Dynamic analysis of soil-structure interaction using the neural networks and the support vector machines

Expert Systems with Applications - Tập 42 - Trang 8971-8981 - 2015
Hojjat Abbasi Farfani1, Farhad Behnamfar2, Ali Fathollahi3
1Dept. of Civil Engineering, Isfahan University of Technology, Esfahan 8415683111, Iran.
2Department of Civil Engineering, Isfahan University of Technology, Esfahan 8415683111, Iran
3Esfahan, Iran.

Tài liệu tham khảo

Ahmad, 2007, Artificial neural network application to estimate kinematic soil pile interaction response parameters, Journal of Soil Dynamics and Earthquake Engineering, 27, 892, 10.1016/j.soildyn.2006.12.009 Byung, 2001, Prediction of Lateral Behavior of Single and Group Piles using Artificial Neural Networks, KSCE Journal of Civil Engineering, 5, 185, 10.1007/BF02829074 Chojaczyk, 2015, Review and application of Artificial Neural Networks models in reliability analysis of steel structures, Structural Safety, 52, 78, 10.1016/j.strusafe.2014.09.002 Das, 2006, Undrained lateral load capacity of piles in clay using artificial neural network, Journal of Computers and Geotechnics, 33, 454, 10.1016/j.compgeo.2006.08.006 Ilankatharan, 2008, Numerical Simulation of a Soil Model-Model Container-Centrifuge Shaking Table System, 1 Momeni, 2014, Prediction of pile bearing capacity using a hybrid genetic algorithm-based ANN, Measurement, 57, 122, 10.1016/j.measurement.2014.08.007 Pala, 2006, Dynamic soil–structure interaction analysis of buildings by neural networks, Journal of Construction and Building Materials, 22, 330, 10.1016/j.conbuildmat.2006.08.015 Stewart, J.P., & Stewart, A.F. (1997). Analysis of soil-structure interaction effects on building response from earthquake strong motion recordings at 58 sites. Report No. UCB/EERC-97/01, Earthquake Engineering Research Center, University of California, Berkeley. Stewart, 1999, Seismic soil-structure interaction in buildings. II: Empirical findings, Journal of Geotechnical and Geo environmental Engineering, 125, 38, 10.1061/(ASCE)1090-0241(1999)125:1(38) Vapnik, 1998 Wilson, D.W. (1998). Soil-Pile-Superstructure Interaction in Liquefying Sand Soft Clay (Doctoral Dissertation). Department Of Civil & Environmental Engineering, Report No. UCD/CGM-98/01 University of California at Davis. Wolf, 1985 Zhao, 2014, Reliability analysis of tunnel using least square support vector machine, Tunneling and Underground Space Technology, 41, 14, 10.1016/j.tust.2013.11.004