. Lee Predictions of typhoon storm surge in Taiwan using artificial neural networks Advances in Engineering Software 40 2006 1200 1206
    • (2006) Advances in Engineering Software , vol.40 , pp. 1200-1206
    • Lee, T.L.1
  • 22
    • 0037128648 scopus 로고    scopus 로고
    • Application of artificial neural networks in tide-forecasting
    • DOI 10.1016/S0029-8018(01)00068-3, PII S0029801801000683
    • T.L. Lee, and D.S. Jeng Application of artificial neural networks in tide-forecasting Ocean Engineering 29 9 2002 1003 1022 (Pubitemid 34276284)
    • (2002) Ocean Engineering , vol.29 , Issue.9 , pp. 1003-1022
    • Lee, T.L.1    Jeng, D.S.2
  • 23
    • 0036621327 scopus 로고    scopus 로고
    • Neural network for the prediction and supplement of tidal record in Taichung Harbor, Taiwan
    • T.L. Lee, C.P. Tsai, D.S. Jeng, and R.J. Shieh Neural network for the prediction and supplement of tidal record in Taichung Harbor, Taiwan Advances in Engineering Software 33 2002 329 338
    • (2002) Advances in Engineering Software , vol.33 , pp. 329-338
    • Lee, T.L.1    Tsai, C.P.2    Jeng, D.S.3    Shieh, R.J.4
  • 24
    • 34147171576 scopus 로고    scopus 로고
    • A semi-analytical solution for random wave-induced soil response and seabed liquefaction in marine sediments
    • DOI 10.1016/j.oceaneng.2006.07.004, PII S0029801806002204
    • H. Liu, and D.S. Jeng A semi-analytical solution for random wave-induced soil response and seabed liquefaction in marine sediments Ocean Engineering 34 2007 1211 1224 (Pubitemid 46554778)
    • (2007) Ocean Engineering , vol.34 , Issue.8-9 , pp. 1211-1224
    • Liu, H.1    Jeng, D.-S.2
  • 26
    • 67650998814 scopus 로고    scopus 로고
    • The effect of structures on the wave-induced liquefaction potential of seabed sand deposits
    • R. Noorzad, S. Safari, and M. Omidvr The effect of structures on the wave-induced liquefaction potential of seabed sand deposits Applied Ocean Research 31 2009 25 30
    • (2009) Applied Ocean Research , vol.31 , pp. 25-30
    • Noorzad, R.1    Safari, S.2    Omidvr, M.3
  • 27
    • 0022236926 scopus 로고    scopus 로고
    • Wave-induced stresses in unsaturated submarine sediments
    • S. Okusa Wave-induced stresses in unsaturated submarine sediments Géotechnique 35 4 1998 517 532
    • (1998) Géotechnique , vol.35 , Issue.4 , pp. 517-532
    • Okusa, S.1
  • 28
    • 0022471098 scopus 로고
    • Learning representations by back-propagating errors
    • D.E. Rumelhart, G.E. Hinton, and R.J. Williams Learning representations by back-propagating errors Nature 323 1986 533 536 (Pubitemid 16025374)
    • (1986) Nature , vol.323 , Issue.6088 , pp. 533-536
    • Rumelhart, D.E.1    Hinton, G.E.2    Williams, R.J.3
  • 30
    • 0024702627 scopus 로고
    • Numerical analysis of liquefaction potential of partially drained seafloors
    • DOI 10.1016/0378-3839(89)90019-7
    • S. Taotsos, M. Georgiadis, and A. Damakindow Numerical analysis of liquefaction potential of partially drained seafloor Coastal Engineering 13 1989 117 128 (Pubitemid 20396304)
    • (1987) Coastal Engineering , vol.13 , Issue.2 , pp. 117-128
    • Tsotsos, S.1    Georgiadis, M.2    Damaskinidou, A.3
  • 31
    • 0028792867 scopus 로고
    • Wave-induced liquefaction potential in a porous seabed in front of a breakwater
    • C.P. Tsai Wave-induced liquefaction potential in a porous seabed in front of a breakwater Ocean Engineering 22 1995 1 18
    • (1995) Ocean Engineering , vol.22 , pp. 1-18
    • Tsai, C.P.1
  • 33
    • 0002027418 scopus 로고
    • Mechanism of wave-induced liquefaction and densification in seabed
    • K. Zen, and H. Yamazaki Mechanism of wave-induced liquefaction and densification in seabed Soils and Foundations 30 1990 90 104
    • (1990) Soils and Foundations , vol.30 , pp. 90-104
    • Zen, K.1    Yamazaki, H.2
  • 36
    • 12344297696 scopus 로고    scopus 로고
    • An integrated three-dimensional model for wave-induced seabed response in a porous seabed. I. A sloping seabed
    • DOI 10.1016/j.oceaneng.2004.08.009, PII S0029801804001982
    • H. Zhang, and D.S. Jeng An integrated three-dimensional model for wave-induced pore pressure and effective stresses in a porous seabed. I: a sloping seabed Ocean Engineering 32 56 2005 701 729 (Pubitemid 40133493)
    • (2005) Ocean Engineering , vol.32 , Issue.5-6 , pp. 701-729
    • Zhang, H.1    Jeng, D.-S.2
  • 37
    • 77956804072 scopus 로고    scopus 로고
    • Parametric study on the prediction of wave-induced liquefaction using an artificial neural network model l
    • H. Zhang, D.-S. Jeng, D. Cha, and M. Blumenstein Parametric study on the prediction of wave-induced liquefaction using an artificial neural network model l Journal of Coastal Research, SI 50 2007 374 378
    • (2007) Journal of Coastal Research, SI 50 , pp. 374-378
    • Zhang, H.1    Jeng, D.-S.2    Cha, D.3    Blumenstein, M.4
  • 38
    • 0019229736 scopus 로고
    • Drained, undrained, consolidating and dynamic behaviour assumption in soils
    • O.C. Zienkiewicz, C.T. Chang, and P. Bettess Drained, undrained, consolidating and dynamic behaviour assumption in soils Géotechnique 30 4 1980 385 395 (Pubitemid 11464685)
    • (1980) Geotechnique , vol.30 , Issue.4 , pp. 385-395
    • Zienkiewicz, O.C.1    Chang, C.T.2    Bettess, P.3


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