Gong Yanbing, Chen Senfa. STUDY ON PREDICTION METHOD OF VERTICAL ULTIMATE BEARING CAPACITY OF SINGLE PILE BASED ON SUPPORT VECTOR MACHINE[J]. INDUSTRIAL CONSTRUCTION, 2006, 36(2): 50-53. doi: 10.13204/j.gyjz200602015
Citation:
Gong Yanbing, Chen Senfa. STUDY ON PREDICTION METHOD OF VERTICAL ULTIMATE BEARING CAPACITY OF SINGLE PILE BASED ON SUPPORT VECTOR MACHINE[J]. INDUSTRIAL CONSTRUCTION, 2006, 36(2): 50-53. doi: 10.13204/j.gyjz200602015
Gong Yanbing, Chen Senfa. STUDY ON PREDICTION METHOD OF VERTICAL ULTIMATE BEARING CAPACITY OF SINGLE PILE BASED ON SUPPORT VECTOR MACHINE[J]. INDUSTRIAL CONSTRUCTION, 2006, 36(2): 50-53. doi: 10.13204/j.gyjz200602015
Citation:
Gong Yanbing, Chen Senfa. STUDY ON PREDICTION METHOD OF VERTICAL ULTIMATE BEARING CAPACITY OF SINGLE PILE BASED ON SUPPORT VECTOR MACHINE[J]. INDUSTRIAL CONSTRUCTION, 2006, 36(2): 50-53. doi: 10.13204/j.gyjz200602015
A new method bas ed on support vector machine for vertical ultimate bearing capacity of s ingle pile is presented. SVM algorithm is bas ed on statistical theory and avoids the blindness of framework designs for neural network and the problem of nonlinear optimizations, such as local optimization. Analysis of the experimental results shows that the convergence speed of support vector machine is faster and its prediction result is more accurate than that of chaos optimization_neural network.
[4] Vapnik V.The Nature of Statistical Learning Theory.New York:Springer Verlag,1995
[5] Tay F E H,Cao L J.Modified Support Vector Machines in Financial Time Series Forecasting.Neurocomputing,2002,48:847-861
[6] Van Gestel T,Suykens J A K.Financial Time Series Prediction Using Least Squares Support Vector Machines within the Evidence Framework.IEEE Transactions on Neural Networks,2001,12(4):809-821
[7] 邓乃扬,田英杰.数据挖掘中的新方法--支持向量机.北京:科学出版社,2004
[8] 杨位光.地基及基础.北京:中国建筑工业出版社,2000
[9] Barzilay O,Brailovsky,V L.On Domain Knowledge and Feature Selection Using a Support Vector Machine.Pattern Recognition Letters,1999,20:475-484
Gong Yanbing, Chen Senfa. STUDY ON PREDICTION METHOD OF VERTICAL ULTIMATE BEARING CAPACITY OF SINGLE PILE BASED ON SUPPORT VECTOR MACHINE[J]. INDUSTRIAL CONSTRUCTION, 2006, 36(2): 50-53. doi: 10.13204/j.gyjz200602015
Gong Yanbing, Chen Senfa. STUDY ON PREDICTION METHOD OF VERTICAL ULTIMATE BEARING CAPACITY OF SINGLE PILE BASED ON SUPPORT VECTOR MACHINE[J]. INDUSTRIAL CONSTRUCTION, 2006, 36(2): 50-53. doi: 10.13204/j.gyjz200602015