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Volumn 24, Issue 6, 2010, Pages 467-477

Model development and validation for intelligent data collection for lateral spread displacements

Author keywords

Geotechnical earthquake engineering; K fold cross validation; Lateral spreading; Machine learning; Support vector machine

Indexed keywords

COMMONLY USED; CROSS VALIDATION; DATA COLLECTION; DATA SETS; EARTHQUAKE ENGINEERING; GEOTECHNICAL; INTELLIGENT DATA; LATERAL DISPLACEMENTS; LATERAL SPREAD DISPLACEMENTS; LATERAL SPREADING; MACHINE LEARNING TECHNIQUES; MACHINE-LEARNING; MODEL DEVELOPMENT; MODEL VALIDATION; MULTI-LINEAR REGRESSION; PREDICTIVE CAPABILITIES; RIGOROUS VALIDATION; SUPPORT VECTOR; SUPPORT VECTOR REGRESSIONS;

EID: 77958145874     PISSN: 08873801     EISSN: None     Source Type: Journal    
DOI: 10.1061/(ASCE)CP.1943-5487.0000050     Document Type: Article
Times cited : (37)

References (40)
  • 2
    • 0029416391 scopus 로고
    • Empirical prediction of liquefaction-induced lateral spread
    • JGENDZ 0733-9410, (),. 10.1061/(ASCE)0733-9410(1995)121:4(316)
    • Bartlett, S. F., and Youd, T. L. (1995). " Empirical prediction of liquefaction-induced lateral spread.." J. Geotech. Engrg. JGENDZ 0733-9410, 121 (4), 316-329. 10.1061/(ASCE)0733-9410(1995)121:4(316)
    • (1995) J. Geotech. Engrg. , vol.121 , Issue.4 , pp. 316-329
    • Bartlett, S.F.1    Youd, T.L.2
  • 3
    • 10644296344 scopus 로고    scopus 로고
    • Evaluation of lateral spreading using artificial neural networks
    • DOI 10.1016/j.soildyn.2004.09.001, PII S0267726104001551
    • Baziar, M. H., and Ghorbani, A. (2005). " Evaluation of lateral spreading using artificial neural networks.." Soil Dyn. Earthquake Eng. SDEEEJ 0267-7261, 25 (1), 1-9. 10.1016/j.soildyn.2004.09.001 (Pubitemid 39660559)
    • (2005) Soil Dynamics and Earthquake Engineering , vol.25 , Issue.1 , pp. 1-9
    • Baziar, M.H.1    Ghorbani, A.2
  • 4
    • 0000343716 scopus 로고
    • Submodel selection and evaluation in regression, the x-random case
    • ISTRDP 0306-7734, (),. 10.2307/1403680
    • Breiman, L., and Spector, P. (1992). " Submodel selection and evaluation in regression, the x-random case.." Int. Statist. Rev. ISTRDP 0306-7734, 60 (3), 291-319. 10.2307/1403680
    • (1992) Int. Statist. Rev. , vol.60 , Issue.3 , pp. 291-319
    • Breiman, L.1    Spector, P.2
  • 7
    • 4544272407 scopus 로고    scopus 로고
    • Toward intelligent training of supervised image classifications: Directing training data acquisition for SVM classification
    • DOI 10.1016/j.rse.2004.06.017, PII S003442570400207X
    • Foody, G. M., and Mathur, A. (2004). " Toward intelligent training of supervised image classification: Directing training data acquisition for SVM classification.." Remote Sens. Environ. RSEEA7 0034-4257, 93, 107-117. 10.1016/j.rse.2004.06.017 (Pubitemid 39234714)
    • (2004) Remote Sensing of Environment , vol.93 , Issue.1-2 , pp. 107-117
    • Foody, G.M.1    Mathur, A.2
  • 9
    • 34848870321 scopus 로고    scopus 로고
    • Support vector machines: Their use in geotechnical engineering as illustrated using seismic liquefaction data
    • DOI 10.1016/j.compgeo.2007.06.001, PII S0266352X07000638, Biologically Inspired and Other Novel Computing Techniques in Geomechanics
    • Goh, A. T. C., and Goh, S. H. (2007). " Support vector machines: Their use in geotechnical engineering as illustrated using seismic liquefaction data.." Comput. Geotech. ZZZZZZ 0266-3524, 34, 410-421. 10.1016/j.compgeo.2007.06.001 (Pubitemid 47497232)
    • (2007) Computers and Geotechnics , vol.34 , Issue.5 , pp. 410-421
    • Goh, A.T.C.1    Goh, S.H.2
  • 10
    • 0028183935 scopus 로고
    • Postearthquake deformation analysis of wildlife site
    • " JGGEFK 1090-0241
    • Gu, W. H., Morgenstern, N. R., and Robertson, P. K. (1994). " Postearthquake deformation analysis of wildlife site.." J. Geotech. Geoenviron. Eng. JGGEFK 1090-0241, 120 (2), 274-289.
    • (1994) J. Geotech. Geoenviron. Eng. , vol.120 , Issue.2 , pp. 274-289
    • Gu, W.H.1    Morgenstern, N.R.2    Robertson, P.K.3
  • 13
    • 0023582319 scopus 로고
    • Study on permanent ground displacements induced by seismic liquefaction
    • " ZZZZZZ 0266-3524,. 10.1016/0266-352X(87)90001-2
    • Hamada, M., Towhata, I., Yasuda, S., and Isoyama, R. (1987). " Study on permanent ground displacements induced by seismic liquefaction.." Comput. Geotech. ZZZZZZ 0266-3524, 4, 197-220. 10.1016/0266-352X(87)90001-2
    • (1987) Comput. Geotech. , vol.4 , pp. 197-220
    • Hamada, M.1    Towhata, I.2    Yasuda, S.3    Isoyama, R.4
  • 14
    • 0037828524 scopus 로고    scopus 로고
    • Systematic update of a deep excavation model using field performance data
    • DOI 10.1016/S0266-352X(03)00056-9
    • Hashash, Y. M. A., Marulanda, C., Ghaboussi, J., and Jung, S. (2003). " Systematic update of a deep excavation model using field performance data.." Comput. Geotech. ZZZZZZ 0266-3524, 30 (6), 477-488. 10.1016/S0266-352X(03)00056-9 (Pubitemid 36861776)
    • (2003) Computers and Geotechnics , vol.30 , Issue.6 , pp. 477-488
    • Hashash, Y.M.A.1    Marulanda, C.2    Ghaboussi, J.3    Jung, S.4
  • 16
    • 33747786653 scopus 로고    scopus 로고
    • Evaluation of liquefaction induced lateral displacements using genetic programming
    • DOI 10.1016/j.compgeo.2006.05.001, PII S0266352X0600053X
    • Javadi, A. A., Rezania, M., and Nezhad, M. M. (2006). " Evaluation of liquefaction induced lateral displacements using genetic programming.." Comput. Geotech. ZZZZZZ 0266-3524, 33 (4-5), 222-233. 10.1016/j.compgeo.2006.05. 001 (Pubitemid 44276214)
    • (2006) Computers and Geotechnics , vol.33 , Issue.4-5 , pp. 222-233
    • Javadi, A.A.1    Rezania, M.2    Nezhad, M.M.3
  • 18
    • 0037822222 scopus 로고    scopus 로고
    • Asymptotic behaviors of support vector machines with gaussian kernel
    • DOI 10.1162/089976603321891855
    • Keerthi, S. S., and Lin, C. J. (2003). " Asymptotic behaviors of support vector machines with Gaussian kernel.." Neural Comput. NEUCEB 0899-7667, 15 (7), 1667-1689. 10.1162/089976603321891855 (Pubitemid 37035565)
    • (2003) Neural Computation , vol.15 , Issue.7 , pp. 1667-1689
    • Keerthi, S.S.1    Lin, C.-J.2
  • 20
    • 0032920124 scopus 로고    scopus 로고
    • Evaluating the use of 'goodness-of-fit' measures in hydrologic and hydroclimatic model validation
    • DOI 10.1029/1998WR900018
    • Legates, D. R., and McCabe, G. J. (1999). " Evaluating the use of goodness-of-fit' measures in hydrologic and hydroclimatic model validation.." Water Resour. Res. WRERAQ 0043-1397, 35 (1), 233-241. 10.1029/1998WR900018 (Pubitemid 29054163)
    • (1999) Water Resources Research , vol.35 , Issue.1 , pp. 233-241
    • Legates, D.R.1    McCabe Jr., G.J.2
  • 21
    • 0017995611 scopus 로고
    • Simplified procedure for estimating dam and embankment earthquake induced deformations
    • AJGEB6 0093-6405
    • Makdisi, F. I., and Seed, H. B. (1978). " Simplified procedure for estimating dam and embankment earthquake induced deformations.." J. Geotech. Engrg. Div. AJGEB6 0093-6405, 104 (7), 849-867.
    • (1978) J. Geotech. Engrg. Div. , vol.104 , Issue.7 , pp. 849-867
    • Makdisi, F.I.1    Seed, H.B.2
  • 23
    • 35648931342 scopus 로고    scopus 로고
    • Analysis and application of support vector machine based simulation for runoff and sediment yield
    • 073019, 2007 ASABE Annual International Meeting, Technical Papers
    • Misra, D., Oommen, T., Agarwal, A., Mishra, S. K., and Thompson, A. M. (2009). " Application and analysis of support vector machine based simulation for runoff and sediment yield.." Biosyst. Eng. BEINBJ 1537-5110, 103 (4), 527-535. 10.1016/j.biosystemseng.2009.04.017 (Pubitemid 350036220)
    • (2007) 2007 ASABE Annual International Meeting, Technical Papers , vol.103 , Issue.4
    • Oommen, T.1    Misra, D.2    Agarwal, A.3    Mishra, S.K.4
  • 24
    • 33746129127 scopus 로고    scopus 로고
    • CPT-based probabilistic and deterministic assessment of in situ seismic soil liquefaction potential
    • DOI 10.1061/(ASCE)1090-0241(2006)132:8(1032)
    • Moss, R. E. S., Seed, R. B., Kayen, R. E., Stewart, J. P., Kiureghian, A. D., and Cetin, K. O. (2006). " CPT-based probabilistic and deterministic assessment of in situ seismic soil liquefaction potential.." J. Geotech. Geoenviron. Eng. JGGEFK 1090-0241, 132 (8), 1032-1051. 10.1061/(ASCE)1090- 0241(2006)132:8(1032) (Pubitemid 44082608)
    • (2006) Journal of Geotechnical and Geoenvironmental Engineering , vol.132 , Issue.8 , pp. 1032-1051
    • Moss, R.E.S.1    Seed, R.B.2    Kayen, R.E.3    Stewart, J.P.4    Der Kiureghian, A.5    Cetin, K.O.6
  • 25
    • 0014776873 scopus 로고
    • River flow forecasting through conceptual models. Part I-A discussion of principles
    • JHYDA7 0022-1694, (),. 10.1016/0022-1694(70)90255-6
    • Nash, J. E., and Sutcliffe, J. V. (1970). " River flow forecasting through conceptual models. Part I-A discussion of principles.." J. Hydrol. JHYDA7 0022-1694, 10 (3), 282-290. 10.1016/0022-1694(70)90255-6
    • (1970) J. Hydrol. , vol.10 , Issue.3 , pp. 282-290
    • Nash, J.E.1    Sutcliffe, J.V.2
  • 26
    • 84988611729 scopus 로고
    • Effects of earthquake on dams and embankments
    • GTNQA8 0016-8505, (),. 10.1680/geot.1965.15.2.139
    • Newmark, N. M. (1965). " Effects of earthquake on dams and embankments.." Geotechnique GTNQA8 0016-8505, 15 (2), 139-160. 10.1680/geot.1965.15.2.139
    • (1965) Geotechnique , vol.15 , Issue.2 , pp. 139-160
    • Newmark, N.M.1
  • 27
    • 42949094902 scopus 로고    scopus 로고
    • An objective analysis of support vector machine based classification for remote sensing
    • ", (),. 10.1007/s11004-008-9156-6
    • Oommen, T., Misra, D., Twarakavi, N. K., Prakash, A., Sahoo, B. C., and Bandopadhyay, S. (2008). " An objective analysis of support vector machine based classification for remote sensing.." Mathematical Geosciences, 40 (4), 409-424. 10.1007/s11004-008-9156-6
    • (2008) Mathematical Geosciences , vol.40 , Issue.4 , pp. 409-424
    • Oommen, T.1    Misra, D.2    Twarakavi, N.K.3    Prakash, A.4    Sahoo, B.C.5    Bandopadhyay, S.6
  • 28
    • 33746870002 scopus 로고    scopus 로고
    • Support vector machines-based modelling of seismic liquefaction potential
    • DOI 10.1002/nag.509
    • Pal, M. (2006). " Support vector machines-based modeling of seismic liquefaction potential.." Int. J. Numer. Analyt. Meth. Geomech. IJNGDZ 0363-9061, 30 (10), 983-996. 10.1002/nag.509 (Pubitemid 44184296)
    • (2006) International Journal for Numerical and Analytical Methods in Geomechanics , vol.30 , Issue.10 , pp. 983-996
    • Pal, M.1
  • 29
    • 42949149624 scopus 로고    scopus 로고
    • Using the one-dimensional S-transform as a discrimination tool in classification of hyperspectral images
    • Sahoo, B. C., Oommen, T., Misra, D., and Newby, G. (2007). " Using the one-dimensional S-transform as a discrimination tool in classification of hyperspectral images.." Can. J. Remote Sens. CJRSDP 0703-8992, 33 (6), 551-560. (Pubitemid 351612528)
    • (2007) Canadian Journal of Remote Sensing , vol.33 , Issue.6 , pp. 551-560
    • Sahoo, B.C.1    Oommen, T.2    Misra, D.3    Newby, G.4
  • 32
    • 0012112085 scopus 로고
    • Simplified procedure to estimate lateral ground flow by soil liquefaction
    • Tokida, K., Matsumoto, H., Azuma, T., and Towhata, I., eds.. ".", Elsevier, New York
    • Tokida, K., Matsumoto, H., Azuma, T., and, Towhata, I., eds. (1993). " Simplified procedure to estimate lateral ground flow by soil liquefaction.." Proc., 5th Int. Conf. on Soil Dynamics and Earthquake Engineering, VI, Elsevier, New York, 381-396.
    • (1993) Proc., 5th Int. Conf. on Soil Dynamics and Earthquake Engineering, VI , pp. 381-396
  • 35
    • 0033534010 scopus 로고    scopus 로고
    • A neural network model for liquefaction-induced horizontal ground displacement
    • DOI 10.1016/S0267-7261(99)00027-5, PII S0267726199000275
    • Wang, J., and Rahman, M. S. (1999). " A neural network model for liquefaction-induced horizontal ground displacement.." Soil Dyn. Earthquake Eng. SDEEEJ 0267-7261, 18 (8), 555-568. 10.1016/S0267-7261(99)00027-5 (Pubitemid 30102478)
    • (1999) Soil Dynamics and Earthquake Engineering , vol.18 , Issue.8 , pp. 555-568
    • Wang, J.1    Rahman, M.S.2
  • 36
    • 0026836189 scopus 로고
    • The mechanism and simplified procedure for analysis of permanent ground displacement due to liquefaction
    • " SOIFBE 0038-0806
    • Yasuda, S., Nagase, H., Kiku, H., and Uchida, Y. (1992). " The mechanism and simplified procedure for analysis of permanent ground displacement due to liquefaction.." Soils Found. SOIFBE 0038-0806, 32 (1), 149-160.
    • (1992) Soils Found. , vol.32 , Issue.1 , pp. 149-160
    • Yasuda, S.1    Nagase, H.2    Kiku, H.3    Uchida, Y.4
  • 37
    • 0023453760 scopus 로고
    • Mapping of liquefaction severity index
    • JGGEFK 1090-0241
    • Youd, T. L., and Perkins, D. M. (1987). " Mapping of liquefaction severity index.." J. Geotech. Geoenviron. Eng. JGGEFK 1090-0241, 113 (11), 1374-1391.
    • (1987) J. Geotech. Geoenviron. Eng. , vol.113 , Issue.11 , pp. 1374-1391
    • Youd, T.L.1    Perkins, D.M.2
  • 38
    • 0036897897 scopus 로고    scopus 로고
    • Revised multilinear regression equations for prediction of lateral spread displacement
    • DOI 10.1061/(ASCE)1090-0241(2002)128:12(1007)
    • Youd, T. L., Hansen, C. M., and Bartlett, S. F. (2002). " Revised multilinear regression equations for prediction of lateral spread displacement.." J. Geotech. Geoenviron. Eng. JGGEFK 1090-0241, 128 (12), 1007-1017. 10.1061/(ASCE)1090-0241(2002)128:12(1007) (Pubitemid 35437031)
    • (2002) Journal of Geotechnical and Geoenvironmental Engineering , vol.128 , Issue.12 , pp. 1007-1017
    • Youd, T.L.1    Hansen, C.M.2    Bartlett, S.F.3
  • 39
    • 4143104574 scopus 로고    scopus 로고
    • Estimating liquefaction-induced lateral displacements using the standard penetration test or cone penetration test
    • DOI 10.1061/(ASCE)1090-0241(2004)130:8(861)
    • Zhang, G., Robertson, P. K., and Brachman, R. W. I. (2004). " Estimating liquefaction-induced lateral displacements using the standard penetration test or cone penetration test.." J. Geotech. Geoenviron. Eng. JGGEFK 1090-0241, 130 (8), 861-871. 10.1061/(ASCE)1090-0241(2004)130:8(861) (Pubitemid 39102850)
    • (2004) Journal of Geotechnical and Geoenvironmental Engineering , vol.130 , Issue.8 , pp. 861-871
    • Zhang, G.1    Robertson, P.K.2    Brachman, R.W.I.3
  • 40
    • 22944449333 scopus 로고    scopus 로고
    • Empirical models for estimating liquefaction-induced lateral spread displacement
    • DOI 10.1016/j.soildyn.2005.04.002, PII S0267726105000370
    • Zhang, J., and Zhao, J. X. (2005). " Empirical models for estimating liquefaction-induced lateral spread displacement.." Soil Dyn. Earthquake Eng. SDEEEJ 0267-7261, 25 (6), 439-450. 10.1016/j.soildyn.2005.04.002 (Pubitemid 41051754)
    • (2005) Soil Dynamics and Earthquake Engineering , vol.25 , Issue.6 , pp. 439-450
    • Zhang, J.1    Zhao, J.X.2


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