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Volumn 29, Issue 5, 2015, Pages

Neuro-Fuzzy GMDH to Predict the Scour Pile Groups due to Waves

Author keywords

Evolutionary algorithms; Gravitational search algorithm; Neuro fuzzy group method of data handling; Particle swarm optimization; Scour depth; Self organized system; Waves

Indexed keywords

BRIDGE PIERS; DATA HANDLING; EVOLUTIONARY ALGORITHMS; EXPERIMENTAL REACTORS; FORECASTING; FUZZY INFERENCE; FUZZY NEURAL NETWORKS; FUZZY SETS; LEARNING ALGORITHMS; LEARNING SYSTEMS; PARTICLE SWARM OPTIMIZATION (PSO); SCOUR; SEARCH ENGINES; WAVES;

EID: 84939441532     PISSN: 08873801     EISSN: 19435487     Source Type: Journal    
DOI: 10.1061/(ASCE)CP.1943-5487.0000376     Document Type: Article
Times cited : (116)

References (33)
  • 1
    • 58149456912 scopus 로고    scopus 로고
    • Constructing optimal educational tests using GMDH-based item ranking and selection
    • Abdel-Aal, R. E., and, El-Alfy, E.-S. M. (2009). " Constructing optimal educational tests using GMDH-based item ranking and selection." Neurocomputing, 72 (4-6), 1184-1197. NRCGEO 0925-2312 10.1016/j.neucom.2008.02.004
    • (2009) Neurocomputing , vol.72 , Issue.46 , pp. 1184-1197
    • Abdel-Aal, R.E.1    El-Alfy, E.-S.M.2
  • 2
    • 49049121001 scopus 로고    scopus 로고
    • Modeling of multiple short-length-scale stall cells in an axial compressor using evolved GMDH neural networks
    • Amanifard, N., Nariman-Zadeh, N., Farahani, M. H., and, Khalkhali, A. (2008). " Modeling of multiple short-length-scale stall cells in an axial compressor using evolved GMDH neural networks." J. Energy Convers. Manage., 49 (10), 2588-2594. 0196-8904 10.1016/j.enconman.2008.05.025
    • (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
    • 12444329746 scopus 로고    scopus 로고
    • Tool life testing in gundrilling: An application of the group method of data handling (GMDH)
    • Astakhov, V. P., and, Galitsky, V. V. (2005). " Tool life testing in gundrilling: An application of the group method of data handling (GMDH)." Int. J. Mach. Tool Manufact., 45 (4-5), 509-517. IMTME3 0890-6955 10.1016/j.ijmachtools.2004.09.003
    • (2005) Int. J. Mach. Tool Manufact. , vol.45 , Issue.45 , pp. 509-517
    • Astakhov, V.P.1    Galitsky, V.V.2
  • 4
    • 0034235807 scopus 로고    scopus 로고
    • Analysis of scour around a group of vertical piles in the field
    • Bayram, A., and, Larson, M. (2000). " Analysis of scour around a group of vertical piles in the field." J. Waterway Port Coastal Ocean Eng., 10.1061/(ASCE)0733-950X(2000)126:4(215), 215-220.
    • (2000) J. Waterway Port Coastal Ocean Eng. , pp. 215-220
    • Bayram, A.1    Larson, M.2
  • 6
    • 81155159824 scopus 로고    scopus 로고
    • Model tree approach for prediction of pile groups scour due to waves
    • Etemad-Shahidi, A., and, Ghaemi, N. (2011). " Model tree approach for prediction of pile groups scour due to waves." Ocean Eng., 38 (13), 1522-1527 OCENBQ 0029-8018 10.1016/j.oceaneng.2011.07.012.
    • (2011) Ocean Eng. , vol.38 , Issue.13 , pp. 1522-1527
    • Etemad-Shahidi, A.1    Ghaemi, N.2
  • 8
    • 80055002200 scopus 로고    scopus 로고
    • Prediction of pile groups scour in waves using support vector machines and ANN
    • Ghazanfari-Hashemi, S., Etemad-Shahidi, A., Kazeminezhad, M. H., and, Mansoori, A. R. (2011). " Prediction of pile groups scour in waves using support vector machines and ANN." J. Hydroinformatics, 13 (4), 609-620. 1464-7141 10.2166/hydro.2010.107
    • (2011) J. Hydroinformatics , vol.13 , Issue.4 , pp. 609-620
    • Ghazanfari-Hashemi, S.1    Etemad-Shahidi, A.2    Kazeminezhad, M.H.3    Mansoori, A.R.4
  • 9
    • 41749119185 scopus 로고    scopus 로고
    • Genetic programming approach for prediction of local scour downstream hydraulic structures
    • Guven, A., and, Gunal, M. (2008). " Genetic programming approach for prediction of local scour downstream hydraulic structures." J. Irrig. Drain. Eng., 10.1061/(ASCE)0733-9437(2008)134:2(241), 241-249. JIDEDH 0733-9437
    • (2008) J. Irrig. Drain. Eng. , pp. 241-249
    • Guven, A.1    Gunal, M.2
  • 10
    • 33748323200 scopus 로고    scopus 로고
    • Fuzzy GMDH-type neural network model and its application to forecasting of mobile communication
    • Hwang, H.-S. (2006). " Fuzzy GMDH-type neural network model and its application to forecasting of mobile communication." Comput. Ind. Eng., 50 (4), 450-457. CINDDL 0360-8352 10.1016/j.cie.2005.08.005
    • (2006) Comput. Ind. Eng. , vol.50 , Issue.4 , pp. 450-457
    • Hwang, H.-S.1
  • 11
    • 0004030914 scopus 로고    scopus 로고
    • Extending genetic programming with recombinative guidance.", P. Angeline and K. Kinnear, eds. MIT Press, Cambridge, MA
    • Iba, H., and, deGaris, H. (1996). " Extending genetic programming with recombinative guidance." Advances in genetic programming 2, P. Angeline and K. Kinnear., eds., MIT Press, Cambridge, MA.
    • (1996) Advances in Genetic Programming 2
    • Iba, H.1    deGaris, H.2
  • 12
    • 0015142058 scopus 로고
    • Polynomial theory of complex systems
    • Ivahnenko, A. G. (1971). " Polynomial theory of complex systems." IEEE Trans. Syst. Man Cybern., 1 (4), 364-378.
    • (1971) IEEE Trans. Syst. Man Cybern. , vol.1 , Issue.4 , pp. 364-378
    • Ivahnenko, A.G.1
  • 13
    • 67349271847 scopus 로고    scopus 로고
    • Multi-objective evolutionary optimization of polynomial neural networks for modelling and prediction of explosive cutting process
    • Jamali, A., Nariman-Zadeh, N., Darvizeh, A., Masoumi, A., and, Hamrang, S. (2009). " Multi-objective evolutionary optimization of polynomial neural networks for modelling and prediction of explosive cutting process." Eng. Appl. Artif. Intel., 22 (4-5), 676-687. EAAIE6 0952-1976 10.1016/j.engappai.2008.11.005
    • (2009) Eng. Appl. Artif. Intel. , vol.22 , Issue.45 , pp. 676-687
    • Jamali, A.1    Nariman-Zadeh, N.2    Darvizeh, A.3    Masoumi, A.4    Hamrang, S.5
  • 14
    • 59349097197 scopus 로고    scopus 로고
    • An investigation on the Su-NSPT correlation using GMDH type neural networks and genetic algorithms
    • Kalantary, F., Ardalan, H., and, Nariman-Zadeh, N. (2009). " An investigation on the Su-NSPT correlation using GMDH type neural networks and genetic algorithms." Eng. Geol., 104 (1-2), 144-155. EGGOAO 0013-7952 10.1016/j.enggeo.2008.09.006
    • (2009) Eng. Geol. , vol.104 , Issue.12 , pp. 144-155
    • Kalantary, F.1    Ardalan, H.2    Nariman-Zadeh, N.3
  • 15
    • 2142660326 scopus 로고    scopus 로고
    • Estimation of pile group using neural networks
    • Kambekar, A. R., and, Deo, M. C. (2003). " Estimation of pile group using neural networks." Appl. Ocean Res., 25 (4), 225-234. AOCRDS 0141-1187 10.1016/j.apor.2003.06.001
    • (2003) Appl. Ocean Res. , vol.25 , Issue.4 , pp. 225-234
    • Kambekar, A.R.1    Deo, M.C.2
  • 16
    • 1642377104 scopus 로고    scopus 로고
    • Prediction of scour depth at culvert outlets using neural networks
    • Liriano, S. L., and, Day, R. A. (2001). " Prediction of scour depth at culvert outlets using neural networks." J. Hydroinformatics, 3 (4), 231-238. 1464-7141
    • (2001) J. Hydroinformatics , vol.3 , Issue.4 , pp. 231-238
    • Liriano, S.L.1    Day, R.A.2
  • 18
    • 60549115783 scopus 로고    scopus 로고
    • Investigating the efficiency in oil futures market based on GMDH approach
    • Mehrara, M., Moeini, A., Ahrari, M., and, Erfanifard, A. (2009). " Investigating the efficiency in oil futures market based on GMDH approach." Expert Syst. Appl., 36 (4), 7479-7483. ESAPEH 0957-4174 10.1016/j.eswa.2008.09.055
    • (2009) Expert Syst. Appl. , vol.36 , Issue.4 , pp. 7479-7483
    • Mehrara, M.1    Moeini, A.2    Ahrari, M.3    Erfanifard, A.4
  • 19
    • 85034967011 scopus 로고    scopus 로고
    • Scour around single pile and pile groups subjected to waves and currents
    • Mostafa, Y. E., and, Agamy, A. F. (2011). " Scour around single pile and pile groups subjected to waves and currents." Int. J. Eng. Sci. Technol., 3 (11), 8178-8160.
    • (2011) Int. J. Eng. Sci. Technol. , vol.3 , Issue.11 , pp. 8178-8160
    • Mostafa, Y.E.1    Agamy, A.F.2
  • 20
    • 0038653104 scopus 로고
    • Neuro-fuzzy GMDH and its application to modeling grinding characteristics
    • Nagasaka, K., Ichihashi, H., and, Leonard, R. (1995). " Neuro-fuzzy GMDH and its application to modeling grinding characteristics." Int. J. Prod. Res., 33 (5), 1229-1240.
    • (1995) Int. J. Prod. Res. , vol.33 , Issue.5 , pp. 1229-1240
    • Nagasaka, K.1    Ichihashi, H.2    Leonard, R.3
  • 21
    • 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 piers
    • Najafzadeh, M., and, Barani, G.-A. (2011). " Comparison of group method of data handling based genetic programming and back propagation systems to predict scour depth around bridge piers." Scientia Iranica 18 (6), 1207-1213. 1026-3098 10.1016/j.scient.2011.11.017
    • (2011) Scientia Iranica , vol.18 , Issue.6 , pp. 1207-1213
    • Najafzadeh, M.1    Barani, G.-A.2
  • 22
    • 84893901992 scopus 로고    scopus 로고
    • Prediction of pipeline scour depth in clear-water and live-bed conditions using group method of data handling
    • 629-635
    • Najafzadeh, M., Barani, G.-A., and, Azamathulla, H. M. (2012). " Prediction of pipeline scour depth in clear-water and live-bed conditions using group method of data handling." Neural. Comput. Appl., 24 (3-4), 629-635. 0941-0643
    • (2012) Neural. Comput. Appl. , vol.24 , pp. 3-4
    • Najafzadeh, M.1    Barani, G.-A.2    Azamathulla, H.M.3
  • 23
    • 84872424542 scopus 로고    scopus 로고
    • GMDH to prediction of scour depth around vertical piers in cohesive soils
    • Najafzadeh, M., Barani, G.-A., and, Azamathulla, H. M. (2013 b). " GMDH to prediction of scour depth around vertical piers in cohesive soils." Appl. Ocean Res., 40, 35-41. AOCRDS 0141-1187 10.1016/j.apor.2012.12.004
    • (2013) Appl. Ocean Res. , vol.40 , pp. 35-41
    • Najafzadeh, M.1    Barani, G.-A.2    Azamathulla, H.M.3
  • 24
    • 84875239991 scopus 로고    scopus 로고
    • Aboutment scour in live-bed and clear-water using GMDH network
    • Najafzadeh, M., Barani, G.-A., and, Hessami Kermani, M. R. (2013 a). " Aboutment scour in live-bed and clear-water using GMDH network." Water Sci. Technol., 67 (5), 1121-1128. WSTED4 0273-1223 10.2166/wst.2013.670
    • (2013) Water Sci. Technol. , vol.67 , Issue.5 , pp. 1121-1128
    • Najafzadeh, M.1    Barani, G.-A.2    Hessami Kermani, M.R.3
  • 25
    • 46949093808 scopus 로고    scopus 로고
    • Design of hybrid differential evolution and group method in data handling networks for modeling and prediction
    • Onwubolu, G. C. (2008). " Design of hybrid differential evolution and group method in data handling networks for modeling and prediction." Inform. Sci., 178 (18), 3618-3634. ISIJBC 0020-0255 10.1016/j.ins.2008.05.013
    • (2008) Inform. Sci. , vol.178 , Issue.18 , pp. 3618-3634
    • Onwubolu, G.C.1
  • 26
  • 27
    • 55949130863 scopus 로고    scopus 로고
    • Energy demand prediction using GMDH networks
    • Srinivasan, D. (2008). " Energy demand prediction using GMDH networks." Neuro Comput., 72 (1-3), 625-629. 0925-2312 10.1016/j.neucom.2008.08.006
    • (2008) Neuro Comput. , vol.72 , Issue.13 , pp. 625-629
    • Srinivasan, D.1
  • 29
    • 0031769908 scopus 로고    scopus 로고
    • Wave scour around a group of vertical piles
    • Sumer, B. M., and, Fredsøe, J. (1998). " Wave scour around a group of vertical piles." J. Waterw. Port Coastal Ocean Eng., 10.1061/(ASCE)0733-950X(1998)124:5(248), 248-256. 0733-950X
    • (1998) J. Waterw. Port Coastal Ocean Eng. , pp. 248-256
    • Sumer, B.M.1    Fredsøe, J.2
  • 31
    • 0032165267 scopus 로고    scopus 로고
    • Orthogonal and successive projection methods for the learning of neurofuzzy GMDH
    • Takashi, O., Hidetomo, I., Tetsuya, M., and, Kazunori, N. (1998). " Orthogonal and successive projection methods for the learning of neurofuzzy GMDH." Inform. Sci., 110 (1-2), 5-24. ISIJBC 0020-0255 10.1016/S0020-0255(97)10082-2
    • (1998) Inform. Sci. , vol.110 , Issue.12 , pp. 5-24
    • Takashi, O.1    Hidetomo, I.2    Tetsuya, M.3    Kazunori, N.4
  • 32
    • 0013034085 scopus 로고
    • Combined current and wave produced scour around a single pile
    • Texas A&M Univ. College Station, TX
    • Wang, R.-K., and, Herbich, J. B., (1983). " Combined current and wave produced scour around a single pile." COE Rep. No. 269, Texas A&M Univ., College Station, TX.
    • (1983) COE Rep. No. 269
    • Wang, R.-K.1    Herbich, J.B.2
  • 33
    • 33644614517 scopus 로고    scopus 로고
    • A GMDH neural network-based approach to robust fault diagnosis: Application to the DAMADICS benchmark problem
    • Witczak, M., Korbicz, J., Mrugalski, M., and, Patton, R. (2006). " A GMDH neural network-based approach to robust fault diagnosis: Application to the DAMADICS benchmark problem." Contr. Eng. Pract., 14 (6), 671-683. COEPEL 0967-0661 10.1016/j.conengprac.2005.04.007
    • (2006) Contr. Eng. Pract. , vol.14 , Issue.6 , pp. 671-683
    • Witczak, M.1    Korbicz, J.2    Mrugalski, M.3    Patton, R.4


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