A platform for research: civil engineering, architecture and urbanism
A platform for research: civil engineering, architecture and urbanism
Study and Application of Slope Displacement Back Analysis Based on SVM-CTS
A new method of displacement back analysis, named SVM-CTS, was proposed based on support vector machine (SVM) and continuous tabu search (CTS). On the one hand, SVM-CTS used SVM to build the nonlinear mapping relationship between the measuring point displacements and rock and soil mechanics parameters of positive analysis based on the study samples. On the other hand, SVM-CTS used the global optimization performance of CTS to catch the optimal rock and soil mechanics parameters in the global space. The nonlinear mapping relationship built by SVM can fit and forecast the measuring point displacements under different parameters with high accuracy. CTS can prevent object function from trapping in local optimum and improve precision of back analysis. Case study shows that SVM-CTS can be well applied to the displacement back analysis in geotechnical engineering.
Study and Application of Slope Displacement Back Analysis Based on SVM-CTS
A new method of displacement back analysis, named SVM-CTS, was proposed based on support vector machine (SVM) and continuous tabu search (CTS). On the one hand, SVM-CTS used SVM to build the nonlinear mapping relationship between the measuring point displacements and rock and soil mechanics parameters of positive analysis based on the study samples. On the other hand, SVM-CTS used the global optimization performance of CTS to catch the optimal rock and soil mechanics parameters in the global space. The nonlinear mapping relationship built by SVM can fit and forecast the measuring point displacements under different parameters with high accuracy. CTS can prevent object function from trapping in local optimum and improve precision of back analysis. Case study shows that SVM-CTS can be well applied to the displacement back analysis in geotechnical engineering.
Study and Application of Slope Displacement Back Analysis Based on SVM-CTS
Gao, Chun-Yan (author) / Huang, Bo-Qin (author) / Wang, Ke (author)
2013
4 Seiten
Conference paper
English
Study and Application of Slope Displacement Back Analysis Based on SVM-CTS
| British Library Conference Proceedings | 2013
Displacement based seismic slope stability analysis
| British Library Conference Proceedings | 2006
Displacement based multiple wedge slope stability analysis
| Online Contents | 2009
Displacement based multiple wedge slope stability analysis
| Online Contents | 2009
Study and Application of Displacement Back Analysis Based on CACA-SVM
| British Library Conference Proceedings | 2013