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Volumn 35, Issue 1, 2008, Pages 33-46

Ultimate bearing capacity prediction of shallow foundations on cohesionless soils using neurofuzzy models

Author keywords

Adaptive neurofuzzy inference system; Fuzzy inference system; Levenberg Marquardt algorithm; Multilayer perceptron; Shallow foundations; Ultimate bearing capacity

Indexed keywords

BEARING CAPACITY; FUZZY SYSTEMS; MEAN SQUARE ERROR; NEURAL NETWORKS;

EID: 36749010178     PISSN: 0266352X     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.compgeo.2007.03.001     Document Type: Article
Times cited : (156)

References (47)
  • 3
    • 0001863590 scopus 로고
    • Some recent research on the bearing capacity of foundations
    • Meyerhof G.G. Some recent research on the bearing capacity of foundations. Can Geotech J 1 1 (1963) 16-26
    • (1963) Can Geotech J , vol.1 , Issue.1 , pp. 16-26
    • Meyerhof, G.G.1
  • 4
    • 0015566753 scopus 로고
    • Analysis of ultimate loads of shallow foundations
    • Vesic A.S. Analysis of ultimate loads of shallow foundations. JSMFD, ASCE 99 1 (1973) 45-73
    • (1973) JSMFD, ASCE , vol.99 , Issue.1 , pp. 45-73
    • Vesic, A.S.1
  • 5
    • 36749072807 scopus 로고    scopus 로고
    • De Beer EE. The scale effect on the phenomenon of progressive rupture in cohesionless soil. In: Proceedings of the 6th international conference on soil mechanism and foundation engineering. vol. 2. 1965. p. 13-7.
  • 6
    • 36749000694 scopus 로고    scopus 로고
    • Meyerhof GG. The bearing capacity of sand. PhD thesis, University of London; 1950.
  • 7
    • 36749090749 scopus 로고    scopus 로고
    • Yamaguchi H, Kimura T, Fujii N. On the scale effect of footings in dense sand. In: Proceedings of the 9th international conference on soil mechanism and foundation engineering. vol. 1. 1977. p. 795-8.
  • 8
    • 0002789912 scopus 로고    scopus 로고
    • A 'class A' prediction of the bearing capacity of plane strain footings on sand
    • Jacek T., and Ivo H. A 'class A' prediction of the bearing capacity of plane strain footings on sand. Soils Found 39 5 (1999) 47-60
    • (1999) Soils Found , vol.39 , Issue.5 , pp. 47-60
    • Jacek, T.1    Ivo, H.2
  • 9
    • 36749013165 scopus 로고    scopus 로고
    • γ. In: Proceedings of the 9th international conference on soil mechanism and foundation engineering. vol. 1. 1977. p. 749-52.
  • 10
    • 36749021296 scopus 로고    scopus 로고
    • Tatsuoka F, Okahara M, Tanaka T, Tani K, Morimoto T, Siddiquee MSA. Progressive failure and particle size effect in bearing capacity of footing on sand. In: Proceedings of the ASCE geotechnical engineering congress vol. 27. 1991. pp. 788-802.
  • 11
    • 84930208606 scopus 로고    scopus 로고
    • Artificial neural network applications in Geotechnical Eng
    • Shahin M.A., Maier H.R., and Jaksa M.B. Artificial neural network applications in Geotechnical Eng. Austr Geomech 36 1 (2001) 49-62
    • (2001) Austr Geomech , vol.36 , Issue.1 , pp. 49-62
    • Shahin, M.A.1    Maier, H.R.2    Jaksa, M.B.3
  • 12
    • 1642399083 scopus 로고    scopus 로고
    • Artificial intelligence v. equations
    • Pande G.N., and Shin H.-S. Artificial intelligence v. equations. Proc ICE Civil Eng 157 1 (2004) 43-46
    • (2004) Proc ICE Civil Eng , vol.157 , Issue.1 , pp. 43-46
    • Pande, G.N.1    Shin, H.-S.2
  • 13
    • 0027544110 scopus 로고
    • A fuzzy-logic based approach to qualitative modeling
    • Sugeno M., and Yasukawa T. A fuzzy-logic based approach to qualitative modeling. IEEE Trans Fuzzy Syst 1 1 (1993) 7-31
    • (1993) IEEE Trans Fuzzy Syst , vol.1 , Issue.1 , pp. 7-31
    • Sugeno, M.1    Yasukawa, T.2
  • 14
    • 34248666540 scopus 로고
    • Fuzzy sets
    • Zadeh L.A. Fuzzy sets. Inform Control 8 3 (1965) 338-353
    • (1965) Inform Control , vol.8 , Issue.3 , pp. 338-353
    • Zadeh, L.A.1
  • 15
    • 1942490118 scopus 로고    scopus 로고
    • A neurofuzzy computing technique for modeling hydrological time series
    • Nayak P.C., Sudheer K.P., Rangan D.M., and Ramasastri K.S. A neurofuzzy computing technique for modeling hydrological time series. J Hydrol 291 1-2 (2004) 52-66
    • (2004) J Hydrol , vol.291 , Issue.1-2 , pp. 52-66
    • Nayak, P.C.1    Sudheer, K.P.2    Rangan, D.M.3    Ramasastri, K.S.4
  • 16
    • 0029735537 scopus 로고    scopus 로고
    • A fuzzy neural network approach to evaluation of slope failure potential
    • Ni S.H., Lu P.C., and Juang C.H. A fuzzy neural network approach to evaluation of slope failure potential. J Microcomp Civil Eng 11 (1996) 59-66
    • (1996) J Microcomp Civil Eng , vol.11 , pp. 59-66
    • Ni, S.H.1    Lu, P.C.2    Juang, C.H.3
  • 17
    • 0043232777 scopus 로고    scopus 로고
    • Neurofuzzy mapping of CPT values into soil dynamic properties
    • Romo M.P., and Garcia S.R. Neurofuzzy mapping of CPT values into soil dynamic properties. Soil Dyn Earthqk Eng 23 6 (2003) 473-482
    • (2003) Soil Dyn Earthqk Eng , vol.23 , Issue.6 , pp. 473-482
    • Romo, M.P.1    Garcia, S.R.2
  • 18
    • 0242468288 scopus 로고    scopus 로고
    • Settlement prediction of shallow foundations on granular soils using B-spline neurofuzzy models
    • Shahin M.A., Maier H.R., and Jaksa M.B. Settlement prediction of shallow foundations on granular soils using B-spline neurofuzzy models. Comput Geotech 30 8 (2003) 637-647
    • (2003) Comput Geotech , vol.30 , Issue.8 , pp. 637-647
    • Shahin, M.A.1    Maier, H.R.2    Jaksa, M.B.3
  • 19
    • 17444421871 scopus 로고    scopus 로고
    • Neural network prediction of pullout capacity of marquee ground anchors
    • Shahin M.A., and Jaksa M.B. Neural network prediction of pullout capacity of marquee ground anchors. Comput Geotech 32 3 (2005) 153-163
    • (2005) Comput Geotech , vol.32 , Issue.3 , pp. 153-163
    • Shahin, M.A.1    Jaksa, M.B.2
  • 20
    • 36749047043 scopus 로고    scopus 로고
    • Ojala T. Neuro-fuzzy systems in control. MSc thesis, Tempere University of Technology, Tempere, Finland; 1995.
  • 22
    • 0027601884 scopus 로고
    • ANFIS: Adaptive network based fuzzy inference system
    • Jang J.-S.R. ANFIS: Adaptive network based fuzzy inference system. IEEE Trans Syst Man Cybernet 23 3 (1993) 665-683
    • (1993) IEEE Trans Syst Man Cybernet , vol.23 , Issue.3 , pp. 665-683
    • Jang, J.-S.R.1
  • 23
    • 0016451032 scopus 로고
    • An experiment in linguistic synthesis with a fuzzy logic controller
    • Mamdani E.H., and Assilian S. An experiment in linguistic synthesis with a fuzzy logic controller. Int J Man-Machine Stud 7 1 (1975) 1-13
    • (1975) Int J Man-Machine Stud , vol.7 , Issue.1 , pp. 1-13
    • Mamdani, E.H.1    Assilian, S.2
  • 24
    • 0002906650 scopus 로고
    • An approach to fuzzy reasoning method
    • Gupta M.M., Ragade R.K., and Yager R.R. (Eds), North Holland, Amsterdam
    • Tsukamoto Y. An approach to fuzzy reasoning method. In: Gupta M.M., Ragade R.K., and Yager R.R. (Eds). Advances in fuzzy set theory and applications (1979), North Holland, Amsterdam 137-149
    • (1979) Advances in fuzzy set theory and applications , pp. 137-149
    • Tsukamoto, Y.1
  • 25
    • 0021892282 scopus 로고
    • Fuzzy identification of systems and its applications to modeling and control
    • Takagi T., and Sugeno M. Fuzzy identification of systems and its applications to modeling and control. IEEE Trans Syst Man Cybernet 15 1 (1985) 116-132
    • (1985) IEEE Trans Syst Man Cybernet , vol.15 , Issue.1 , pp. 116-132
    • Takagi, T.1    Sugeno, M.2
  • 26
    • 45449126257 scopus 로고
    • Structure identification of fuzzy model
    • Sugeno M., and Kang G.T. Structure identification of fuzzy model. Fuzzy Sets Syst 28 (1988) 15-33
    • (1988) Fuzzy Sets Syst , vol.28 , pp. 15-33
    • Sugeno, M.1    Kang, G.T.2
  • 27
    • 0000646059 scopus 로고
    • Learning internal representations by error propagation
    • Rumlhart D.E., and McClelland J.L. (Eds), MIT press, Cambridge (MA) [Chapter 8]
    • Rumlhart D.E., Hinton G.E., and Williams R.J. Learning internal representations by error propagation. In: Rumlhart D.E., and McClelland J.L. (Eds). Parallel distributed processing vol. 1 (1986), MIT press, Cambridge (MA) 318-362 [Chapter 8]
    • (1986) Parallel distributed processing , vol.1 , pp. 318-362
    • Rumlhart, D.E.1    Hinton, G.E.2    Williams, R.J.3
  • 28
    • 0029273384 scopus 로고
    • Neurofuzzy modeling and control
    • Jang J.-S.R., and Sun C.-T. Neurofuzzy modeling 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
  • 29
    • 0035340544 scopus 로고    scopus 로고
    • A nonlinear combination of the forecasts of rainfall-runoff models by the first order Takagi-Sugeno fuzzy system
    • Xiong L.H., Shamseldin A.Y., and O'Connor K.M. A nonlinear combination of the forecasts of rainfall-runoff models by the first order Takagi-Sugeno fuzzy system. J Hydrol 245 1-4 (2001) 196-217
    • (2001) J Hydrol , vol.245 , Issue.1-4 , pp. 196-217
    • Xiong, L.H.1    Shamseldin, A.Y.2    O'Connor, K.M.3
  • 30
    • 33747362846 scopus 로고    scopus 로고
    • Assessment of variable uncertainties for reliability-based design of foundations
    • Foye K.C., Salgado R., and Scott B. Assessment of variable uncertainties for reliability-based design of foundations. ASCE J Geotech Geoenviron Eng 132 9 (2006) 1197-1207
    • (2006) ASCE J Geotech Geoenviron Eng , vol.132 , Issue.9 , pp. 1197-1207
    • Foye, K.C.1    Salgado, R.2    Scott, B.3
  • 31
    • 36749077727 scopus 로고    scopus 로고
    • Muhs H, Weiß K. Untersuchung von Grenztragfähigkeit und Setzungsverhalten flachgegründeter Einzelfundamente im ungleichförmigennichtbindigen Boden. Deutsche Forschungsgesellschaft für Bodenmechanik (DEGEBO), Berlin. HEFT 69, 1971.
  • 32
    • 36749030197 scopus 로고    scopus 로고
    • Weiß K. Der Einfluß der Fundamentform auf die Grenztragfähigkeit flachgegründeter Fundamente. Deutsche Forschungsgesellschaft für Bodenmechanik (DEGEBO), Berlin. HEFT 65, 1970.
  • 33
    • 36749004480 scopus 로고    scopus 로고
    • Muhs H, Elmiger R, Weiß K. Sohlreibung und Grenztragfähigkeit unter lotrecht und schräg belasteten Einzelfundamenten. Deutsche Forschungsgesellschaft für Bodenmechanik (DEGEBO), Berlin. HEFT 62, 1969.
  • 34
    • 36749011483 scopus 로고    scopus 로고
    • Muhs H, Weiß K. Inclined load tests on shallow strip footings. In: Proceedings of the 8th international conference on soil mechanism and foundation engineering. vol. II. 1973. p. 173-9.
  • 35
    • 0033199493 scopus 로고    scopus 로고
    • Behavior of five large spread footings in sand
    • Briaud J.L., and Gibbens R. Behavior of five large spread footings in sand. ASCE J Geotech Geoenviron Eng 125 9 (1999) 787-796
    • (1999) ASCE J Geotech Geoenviron Eng , vol.125 , Issue.9 , pp. 787-796
    • Briaud, J.L.1    Gibbens, R.2
  • 36
    • 36749049923 scopus 로고    scopus 로고
    • Gandhi GN. Study of bearing capacity factors developed from lab. Experiments on shallow footings on cohesionless soils. PhD thesis, Shri G.S. Institute of Tech and Science, Indore (MP); 2003.
  • 37
    • 36749059116 scopus 로고    scopus 로고
    • Demuth H, Beale M. Neural network and fuzzy logic toolbox - for use with MATLAB - user's Guide Version 6.1. The Math Works Inc; 2001.
  • 40
    • 0041310976 scopus 로고    scopus 로고
    • A hybrid Bayesian back propagation neural network approach to multivariate modeling
    • Chua C.G., and Goh A.T.C. A hybrid Bayesian back propagation neural network approach to multivariate modeling. Int J Numer Anal Methods Geomech 27 (2003) 651-667
    • (2003) Int J Numer Anal Methods Geomech , vol.27 , pp. 651-667
    • Chua, C.G.1    Goh, A.T.C.2
  • 41
    • 0026745182 scopus 로고
    • On the problem of local minimum in backpropagation
    • Gori M., and Tesi A. On the problem of local minimum in backpropagation. IEEE Trans Pattern Anal Mach Learn 14 1 (1992) 76-86
    • (1992) IEEE Trans Pattern Anal Mach Learn , vol.14 , Issue.1 , pp. 76-86
    • Gori, M.1    Tesi, A.2
  • 42
    • 36749098066 scopus 로고    scopus 로고
    • Mackay DJC. Bayesian methods for adaptive models. PhD thesis, California Institute of Technology; 1991.
  • 44
    • 84974743850 scopus 로고
    • Fuzzy model identification based on cluster estimation
    • Chiu S. Fuzzy model identification based on cluster estimation. J Intell Fuzzy Syst 2 3 (1994) 267-278
    • (1994) J Intell Fuzzy Syst , vol.2 , Issue.3 , pp. 267-278
    • Chiu, S.1
  • 45
    • 0038105929 scopus 로고    scopus 로고
    • Radial basis function neural networks for modeling stage discharge relationship
    • Sudheer K.P., and Jain S.K. Radial basis function neural networks for modeling stage discharge relationship. J Hydrol Eng 8 3 (2003) 161-164
    • (2003) J Hydrol Eng , vol.8 , Issue.3 , pp. 161-164
    • Sudheer, K.P.1    Jain, S.K.2
  • 46
    • 36749017668 scopus 로고    scopus 로고
    • Brinch Hansen J. A revised and extended formula for bearing capacity. Danish Geotechnical Institute Bulletin No. 28; 1970.
  • 47
    • 0035494446 scopus 로고    scopus 로고
    • Short term water demand forecast modeling at IIT Kanpur using artificial neural networks
    • Jain A., Varshney A.K., and Joshi U.C. Short term water demand forecast modeling at IIT Kanpur using artificial neural networks. Water Resour Manage 15 5 (2001) 299-321
    • (2001) Water Resour Manage , vol.15 , Issue.5 , pp. 299-321
    • Jain, A.1    Varshney, A.K.2    Joshi, U.C.3


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