메뉴 건너뛰기




Volumn 59, Issue , 2013, Pages 100-106

GMDH based back propagation algorithm to predict abutment scour in cohesive soils

Author keywords

Abutment scour; Back propagation; Cohesive soils; Group method of data handling

Indexed keywords

ABUTMENT SCOUR; ADAPTIVE NEURO-FUZZY INFERENCE SYSTEM; BED MATERIALS; CLAY CONTENT; COHESIVE SOILS; DEGREE OF COMPACTION; DIMENSIONAL ANALYSIS; EFFECTIVE PARAMETERS; GROUP METHOD OF DATA HANDLING; KAOLINITE CLAY; MONTMORILLONITE CLAY; RADIAL BASIS; SCOUR DEPTH; TRAINING AND TESTING;

EID: 84872076093     PISSN: 00298018     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.oceaneng.2012.12.006     Document Type: Article
Times cited : (71)

References (72)
  • 1
    • 84872079222 scopus 로고    scopus 로고
    • Ph.D. Dissertation, Department of Civil Engineering, Colorado State University, Fort Collins, CO
    • Abdeldayem, A.W., 1996. Abutment Scour for Non-uniform Mixtures, Ph.D. Dissertation, Department of Civil Engineering, Colorado State University, Fort Collins, CO, 310.
    • (1996) Abutment Scour for Non-uniform Mixtures , pp. 310
    • Abdeldayem, A.W.1
  • 2
    • 49049121001 scopus 로고    scopus 로고
    • Modelling of multiple short-length-scale stall cells in an axial compressor using evolved GMDH neural networks
    • N. Amanifard, N. Nariman-Zadeh, M.H. Farahani, and A. Khalkhali Modelling of multiple short-length-scale stall cells in an axial compressor using evolved GMDH neural networks J. Energy Convers. Manage. 49 10 2008 2588 2594
    • (2008) J. Energy Convers. Manage. , vol.49 , Issue.10 , pp. 2588-2594
    • Amanifard, N.1    Nariman-Zadeh, N.2    Farahani, M.H.3    Khalkhali, A.4
  • 3
    • 26444480333 scopus 로고    scopus 로고
    • Neural networks for estimation of scour downstream of a ski-jump bucket
    • DOI 10.1061/(ASCE)0733-9429(2005)131:10(898)
    • H.Md. Azamathulla, M.C. Deo, and P.B. Deolalikar Neural networks for estimation of scour downstream of a ski-jump bucket J. Hydraul. Eng., ASCE 131 10 2005 898 908 (Pubitemid 41419825)
    • (2005) Journal of Hydraulic Engineering , vol.131 , Issue.10 , pp. 898-908
    • Azmathullah, H.Md.1    Deo, M.C.2    Deolalikar, P.B.3
  • 4
    • 41549084200 scopus 로고    scopus 로고
    • Alternative neural networks to estimate the scour below spillways
    • DOI 10.1016/j.advengsoft.2007.07.004, PII S0965997807001573
    • H.Md. Azamathulla, M.C. Deo, and P.B. Deolalikar Alternative neural networks to estimate the scour below spillways Adv. Eng. Software Elsevier 39 8 2008 689 698 (Pubitemid 351471778)
    • (2008) Advances in Engineering Software , vol.39 , Issue.8 , pp. 689-698
    • Azamathulla, H.Md.1    Deo, M.C.2    Deolalikar, P.B.3
  • 6
    • 79957743816 scopus 로고    scopus 로고
    • Linear genetic programming to scour below submerged pipeline
    • H.Md. Azamathulla, A. Guven, and Y.K. Demir Linear genetic programming to scour below submerged pipeline J. Ocean Eng. 38 8-9 2011 995 1000
    • (2011) J. Ocean Eng. , vol.38 , Issue.89 , pp. 995-1000
    • Azamathulla, H.Md.1    Guven, A.2    Demir, Y.K.3
  • 7
    • 79958726909 scopus 로고    scopus 로고
    • Prediction of scour below submerged pipeline crossing a river using ANN
    • H.Md. Azamathulla, and N.A. Zakaria Prediction of scour below submerged pipeline crossing a river using ANN IWA - Water Sci. Technol. 63 10 2011 2225 2230
    • (2011) IWA - Water Sci. Technol. , vol.63 , Issue.10 , pp. 2225-2230
    • Azamathulla, H.Md.1    Zakaria, N.A.2
  • 8
    • 84864995124 scopus 로고    scopus 로고
    • Gene-expression programming to predict scour at a bridge abutment
    • H.Md. Azamathulla Gene-expression programming to predict scour at a bridge abutment IWA J. Hydroinf. 14 2 2012 324 331
    • (2012) IWA J. Hydroinf. , vol.14 , Issue.2 , pp. 324-331
    • Azamathulla, H.Md.1
  • 9
    • 84864774120 scopus 로고    scopus 로고
    • Gene expression programming for prediction of scour depth downstream of sills
    • H.Md. Azamathulla Gene expression programming for prediction of scour depth downstream of sills J. Hydrol. 460-461C 2012 169 172
    • (2012) J. Hydrol. , vol.460-461 , pp. 169-172
    • Azamathulla, H.Md.1
  • 10
    • 84872127973 scopus 로고    scopus 로고
    • Comment on 'evaluation of selected equations for predicting scour at downstream of ski-jump spillway using laboratory and field data' by Chandan Kumar, P. Sreeja
    • in press
    • Azamathulla, H.Md. Comment on 'evaluation of selected equations for predicting scour at downstream of ski-jump spillway using laboratory and field data' by Chandan Kumar, P. Sreeja, Eng. Geol., 10.1016/j.enggeo.2012.09.009, in press.
    • Eng. Geol.
    • Azamathulla, H.Md.1
  • 11
    • 0018918816 scopus 로고
    • Theoretical Approach To Prediction Of Local Scour Around Bridge Piers
    • C.J. Baker Theoretical approach to prediction of local scour around bridge piers J. Hydraul. Res. 18 1 1980 1 12 (Pubitemid 10480465)
    • (1980) Journal of Hydraulic Research , vol.18 , Issue.1 , pp. 1-12
    • Baker, C.J.1
  • 12
    • 0032007381 scopus 로고    scopus 로고
    • Numerical modeling of flow around bridge abutments in comound channel
    • DOI 10.1061/(ASCE)0733-9429(1998)124:2(156)
    • B. Biglari, and T.W. Sturm Numerical model of flow around bridge abutments in compunent channel J. Hydraul. Eng. 124 2 1998 156 164 (Pubitemid 28203368)
    • (1998) Journal of Hydraulic Engineering , vol.124 , Issue.2 , pp. 156-164
    • Bahram Biglari1    Sturm, T.W.2
  • 17
    • 0037428019 scopus 로고    scopus 로고
    • Estuary water-stage forecasting by using radial basis function neural network
    • F.J. Chang, and Y.C. Chen Estuary water-stage forecasting by using radial basis function neural network J. Hydrol. 270 2003 158 166
    • (2003) J. Hydrol. , vol.270 , pp. 158-166
    • Chang, F.J.1    Chen, Y.C.2
  • 18
    • 0033117483 scopus 로고    scopus 로고
    • Effects of time and channel geometry on scour at bridge abutments
    • DOI 10.1061/(ASCE)0733-9429(1999)125:4(388)
    • A.H. Cardoso, and R. Bettess Effects of time and channel geometry on scour at bridge abutments J. Hydraul. Eng. 125 4 1999 388 399 (Pubitemid 29347954)
    • (1999) Journal of Hydraulic Engineering , vol.125 , Issue.4 , pp. 388-399
    • Cardoso, A.H.1    Bettess, R.2
  • 20
    • 75849120904 scopus 로고    scopus 로고
    • Laboratory experiments on local scour around cylinder for clay and clay-sand mixed beds
    • K. Debnath, and S. Chaudhuri Laboratory experiments on local scour around cylinder for clay and clay-sand mixed beds J. Eng. Geol. 111 12 2010 51 61
    • (2010) J. Eng. Geol. , vol.111 , Issue.12 , pp. 51-61
    • Debnath, K.1    Chaudhuri, S.2
  • 21
    • 33645667354 scopus 로고    scopus 로고
    • Flow field at a vertical-wall abutment
    • S. Dey, and A.K. Barbhuiya Flow field at a vertical-wall abutment J. Hydraul. Eng. 131 12 2005 1126 1135
    • (2005) J. Hydraul. Eng. , vol.131 , Issue.12 , pp. 1126-1135
    • Dey, S.1    Barbhuiya, A.K.2
  • 22
    • 11044227737 scopus 로고    scopus 로고
    • Time variation of scour at abutments
    • DOI 10.1061/(ASCE)0733-9429(2005)131:1(11)
    • S. Dey, and A.K. Barbhuiya Time variation of scour at abutments J. Hydraul. Eng. 131 1 2005 11 23 (Pubitemid 40047246)
    • (2005) Journal of Hydraulic Engineering , vol.131 , Issue.1 , pp. 11-23
    • Dey, S.1    Barbhuiya, A.K.2
  • 23
    • 52649110242 scopus 로고    scopus 로고
    • Local scour and riprap stability at an abutment in a degrading bed
    • S. Dey, Y.-M. Chiew, and M.S. Kadam Local scour and riprap stability at an abutment in a degrading bed J. Hydraul. Eng. 134 10 2008 1496 1502
    • (2008) J. Hydraul. Eng. , vol.134 , Issue.10 , pp. 1496-1502
    • Dey, S.1    Chiew, Y.-M.2    Kadam, M.S.3
  • 24
    • 0032096462 scopus 로고    scopus 로고
    • Scale effect in pier-scour experiments
    • DOI 10.1061/(ASCE)0733-9429(1998)124:6(639)
    • R. Ettema, B.W. Melville, and B. Barkdoll Scale effect in pier-scour experiments J. Hydraul. Eng. 124 6 1998 639 642 (Pubitemid 28424708)
    • (1998) Journal of Hydraulic Engineering , vol.124 , Issue.6 , pp. 639-642
    • Ettema, R.1    Melville, B.W.2    Barkdoll, B.3
  • 25
    • 31444438313 scopus 로고    scopus 로고
    • Similitude of large-scale turbulence in experiments on local scour at cylinders
    • DOI 10.1061/(ASCE)0733-9429(2006)132:1(33)
    • R. Ettema, G. Kirkil, and M. Muste Similitude of large-scale turbulence in exper iments on local scour at cylinders J. Hydraul. Eng. 132 1 2006 33 40 (Pubitemid 43149456)
    • (2006) Journal of Hydraulic Engineering , vol.132 , Issue.1 , pp. 33-40
    • Ettema, R.1    Kirkil, G.2    Muste, M.3
  • 27
    • 84872058756 scopus 로고
    • Marcel Dekker Inc
    • S.J. Farlow 1984 Marcel Dekker Inc
    • (1984)
    • Farlow, S.J.1
  • 28
    • 84860134833 scopus 로고    scopus 로고
    • A comparative study of predicting scour around a circular pile
    • A. Guven, and H.Md. Azamathulla A comparative study of predicting scour around a circular pile ICE Maritime Eng. 165 1 2012 31 40
    • (2012) ICE Maritime Eng. , vol.165 , Issue.1 , pp. 31-40
    • Guven, A.1    Azamathulla, H.Md.2
  • 29
    • 41749119185 scopus 로고    scopus 로고
    • Genetic programming approach for prediction of local scour downstream of hydraulic structures
    • DOI 10.1061/(ASCE)0733-9437(2008)134:2(241)
    • A. Guven, and M. Gunal Genetic programming approach for prediction of local scour downstream of hydraulic structures J. Irrigation and Drainage Eng., ASCE 134 2 2008 241 249 (Pubitemid 351486517)
    • (2008) Journal of Irrigation and Drainage Engineering , vol.134 , Issue.2 , pp. 241-249
    • Guven, A.1    Gunal, M.2
  • 30
    • 54249085849 scopus 로고    scopus 로고
    • Prediction of scour downstream of grade-control structures using neural networks
    • A. Guven, and M. Gunal Prediction of scour downstream of grade-control structures using neural networks J. Hydraulic Eng., ASCE 134 11 2008 1656 1660
    • (2008) J. Hydraulic Eng., ASCE , vol.134 , Issue.11 , pp. 1656-1660
    • Guven, A.1    Gunal, M.2
  • 31
    • 84860134833 scopus 로고    scopus 로고
    • Comparative study of predicting scour around a circular pile
    • A. Guven, H.Md. Azamathulla, and M. Gunal Comparative study of predicting scour around a circular pile ICE, Marit. Eng. 165 1 2012 31 40
    • (2012) ICE, Marit. Eng. , vol.165 , Issue.1 , pp. 31-40
    • Guven, A.1    Azamathulla, H.Md.2    Gunal, M.3
  • 32
  • 33
    • 0002433997 scopus 로고    scopus 로고
    • Extending genetic programming with recomb native guidance
    • P. Angeline, K. Kinnear (Eds.) MIT Press, Cambridge
    • Iba, H., de Garis, H., 1996. Extending genetic programming with recomb native guidance, in: P. Angeline, K. Kinnear (Eds.), Advances in Genetic Programming, 2, MIT Press, Cambridge
    • (1996) Advances in Genetic Programming , vol.2
    • Iba, H.1    De Garis, H.2
  • 35
    • 0029273384 scopus 로고
    • Neuro-fuzzy modelling and control
    • J.-S.R. Jang, and C.-T. Sun Neuro-fuzzy modelling and control Proc. IEEE 83 3 1995 378 406
    • (1995) Proc. IEEE , vol.83 , Issue.3 , pp. 378-406
    • Jang, J.-S.R.1    Sun, C.-T.2
  • 37
    • 0027601884 scopus 로고
    • ANFIS: Adaptive-network-based fuzzy inference system
    • J.S.R. Jang ANFIS: adaptive-network-based fuzzy inference system IEEE Trans. Syst., Man Cybern. 23 3 1993 665 685
    • (1993) IEEE Trans. Syst., Man Cybern. , vol.23 , Issue.3 , pp. 665-685
    • Jang, J.S.R.1
  • 38
    • 59349097197 scopus 로고    scopus 로고
    • SPT correlation using GMDH type neural networks and genetic algorithms
    • SPT correlation using GMDH type neural networks and genetic algorithms Eng. Geol. 104 1-2 2009 144 155
    • (2009) Eng. Geol. , vol.104 , Issue.12 , pp. 144-155
    • Kalantary, F.1    Ardalan, H.2    Nariman-Zadeh, N.3
  • 40
    • 84865045727 scopus 로고    scopus 로고
    • Gene-expression programming to predict Pier scour depth using Laboratory data
    • M. Khan, H.Md. Azamathulla, and M. Tufail Gene-expression programming to predict Pier scour depth using Laboratory data IWA J. Hydroinf. 14 3 2012 628 645
    • (2012) IWA J. Hydroinf. , vol.14 , Issue.3 , pp. 628-645
    • Khan, M.1    Azamathulla, H.Md.2    Tufail, M.3
  • 41
    • 0003535314 scopus 로고
    • School of Engineering, University of Auckland, Auckland, New Zealand
    • Kwan, T.F., 1988. A Study of Abutment Scour. Report No. 451, School of Engineering, University of Auckland, Auckland, New Zealand.
    • (1988) A Study of Abutment Scour. Report No. 451
    • Kwan, T.F.1
  • 45
    • 0032147997 scopus 로고    scopus 로고
    • Shear stress around vertical wall abutments
    • DOI 10.1061/(ASCE)0733-9429(1998)124:8(822)
    • A. Molinas, K. Kheireldin, and B. Wu Shear stress around vertical wall abutments J. Hydraul. Eng.-ASCE 124 8 1998 822 830 (Pubitemid 29004412)
    • (1998) Journal of Hydraulic Engineering , vol.124 , Issue.8 , pp. 822-830
    • Molinas, A.1    Kheireldin, K.2    Baosheng Wu3
  • 47
    • 60549115783 scopus 로고    scopus 로고
    • Investigating the efficiency in oil futures market based on GMDH approach
    • M. Mehrara, A. Moeini, M. Ahrari, and A. Erfanifard Investigating the efficiency in oil futures market based on GMDH approach Expert Syst. Appl. 36 4 2009 7479 7483
    • (2009) Expert Syst. Appl. , vol.36 , Issue.4 , pp. 7479-7483
    • Mehrara, M.1    Moeini, A.2    Ahrari, M.3    Erfanifard, A.4
  • 48
    • 0026849193 scopus 로고
    • Local Scour at Bridge Abutment
    • B.W. Melville Local Scour at Bridge Abutment J. Hydraul. Eng. 118 4 1992 615 631
    • (1992) J. Hydraul. Eng. , vol.118 , Issue.4 , pp. 615-631
    • Melville, B.W.1
  • 49
    • 0031080348 scopus 로고    scopus 로고
    • Pier and abutment scour: Integrated approach
    • B.W. Melville Pier and abutment scour: Integrated approach J. Hydraul. Eng. 123 2 1997 125 136
    • (1997) J. Hydraul. Eng. , vol.123 , Issue.2 , pp. 125-136
    • Melville, B.W.1
  • 50
    • 3142783747 scopus 로고
    • School of Engineering, Univ. of Auckland, Auckland, New Zealand
    • Melville, B.W., 1975. Scour at Bridge Sites. Rep. No. 117, School of Engineering, Univ. of Auckland, Auckland, New Zealand.
    • (1975) Scour at Bridge Sites. Rep. No. 117
    • Melville, B.W.1
  • 51
    • 84855871299 scopus 로고    scopus 로고
    • Comparison of group method of data handling based genetic programming and back propagation systems to predict scour depth around bridge pier
    • M. Najafzadeh, and A. Barani Comparison of group method of data handling based genetic programming and back propagation systems to predict scour depth around bridge pier Sci. Iran. Trans. A 18 6 2011 1207 1213
    • (2011) Sci. Iran. Trans. A , vol.18 , Issue.6 , pp. 1207-1213
    • Najafzadeh, M.1    Barani, A.2
  • 52
    • 84887473211 scopus 로고    scopus 로고
    • Group method of data handling to predict scour depth around bridge piers
    • 10.1007/s00521-012-1160-6
    • M. Najafzadeh, and H.M. Azamathulla Group method of data handling to predict scour depth around bridge piers Neural Comput. Appl. 2012 10.1007/s00521-012-1160-6
    • (2012) Neural Comput. Appl.
    • Najafzadeh, M.1    Azamathulla, H.M.2
  • 54
    • 46949093808 scopus 로고    scopus 로고
    • Design of hybrid differential evolution and group method in data handling networks for modeling and prediction
    • G.C. Onwubolu Design of hybrid differential evolution and group method in data handling networks for modeling and prediction Inf. Sci. 178 2008 3618 3634
    • (2008) Inf. Sci. , vol.178 , pp. 3618-3634
    • Onwubolu, G.C.1
  • 55
    • 0036734742 scopus 로고    scopus 로고
    • Temporal evolution of clear-water pier and abutment scour
    • G. Oliveto, and W.H. Hager Temporal evolution of clear-water pier and abutment scour J. Hydraul. Eng. 128 9 2002 811 820
    • (2002) J. Hydraul. Eng. , vol.128 , Issue.9 , pp. 811-820
    • Oliveto, G.1    Hager, W.H.2
  • 58
    • 0021823240 scopus 로고
    • Erosion of softcohesive sediment deposits
    • T.M. Parchure, and A.J. Mehta Erosion of softcohesive sediment deposits J. Hydraul. Eng. 11 10 1985 1308 1326
    • (1985) J. Hydraul. Eng. , vol.11 , Issue.10 , pp. 1308-1326
    • Parchure, T.M.1    Mehta, A.J.2
  • 61
    • 38349097860 scopus 로고    scopus 로고
    • Sediment kinematics in abutment scour
    • A. Radice, S. Malavasi, and F. Ballio Sediment kinematics in abutment scour J. Hydraul. Eng. 134 2 2008 146 156
    • (2008) J. Hydraul. Eng. , vol.134 , Issue.2 , pp. 146-156
    • Radice, A.1    Malavasi, S.2    Ballio, F.3
  • 62
    • 0037408729 scopus 로고    scopus 로고
    • Current-induced scour around a vertical pile in cohesive soil
    • DOI 10.1016/S0029-8018(02)00063-X
    • M. Rambabu, S. Narasimha Rao, and V. Sunder Current-induced scour around a vertical pile in cohesive soil J. Ocean Eng. 30 4 2003 893 920 (Pubitemid 36270496)
    • (2003) Ocean Engineering , vol.30 , Issue.7 , pp. 893-920
    • Rambabu, M.1    Rao, S.N.2    Sundar, V.3
  • 65
    • 0003455934 scopus 로고
    • Publication No. FHWA-IP-90017, Federal Highway Administration, U.S. Dept. of Transportation,Washington, D.C.
    • Richardson, E.V., Harrison, L.J., Richardson, J.R., Davis, S.R., 1993. Evaluating Scour at Bridges. Publication No. FHWA-IP-90017, Federal Highway Administration, U.S. Dept. of Transportation,Washington, D.C.
    • (1993) Evaluating Scour at Bridges
    • Richardson, E.V.1    Harrison, L.J.2    Richardson, J.R.3    Davis, S.R.4
  • 67
    • 0034498120 scopus 로고    scopus 로고
    • A GMDH network using back propagation and its application to a controller design
    • A. Sakaguchi, and T. Yamamoto A GMDH network using back propagation and its application to a controller design J. IEEE 4 2000 2691 2697
    • (2000) J. IEEE , vol.4 , pp. 2691-2697
    • Sakaguchi, A.1    Yamamoto, T.2
  • 68
    • 0002028646 scopus 로고
    • Critical tractive force in cohesive soils
    • E.T. Smerdon, and R.P. Beasley Critical tractive force in cohesive soils Agric. Eng. 42 1961 26 29
    • (1961) Agric. Eng. , vol.42 , pp. 26-29
    • Smerdon, E.T.1    Beasley, R.P.2
  • 69
    • 55949130863 scopus 로고    scopus 로고
    • Energy demand prediction using GMDH networks
    • D. Srinivasan Energy demand prediction using GMDH networks Neuro Comput. 72 1-3 2008 625 629
    • (2008) Neuro Comput. , vol.72 , Issue.13 , pp. 625-629
    • Srinivasan, D.1
  • 71
    • 33644614517 scopus 로고    scopus 로고
    • A GMDH neural network-based approach to robust fault diagnosis: Application to the DAMADICS benchmark problem
    • M. Witczak, J. Korbicz, M. Mrugalski, and R. Patton A GMDH neural network-based approach to robust fault diagnosis: application to the DAMADICS benchmark problem Control Eng. Pract. 14 6 2006 671 683
    • (2006) Control Eng. Pract. , vol.14 , Issue.6 , pp. 671-683
    • Witczak, M.1    Korbicz, J.2    Mrugalski, M.3    Patton, R.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.